diff --git a/Cargo.lock b/Cargo.lock
index 78822c3c64d56..dda05d663b4c7 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -2,6 +2,12 @@
 # It is not intended for manual editing.
 version = 3
 
+[[package]]
+name = "Inflector"
+version = "0.11.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "fe438c63458706e03479442743baae6c88256498e6431708f6dfc520a26515d3"
+
 [[package]]
 name = "addr2line"
 version = "0.17.0"
@@ -43,6 +49,12 @@ dependencies = [
  "memchr",
 ]
 
+[[package]]
+name = "aliasable"
+version = "0.1.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "250f629c0161ad8107cf89319e990051fae62832fd343083bea452d93e2205fd"
+
 [[package]]
 name = "android_system_properties"
 version = "0.1.5"
@@ -3951,6 +3963,29 @@ version = "6.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7b5bf27447411e9ee3ff51186bf7a08e16c341efdde93f4d823e8844429bed7e"
 
+[[package]]
+name = "ouroboros"
+version = "0.15.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "dfbb50b356159620db6ac971c6d5c9ab788c9cc38a6f49619fca2a27acb062ca"
+dependencies = [
+ "aliasable",
+ "ouroboros_macro",
+]
+
+[[package]]
+name = "ouroboros_macro"
+version = "0.15.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4a0d9d1a6191c4f391f87219d1ea42b23f09ee84d64763cd05ee6ea88d9f384d"
+dependencies = [
+ "Inflector",
+ "proc-macro-error",
+ "proc-macro2",
+ "quote",
+ "syn",
+]
+
 [[package]]
 name = "output_vt100"
 version = "0.1.3"
@@ -5360,6 +5395,7 @@ dependencies = [
  "futures-async-stream",
  "hyper",
  "itertools",
+ "lru 0.7.6",
  "madsim-tokio",
  "madsim-tonic",
  "maplit",
@@ -5389,6 +5425,7 @@ dependencies = [
  "sysinfo",
  "tempfile",
  "thiserror",
+ "tikv-jemalloc-ctl",
  "tokio-stream",
  "tower",
  "tower-http",
@@ -5519,6 +5556,7 @@ dependencies = [
  "madsim-tonic",
  "md5",
  "num-traits",
+ "ouroboros",
  "parse-display",
  "paste",
  "postgres-types",
diff --git a/ci/scripts/build-other.sh b/ci/scripts/build-other.sh
index 140955f746908..ec22b6161c096 100755
--- a/ci/scripts/build-other.sh
+++ b/ci/scripts/build-other.sh
@@ -6,7 +6,7 @@ set -euo pipefail
 source ci/scripts/common.env.sh
 
 # Should set a stable version of connector node
-STABLE_VERSION=9d2e1331680335661fd3e55ee234532358683201
+STABLE_VERSION=bd12fb55c75f09b234d1b75b8671b7582ca533f3
 
 echo "--- Build Java connector node"
 git clone https://"$GITHUB_TOKEN"@github.com/risingwavelabs/risingwave-connector-node.git
diff --git a/ci/scripts/deterministic-e2e-test.sh b/ci/scripts/deterministic-e2e-test.sh
index 72dc63c7db273..5d53cb91f08c6 100755
--- a/ci/scripts/deterministic-e2e-test.sh
+++ b/ci/scripts/deterministic-e2e-test.sh
@@ -9,6 +9,12 @@ echo "--- Download artifacts"
 buildkite-agent artifact download risingwave_simulation .
 chmod +x ./risingwave_simulation
 
+echo "--- Extract data for Kafka"
+cd ./scripts/source/
+mkdir -p ./test_data
+unzip -o test_data.zip -d .
+cd ../../
+
 export RUST_LOG=info
 export LOGDIR=.risingwave/log
 
diff --git a/ci/scripts/e2e-source-test.sh b/ci/scripts/e2e-source-test.sh
index 0865cb0340c49..547665dae7568 100755
--- a/ci/scripts/e2e-source-test.sh
+++ b/ci/scripts/e2e-source-test.sh
@@ -66,6 +66,12 @@ nohup java -jar ./connector-service.jar --port 60061 > .risingwave/log/connector
 # start risingwave cluster
 cargo make ci-start ci-1cn-1fe-with-recovery
 sleep 2
+
+echo "---- mysql & postgres cdc validate test"
+sqllogictest -p 4566 -d dev './e2e_test/source/cdc/cdc.validate.mysql.slt'
+sqllogictest -p 4566 -d dev './e2e_test/source/cdc/cdc.validate.postgres.slt'
+
+echo "---- mysql & postgres load and check"
 sqllogictest -p 4566 -d dev './e2e_test/source/cdc/cdc.load.slt'
 # wait for cdc loading
 sleep 10
diff --git a/ci/scripts/run-e2e-test.sh b/ci/scripts/run-e2e-test.sh
index 4783d5566f1a0..bb5c8ba904007 100755
--- a/ci/scripts/run-e2e-test.sh
+++ b/ci/scripts/run-e2e-test.sh
@@ -134,7 +134,7 @@ if [[ "$RUN_COMPACTION" -eq "1" ]]; then
     chmod +x ./target/debug/compaction-test
     # Use the config of ci-compaction-test for replay.
     config_path=".risingwave/config/risingwave.toml"
-    ./target/debug/compaction-test --ci-mode true --state-store hummock+minio://hummockadmin:hummockadmin@127.0.0.1:9301/hummock001 --config-path "${config_path}"
+    RUST_LOG="info,risingwave_stream=info,risingwave_batch=info,risingwave_storage=info" ./target/debug/compaction-test --ci-mode true --state-store hummock+minio://hummockadmin:hummockadmin@127.0.0.1:9301/hummock001 --config-path "${config_path}"
 
     echo "--- Kill cluster"
     cargo make ci-kill
diff --git a/dashboard/pages/data_sources.tsx b/dashboard/pages/data_sources.tsx
index 365760a6c5cc5..fc08bb8698ef3 100644
--- a/dashboard/pages/data_sources.tsx
+++ b/dashboard/pages/data_sources.tsx
@@ -84,7 +84,7 @@ export default function DataSources() {
                   <Td>{source.id}</Td>
                   <Td>{source.name}</Td>
                   <Td>{source.owner}</Td>
-                  <Td>{source.info?.$case}</Td>
+                  <Td>{source.info}</Td>
                   <Td>
                     <Button
                       size="sm"
diff --git a/dashboard/proto/gen/batch_plan.ts b/dashboard/proto/gen/batch_plan.ts
index 50fa942414d32..8549a143f72c5 100644
--- a/dashboard/proto/gen/batch_plan.ts
+++ b/dashboard/proto/gen/batch_plan.ts
@@ -1,5 +1,5 @@
 /* eslint-disable */
-import { SourceInfo } from "./catalog";
+import { ColumnIndex, StreamSourceInfo } from "./catalog";
 import { BatchQueryEpoch, Buffer, HostAddress, WorkerNode } from "./common";
 import { IntervalUnit } from "./data";
 import { AggCall, ExprNode, InputRefExpr, ProjectSetSelectItem, TableFunction } from "./expr";
@@ -75,7 +75,7 @@ export interface SourceNode {
   columns: ColumnCatalog[];
   properties: { [key: string]: string };
   split: Uint8Array;
-  info: SourceInfo | undefined;
+  info: StreamSourceInfo | undefined;
 }
 
 export interface SourceNode_PropertiesEntry {
@@ -92,23 +92,26 @@ export interface FilterNode {
 }
 
 export interface InsertNode {
-  tableSourceId: number;
-  columnIdxs: number[];
-  /** Id of the materialized view which is used to determine which compute node to execute the dml fragment. */
-  associatedMviewId: number;
+  /** Id of the table to perform inserting. */
+  tableId: number;
+  columnIndices: number[];
+  /**
+   * An optional field and will be `None` for tables without user-defined pk.
+   * The `BatchInsertExecutor` should add a column with NULL value which will
+   * be filled in streaming.
+   */
+  rowIdIndex: ColumnIndex | undefined;
 }
 
 export interface DeleteNode {
-  tableSourceId: number;
-  /** Id of the materialized view which is used to determine which compute node to execute the dml fragment. */
-  associatedMviewId: number;
+  /** Id of the table to perform deleting. */
+  tableId: number;
 }
 
 export interface UpdateNode {
-  tableSourceId: number;
+  /** Id of the table to perform updating. */
+  tableId: number;
   exprs: ExprNode[];
-  /** Id of the materialized view which is used to determine which compute node to execute the dml fragment. */
-  associatedMviewId: number;
 }
 
 export interface ValuesNode {
@@ -573,7 +576,7 @@ export const SourceNode = {
         }, {})
         : {},
       split: isSet(object.split) ? bytesFromBase64(object.split) : new Uint8Array(),
-      info: isSet(object.info) ? SourceInfo.fromJSON(object.info) : undefined,
+      info: isSet(object.info) ? StreamSourceInfo.fromJSON(object.info) : undefined,
     };
   },
 
@@ -593,7 +596,7 @@ export const SourceNode = {
     }
     message.split !== undefined &&
       (obj.split = base64FromBytes(message.split !== undefined ? message.split : new Uint8Array()));
-    message.info !== undefined && (obj.info = message.info ? SourceInfo.toJSON(message.info) : undefined);
+    message.info !== undefined && (obj.info = message.info ? StreamSourceInfo.toJSON(message.info) : undefined);
     return obj;
   },
 
@@ -612,7 +615,7 @@ export const SourceNode = {
     );
     message.split = object.split ?? new Uint8Array();
     message.info = (object.info !== undefined && object.info !== null)
-      ? SourceInfo.fromPartial(object.info)
+      ? StreamSourceInfo.fromPartial(object.info)
       : undefined;
     return message;
   },
@@ -696,96 +699,91 @@ export const FilterNode = {
 };
 
 function createBaseInsertNode(): InsertNode {
-  return { tableSourceId: 0, columnIdxs: [], associatedMviewId: 0 };
+  return { tableId: 0, columnIndices: [], rowIdIndex: undefined };
 }
 
 export const InsertNode = {
   fromJSON(object: any): InsertNode {
     return {
-      tableSourceId: isSet(object.tableSourceId) ? Number(object.tableSourceId) : 0,
-      columnIdxs: Array.isArray(object?.columnIdxs) ? object.columnIdxs.map((e: any) => Number(e)) : [],
-      associatedMviewId: isSet(object.associatedMviewId) ? Number(object.associatedMviewId) : 0,
+      tableId: isSet(object.tableId) ? Number(object.tableId) : 0,
+      columnIndices: Array.isArray(object?.columnIndices) ? object.columnIndices.map((e: any) => Number(e)) : [],
+      rowIdIndex: isSet(object.rowIdIndex) ? ColumnIndex.fromJSON(object.rowIdIndex) : undefined,
     };
   },
 
   toJSON(message: InsertNode): unknown {
     const obj: any = {};
-    message.tableSourceId !== undefined && (obj.tableSourceId = Math.round(message.tableSourceId));
-    if (message.columnIdxs) {
-      obj.columnIdxs = message.columnIdxs.map((e) => Math.round(e));
+    message.tableId !== undefined && (obj.tableId = Math.round(message.tableId));
+    if (message.columnIndices) {
+      obj.columnIndices = message.columnIndices.map((e) => Math.round(e));
     } else {
-      obj.columnIdxs = [];
+      obj.columnIndices = [];
     }
-    message.associatedMviewId !== undefined && (obj.associatedMviewId = Math.round(message.associatedMviewId));
+    message.rowIdIndex !== undefined &&
+      (obj.rowIdIndex = message.rowIdIndex ? ColumnIndex.toJSON(message.rowIdIndex) : undefined);
     return obj;
   },
 
   fromPartial<I extends Exact<DeepPartial<InsertNode>, I>>(object: I): InsertNode {
     const message = createBaseInsertNode();
-    message.tableSourceId = object.tableSourceId ?? 0;
-    message.columnIdxs = object.columnIdxs?.map((e) => e) || [];
-    message.associatedMviewId = object.associatedMviewId ?? 0;
+    message.tableId = object.tableId ?? 0;
+    message.columnIndices = object.columnIndices?.map((e) => e) || [];
+    message.rowIdIndex = (object.rowIdIndex !== undefined && object.rowIdIndex !== null)
+      ? ColumnIndex.fromPartial(object.rowIdIndex)
+      : undefined;
     return message;
   },
 };
 
 function createBaseDeleteNode(): DeleteNode {
-  return { tableSourceId: 0, associatedMviewId: 0 };
+  return { tableId: 0 };
 }
 
 export const DeleteNode = {
   fromJSON(object: any): DeleteNode {
-    return {
-      tableSourceId: isSet(object.tableSourceId) ? Number(object.tableSourceId) : 0,
-      associatedMviewId: isSet(object.associatedMviewId) ? Number(object.associatedMviewId) : 0,
-    };
+    return { tableId: isSet(object.tableId) ? Number(object.tableId) : 0 };
   },
 
   toJSON(message: DeleteNode): unknown {
     const obj: any = {};
-    message.tableSourceId !== undefined && (obj.tableSourceId = Math.round(message.tableSourceId));
-    message.associatedMviewId !== undefined && (obj.associatedMviewId = Math.round(message.associatedMviewId));
+    message.tableId !== undefined && (obj.tableId = Math.round(message.tableId));
     return obj;
   },
 
   fromPartial<I extends Exact<DeepPartial<DeleteNode>, I>>(object: I): DeleteNode {
     const message = createBaseDeleteNode();
-    message.tableSourceId = object.tableSourceId ?? 0;
-    message.associatedMviewId = object.associatedMviewId ?? 0;
+    message.tableId = object.tableId ?? 0;
     return message;
   },
 };
 
 function createBaseUpdateNode(): UpdateNode {
-  return { tableSourceId: 0, exprs: [], associatedMviewId: 0 };
+  return { tableId: 0, exprs: [] };
 }
 
 export const UpdateNode = {
   fromJSON(object: any): UpdateNode {
     return {
-      tableSourceId: isSet(object.tableSourceId) ? Number(object.tableSourceId) : 0,
+      tableId: isSet(object.tableId) ? Number(object.tableId) : 0,
       exprs: Array.isArray(object?.exprs) ? object.exprs.map((e: any) => ExprNode.fromJSON(e)) : [],
-      associatedMviewId: isSet(object.associatedMviewId) ? Number(object.associatedMviewId) : 0,
     };
   },
 
   toJSON(message: UpdateNode): unknown {
     const obj: any = {};
-    message.tableSourceId !== undefined && (obj.tableSourceId = Math.round(message.tableSourceId));
+    message.tableId !== undefined && (obj.tableId = Math.round(message.tableId));
     if (message.exprs) {
       obj.exprs = message.exprs.map((e) => e ? ExprNode.toJSON(e) : undefined);
     } else {
       obj.exprs = [];
     }
-    message.associatedMviewId !== undefined && (obj.associatedMviewId = Math.round(message.associatedMviewId));
     return obj;
   },
 
   fromPartial<I extends Exact<DeepPartial<UpdateNode>, I>>(object: I): UpdateNode {
     const message = createBaseUpdateNode();
-    message.tableSourceId = object.tableSourceId ?? 0;
+    message.tableId = object.tableId ?? 0;
     message.exprs = object.exprs?.map((e) => ExprNode.fromPartial(e)) || [];
-    message.associatedMviewId = object.associatedMviewId ?? 0;
     return message;
   },
 };
diff --git a/dashboard/proto/gen/catalog.ts b/dashboard/proto/gen/catalog.ts
index aaddb51a57faf..50ab1910f1255 100644
--- a/dashboard/proto/gen/catalog.ts
+++ b/dashboard/proto/gen/catalog.ts
@@ -20,13 +20,6 @@ export interface ColumnIndex {
   index: number;
 }
 
-export interface SourceInfo {
-  sourceInfo?: { $case: "streamSource"; streamSource: StreamSourceInfo } | {
-    $case: "tableSource";
-    tableSource: TableSourceInfo;
-  };
-}
-
 export interface StreamSourceInfo {
   rowFormat: RowFormatType;
   rowSchemaLocation: string;
@@ -36,9 +29,6 @@ export interface StreamSourceInfo {
   csvHasHeader: boolean;
 }
 
-export interface TableSourceInfo {
-}
-
 export interface Source {
   id: number;
   schemaId: number;
@@ -60,11 +50,8 @@ export interface Source {
   pkColumnIds: number[];
   /** Properties specified by the user in WITH clause. */
   properties: { [key: string]: string };
-  info?: { $case: "streamSource"; streamSource: StreamSourceInfo } | {
-    $case: "tableSource";
-    tableSource: TableSourceInfo;
-  };
   owner: number;
+  info: StreamSourceInfo | undefined;
 }
 
 export interface Source_PropertiesEntry {
@@ -264,58 +251,6 @@ export const ColumnIndex = {
   },
 };
 
-function createBaseSourceInfo(): SourceInfo {
-  return { sourceInfo: undefined };
-}
-
-export const SourceInfo = {
-  fromJSON(object: any): SourceInfo {
-    return {
-      sourceInfo: isSet(object.streamSource)
-        ? { $case: "streamSource", streamSource: StreamSourceInfo.fromJSON(object.streamSource) }
-        : isSet(object.tableSource)
-        ? { $case: "tableSource", tableSource: TableSourceInfo.fromJSON(object.tableSource) }
-        : undefined,
-    };
-  },
-
-  toJSON(message: SourceInfo): unknown {
-    const obj: any = {};
-    message.sourceInfo?.$case === "streamSource" && (obj.streamSource = message.sourceInfo?.streamSource
-      ? StreamSourceInfo.toJSON(message.sourceInfo?.streamSource)
-      : undefined);
-    message.sourceInfo?.$case === "tableSource" && (obj.tableSource = message.sourceInfo?.tableSource
-      ? TableSourceInfo.toJSON(message.sourceInfo?.tableSource)
-      : undefined);
-    return obj;
-  },
-
-  fromPartial<I extends Exact<DeepPartial<SourceInfo>, I>>(object: I): SourceInfo {
-    const message = createBaseSourceInfo();
-    if (
-      object.sourceInfo?.$case === "streamSource" &&
-      object.sourceInfo?.streamSource !== undefined &&
-      object.sourceInfo?.streamSource !== null
-    ) {
-      message.sourceInfo = {
-        $case: "streamSource",
-        streamSource: StreamSourceInfo.fromPartial(object.sourceInfo.streamSource),
-      };
-    }
-    if (
-      object.sourceInfo?.$case === "tableSource" &&
-      object.sourceInfo?.tableSource !== undefined &&
-      object.sourceInfo?.tableSource !== null
-    ) {
-      message.sourceInfo = {
-        $case: "tableSource",
-        tableSource: TableSourceInfo.fromPartial(object.sourceInfo.tableSource),
-      };
-    }
-    return message;
-  },
-};
-
 function createBaseStreamSourceInfo(): StreamSourceInfo {
   return {
     rowFormat: RowFormatType.ROW_UNSPECIFIED,
@@ -362,26 +297,6 @@ export const StreamSourceInfo = {
   },
 };
 
-function createBaseTableSourceInfo(): TableSourceInfo {
-  return {};
-}
-
-export const TableSourceInfo = {
-  fromJSON(_: any): TableSourceInfo {
-    return {};
-  },
-
-  toJSON(_: TableSourceInfo): unknown {
-    const obj: any = {};
-    return obj;
-  },
-
-  fromPartial<I extends Exact<DeepPartial<TableSourceInfo>, I>>(_: I): TableSourceInfo {
-    const message = createBaseTableSourceInfo();
-    return message;
-  },
-};
-
 function createBaseSource(): Source {
   return {
     id: 0,
@@ -392,8 +307,8 @@ function createBaseSource(): Source {
     columns: [],
     pkColumnIds: [],
     properties: {},
-    info: undefined,
     owner: 0,
+    info: undefined,
   };
 }
 
@@ -413,12 +328,8 @@ export const Source = {
           return acc;
         }, {})
         : {},
-      info: isSet(object.streamSource)
-        ? { $case: "streamSource", streamSource: StreamSourceInfo.fromJSON(object.streamSource) }
-        : isSet(object.tableSource)
-        ? { $case: "tableSource", tableSource: TableSourceInfo.fromJSON(object.tableSource) }
-        : undefined,
       owner: isSet(object.owner) ? Number(object.owner) : 0,
+      info: isSet(object.info) ? StreamSourceInfo.fromJSON(object.info) : undefined,
     };
   },
 
@@ -446,11 +357,8 @@ export const Source = {
         obj.properties[k] = v;
       });
     }
-    message.info?.$case === "streamSource" &&
-      (obj.streamSource = message.info?.streamSource ? StreamSourceInfo.toJSON(message.info?.streamSource) : undefined);
-    message.info?.$case === "tableSource" &&
-      (obj.tableSource = message.info?.tableSource ? TableSourceInfo.toJSON(message.info?.tableSource) : undefined);
     message.owner !== undefined && (obj.owner = Math.round(message.owner));
+    message.info !== undefined && (obj.info = message.info ? StreamSourceInfo.toJSON(message.info) : undefined);
     return obj;
   },
 
@@ -474,21 +382,10 @@ export const Source = {
       },
       {},
     );
-    if (
-      object.info?.$case === "streamSource" &&
-      object.info?.streamSource !== undefined &&
-      object.info?.streamSource !== null
-    ) {
-      message.info = { $case: "streamSource", streamSource: StreamSourceInfo.fromPartial(object.info.streamSource) };
-    }
-    if (
-      object.info?.$case === "tableSource" &&
-      object.info?.tableSource !== undefined &&
-      object.info?.tableSource !== null
-    ) {
-      message.info = { $case: "tableSource", tableSource: TableSourceInfo.fromPartial(object.info.tableSource) };
-    }
     message.owner = object.owner ?? 0;
+    message.info = (object.info !== undefined && object.info !== null)
+      ? StreamSourceInfo.fromPartial(object.info)
+      : undefined;
     return message;
   },
 };
diff --git a/dashboard/proto/gen/connector_service.ts b/dashboard/proto/gen/connector_service.ts
index 38bebbbc51f03..724d4b118eb21 100644
--- a/dashboard/proto/gen/connector_service.ts
+++ b/dashboard/proto/gen/connector_service.ts
@@ -10,22 +10,63 @@ import {
 
 export const protobufPackage = "connector_service";
 
-export interface SinkConfig {
-  sinkType: string;
-  properties: { [key: string]: string };
-  tableSchema: SinkConfig_TableSchema | undefined;
-}
-
-export interface SinkConfig_TableSchema {
-  columns: SinkConfig_TableSchema_Column[];
+export const SourceType = {
+  UNSPECIFIED: "UNSPECIFIED",
+  MYSQL: "MYSQL",
+  POSTGRES: "POSTGRES",
+  UNRECOGNIZED: "UNRECOGNIZED",
+} as const;
+
+export type SourceType = typeof SourceType[keyof typeof SourceType];
+
+export function sourceTypeFromJSON(object: any): SourceType {
+  switch (object) {
+    case 0:
+    case "UNSPECIFIED":
+      return SourceType.UNSPECIFIED;
+    case 1:
+    case "MYSQL":
+      return SourceType.MYSQL;
+    case 2:
+    case "POSTGRES":
+      return SourceType.POSTGRES;
+    case -1:
+    case "UNRECOGNIZED":
+    default:
+      return SourceType.UNRECOGNIZED;
+  }
+}
+
+export function sourceTypeToJSON(object: SourceType): string {
+  switch (object) {
+    case SourceType.UNSPECIFIED:
+      return "UNSPECIFIED";
+    case SourceType.MYSQL:
+      return "MYSQL";
+    case SourceType.POSTGRES:
+      return "POSTGRES";
+    case SourceType.UNRECOGNIZED:
+    default:
+      return "UNRECOGNIZED";
+  }
+}
+
+export interface TableSchema {
+  columns: TableSchema_Column[];
   pkIndices: number[];
 }
 
-export interface SinkConfig_TableSchema_Column {
+export interface TableSchema_Column {
   name: string;
   dataType: DataType_TypeName;
 }
 
+export interface SinkConfig {
+  sinkType: string;
+  properties: { [key: string]: string };
+  tableSchema: TableSchema | undefined;
+}
+
 export interface SinkConfig_PropertiesEntry {
   key: string;
   value: string;
@@ -97,93 +138,57 @@ export interface CdcMessage {
 }
 
 export interface GetEventStreamRequest {
+  request?: { $case: "validate"; validate: GetEventStreamRequest_ValidateProperties } | {
+    $case: "start";
+    start: GetEventStreamRequest_StartSource;
+  };
+}
+
+export interface GetEventStreamRequest_ValidateProperties {
   sourceId: number;
-  sourceType: string;
-  startOffset: string;
+  sourceType: SourceType;
   properties: { [key: string]: string };
+  tableSchema: TableSchema | undefined;
 }
 
-export interface GetEventStreamRequest_PropertiesEntry {
+export interface GetEventStreamRequest_ValidateProperties_PropertiesEntry {
   key: string;
   value: string;
 }
 
-export interface GetEventStreamResponse {
+export interface GetEventStreamRequest_StartSource {
   sourceId: number;
-  events: CdcMessage[];
+  sourceType: SourceType;
+  startOffset: string;
+  properties: { [key: string]: string };
 }
 
-function createBaseSinkConfig(): SinkConfig {
-  return { sinkType: "", properties: {}, tableSchema: undefined };
+export interface GetEventStreamRequest_StartSource_PropertiesEntry {
+  key: string;
+  value: string;
 }
 
-export const SinkConfig = {
-  fromJSON(object: any): SinkConfig {
-    return {
-      sinkType: isSet(object.sinkType) ? String(object.sinkType) : "",
-      properties: isObject(object.properties)
-        ? Object.entries(object.properties).reduce<{ [key: string]: string }>((acc, [key, value]) => {
-          acc[key] = String(value);
-          return acc;
-        }, {})
-        : {},
-      tableSchema: isSet(object.tableSchema) ? SinkConfig_TableSchema.fromJSON(object.tableSchema) : undefined,
-    };
-  },
-
-  toJSON(message: SinkConfig): unknown {
-    const obj: any = {};
-    message.sinkType !== undefined && (obj.sinkType = message.sinkType);
-    obj.properties = {};
-    if (message.properties) {
-      Object.entries(message.properties).forEach(([k, v]) => {
-        obj.properties[k] = v;
-      });
-    }
-    message.tableSchema !== undefined &&
-      (obj.tableSchema = message.tableSchema ? SinkConfig_TableSchema.toJSON(message.tableSchema) : undefined);
-    return obj;
-  },
-
-  fromPartial<I extends Exact<DeepPartial<SinkConfig>, I>>(object: I): SinkConfig {
-    const message = createBaseSinkConfig();
-    message.sinkType = object.sinkType ?? "";
-    message.properties = Object.entries(object.properties ?? {}).reduce<{ [key: string]: string }>(
-      (acc, [key, value]) => {
-        if (value !== undefined) {
-          acc[key] = String(value);
-        }
-        return acc;
-      },
-      {},
-    );
-    message.tableSchema = (object.tableSchema !== undefined && object.tableSchema !== null)
-      ? SinkConfig_TableSchema.fromPartial(object.tableSchema)
-      : undefined;
-    return message;
-  },
-};
+export interface GetEventStreamResponse {
+  sourceId: number;
+  events: CdcMessage[];
+}
 
-function createBaseSinkConfig_TableSchema(): SinkConfig_TableSchema {
+function createBaseTableSchema(): TableSchema {
   return { columns: [], pkIndices: [] };
 }
 
-export const SinkConfig_TableSchema = {
-  fromJSON(object: any): SinkConfig_TableSchema {
+export const TableSchema = {
+  fromJSON(object: any): TableSchema {
     return {
-      columns: Array.isArray(object?.columns)
-        ? object.columns.map((e: any) => SinkConfig_TableSchema_Column.fromJSON(e))
-        : [],
-      pkIndices: Array.isArray(object?.pkIndices)
-        ? object.pkIndices.map((e: any) => Number(e))
-        : [],
+      columns: Array.isArray(object?.columns) ? object.columns.map((e: any) => TableSchema_Column.fromJSON(e)) : [],
+      pkIndices: Array.isArray(object?.pkIndices) ? object.pkIndices.map((e: any) => Number(e)) : [],
     };
   },
 
-  toJSON(message: SinkConfig_TableSchema): unknown {
+  toJSON(message: TableSchema): unknown {
     const obj: any = {};
     if (message.columns) {
-      obj.columns = message.columns.map((e) => e ? SinkConfig_TableSchema_Column.toJSON(e) : undefined);
+      obj.columns = message.columns.map((e) => e ? TableSchema_Column.toJSON(e) : undefined);
     } else {
       obj.columns = [];
     }
@@ -195,20 +200,20 @@ export const SinkConfig_TableSchema = {
     return obj;
   },
 
-  fromPartial<I extends Exact<DeepPartial<SinkConfig_TableSchema>, I>>(object: I): SinkConfig_TableSchema {
-    const message = createBaseSinkConfig_TableSchema();
-    message.columns = object.columns?.map((e) => SinkConfig_TableSchema_Column.fromPartial(e)) || [];
+  fromPartial<I extends Exact<DeepPartial<TableSchema>, I>>(object: I): TableSchema {
+    const message = createBaseTableSchema();
+    message.columns = object.columns?.map((e) => TableSchema_Column.fromPartial(e)) || [];
     message.pkIndices = object.pkIndices?.map((e) => e) || [];
     return message;
   },
 };
 
-function createBaseSinkConfig_TableSchema_Column(): SinkConfig_TableSchema_Column {
+function createBaseTableSchema_Column(): TableSchema_Column {
   return { name: "", dataType: DataType_TypeName.TYPE_UNSPECIFIED };
 }
 
-export const SinkConfig_TableSchema_Column = {
-  fromJSON(object: any): SinkConfig_TableSchema_Column {
+export const TableSchema_Column = {
+  fromJSON(object: any): TableSchema_Column {
     return {
       name: isSet(object.name) ? String(object.name) : "",
       dataType: isSet(object.dataType)
@@ -217,23 +222,72 @@ export const SinkConfig_TableSchema_Column = {
     };
   },
 
-  toJSON(message: SinkConfig_TableSchema_Column): unknown {
+  toJSON(message: TableSchema_Column): unknown {
     const obj: any = {};
     message.name !== undefined && (obj.name = message.name);
     message.dataType !== undefined && (obj.dataType = dataType_TypeNameToJSON(message.dataType));
     return obj;
   },
 
-  fromPartial<I extends Exact<DeepPartial<SinkConfig_TableSchema_Column>, I>>(
-    object: I,
-  ): SinkConfig_TableSchema_Column {
-    const message = createBaseSinkConfig_TableSchema_Column();
+  fromPartial<I extends Exact<DeepPartial<TableSchema_Column>, I>>(object: I): TableSchema_Column {
+    const message = createBaseTableSchema_Column();
     message.name = object.name ?? "";
     message.dataType = object.dataType ?? DataType_TypeName.TYPE_UNSPECIFIED;
     return message;
   },
 };
 
+function createBaseSinkConfig(): SinkConfig {
+  return { sinkType: "", properties: {}, tableSchema: undefined };
+}
+
+export const SinkConfig = {
+  fromJSON(object: any): SinkConfig {
+    return {
+      sinkType: isSet(object.sinkType) ? String(object.sinkType) : "",
+      properties: isObject(object.properties)
+        ? Object.entries(object.properties).reduce<{ [key: string]: string }>((acc, [key, value]) => {
+          acc[key] = String(value);
+          return acc;
+        }, {})
+        : {},
+      tableSchema: isSet(object.tableSchema) ? TableSchema.fromJSON(object.tableSchema) : undefined,
+    };
+  },
+
+  toJSON(message: SinkConfig): unknown {
+    const obj: any = {};
+    message.sinkType !== undefined && (obj.sinkType = message.sinkType);
+    obj.properties = {};
+    if (message.properties) {
+      Object.entries(message.properties).forEach(([k, v]) => {
+        obj.properties[k] = v;
+      });
+    }
+    message.tableSchema !== undefined &&
+      (obj.tableSchema = message.tableSchema ? TableSchema.toJSON(message.tableSchema) : undefined);
+    return obj;
+  },
+
+  fromPartial<I extends Exact<DeepPartial<SinkConfig>, I>>(object: I): SinkConfig {
+    const message = createBaseSinkConfig();
+    message.sinkType = object.sinkType ?? "";
+    message.properties = Object.entries(object.properties ?? {}).reduce<{ [key: string]: string }>(
+      (acc, [key, value]) => {
+        if (value !== undefined) {
+          acc[key] = String(value);
+        }
+        return acc;
+      },
+      {},
+    );
+    message.tableSchema = (object.tableSchema !== undefined && object.tableSchema !== null)
+      ? TableSchema.fromPartial(object.tableSchema)
+      : undefined;
+    return message;
+  },
+};
+
 function createBaseSinkConfig_PropertiesEntry(): SinkConfig_PropertiesEntry {
   return { key: "", value: "" };
 }
@@ -671,14 +725,142 @@ export const CdcMessage = {
 };
 
 function createBaseGetEventStreamRequest(): GetEventStreamRequest {
-  return { sourceId: 0, sourceType: "", startOffset: "", properties: {} };
+  return { request: undefined };
 }
 
 export const GetEventStreamRequest = {
   fromJSON(object: any): GetEventStreamRequest {
+    return {
+      request: isSet(object.validate)
+        ? { $case: "validate", validate: GetEventStreamRequest_ValidateProperties.fromJSON(object.validate) }
+        : isSet(object.start)
+        ? { $case: "start", start: GetEventStreamRequest_StartSource.fromJSON(object.start) }
+        : undefined,
+    };
+  },
+
+  toJSON(message: GetEventStreamRequest): unknown {
+    const obj: any = {};
+    message.request?.$case === "validate" && (obj.validate = message.request?.validate
+      ? GetEventStreamRequest_ValidateProperties.toJSON(message.request?.validate)
+      : undefined);
+    message.request?.$case === "start" &&
+      (obj.start = message.request?.start
+        ? GetEventStreamRequest_StartSource.toJSON(message.request?.start)
+        : undefined);
+    return obj;
+  },
+
+  fromPartial<I extends Exact<DeepPartial<GetEventStreamRequest>, I>>(object: I): GetEventStreamRequest {
+    const message = createBaseGetEventStreamRequest();
+    if (
+      object.request?.$case === "validate" &&
+      object.request?.validate !== undefined &&
+      object.request?.validate !== null
+    ) {
+      message.request = {
+        $case: "validate",
+        validate: GetEventStreamRequest_ValidateProperties.fromPartial(object.request.validate),
+      };
+    }
+    if (object.request?.$case === "start" && object.request?.start !== undefined && object.request?.start !== null) {
+      message.request = { $case: "start", start: GetEventStreamRequest_StartSource.fromPartial(object.request.start) };
+    }
+    return message;
+  },
+};
+
+function createBaseGetEventStreamRequest_ValidateProperties(): GetEventStreamRequest_ValidateProperties {
+  return { sourceId: 0, sourceType: SourceType.UNSPECIFIED, properties: {}, tableSchema: undefined };
+}
+
+export const GetEventStreamRequest_ValidateProperties = {
+  fromJSON(object: any): GetEventStreamRequest_ValidateProperties {
+    return {
+      sourceId: isSet(object.sourceId) ? Number(object.sourceId) : 0,
+      sourceType: isSet(object.sourceType) ? sourceTypeFromJSON(object.sourceType) : SourceType.UNSPECIFIED,
+      properties: isObject(object.properties)
+        ? Object.entries(object.properties).reduce<{ [key: string]: string }>((acc, [key, value]) => {
+          acc[key] = String(value);
+          return acc;
+        }, {})
+        : {},
+      tableSchema: isSet(object.tableSchema) ? TableSchema.fromJSON(object.tableSchema) : undefined,
+    };
+  },
+
+  toJSON(message: GetEventStreamRequest_ValidateProperties): unknown {
+    const obj: any = {};
+    message.sourceId !== undefined && (obj.sourceId = Math.round(message.sourceId));
+    message.sourceType !== undefined && (obj.sourceType = sourceTypeToJSON(message.sourceType));
+    obj.properties = {};
+    if (message.properties) {
+      Object.entries(message.properties).forEach(([k, v]) => {
+        obj.properties[k] = v;
+      });
+    }
+    message.tableSchema !== undefined &&
+      (obj.tableSchema = message.tableSchema ? TableSchema.toJSON(message.tableSchema) : undefined);
+    return obj;
+  },
+
+  fromPartial<I extends Exact<DeepPartial<GetEventStreamRequest_ValidateProperties>, I>>(
+    object: I,
+  ): GetEventStreamRequest_ValidateProperties {
+    const message = createBaseGetEventStreamRequest_ValidateProperties();
+    message.sourceId = object.sourceId ?? 0;
+    message.sourceType = object.sourceType ?? SourceType.UNSPECIFIED;
+    message.properties = Object.entries(object.properties ?? {}).reduce<{ [key: string]: string }>(
+      (acc, [key, value]) => {
+        if (value !== undefined) {
+          acc[key] = String(value);
+        }
+        return acc;
+      },
+      {},
+    );
+    message.tableSchema = (object.tableSchema !== undefined && object.tableSchema !== null)
+      ? TableSchema.fromPartial(object.tableSchema)
+      : undefined;
+    return message;
+  },
+};
+
+function createBaseGetEventStreamRequest_ValidateProperties_PropertiesEntry(): GetEventStreamRequest_ValidateProperties_PropertiesEntry {
+  return { key: "", value: "" };
+}
+
+export const GetEventStreamRequest_ValidateProperties_PropertiesEntry = {
+  fromJSON(object: any): GetEventStreamRequest_ValidateProperties_PropertiesEntry {
+    return { key: isSet(object.key) ? String(object.key) : "", value: isSet(object.value) ? String(object.value) : "" };
+  },
+
+  toJSON(message: GetEventStreamRequest_ValidateProperties_PropertiesEntry): unknown {
+    const obj: any = {};
+    message.key !== undefined && (obj.key = message.key);
+    message.value !== undefined && (obj.value = message.value);
+    return obj;
+  },
+
+  fromPartial<I extends Exact<DeepPartial<GetEventStreamRequest_ValidateProperties_PropertiesEntry>, I>>(
+    object: I,
+  ): GetEventStreamRequest_ValidateProperties_PropertiesEntry {
+    const message = createBaseGetEventStreamRequest_ValidateProperties_PropertiesEntry();
+    message.key = object.key ?? "";
+    message.value = object.value ?? "";
+    return message;
+  },
+};
+
+function createBaseGetEventStreamRequest_StartSource(): GetEventStreamRequest_StartSource {
+  return { sourceId: 0, sourceType: SourceType.UNSPECIFIED, startOffset: "", properties: {} };
+}
+
+export const GetEventStreamRequest_StartSource = {
+  fromJSON(object: any): GetEventStreamRequest_StartSource {
     return {
       sourceId: isSet(object.sourceId) ? Number(object.sourceId) : 0,
-      sourceType: isSet(object.sourceType) ? String(object.sourceType) : "",
+      sourceType: isSet(object.sourceType) ? sourceTypeFromJSON(object.sourceType) : SourceType.UNSPECIFIED,
       startOffset: isSet(object.startOffset) ? String(object.startOffset) : "",
       properties: isObject(object.properties)
         ? Object.entries(object.properties).reduce<{ [key: string]: string }>((acc, [key, value]) => {
@@ -689,10 +871,10 @@ export const GetEventStreamRequest = {
     };
   },
 
-  toJSON(message: GetEventStreamRequest): unknown {
+  toJSON(message: GetEventStreamRequest_StartSource): unknown {
     const obj: any = {};
     message.sourceId !== undefined && (obj.sourceId = Math.round(message.sourceId));
-    message.sourceType !== undefined && (obj.sourceType = message.sourceType);
+    message.sourceType !== undefined && (obj.sourceType = sourceTypeToJSON(message.sourceType));
     message.startOffset !== undefined && (obj.startOffset = message.startOffset);
     obj.properties = {};
     if (message.properties) {
@@ -703,10 +885,12 @@ export const GetEventStreamRequest = {
     return obj;
   },
 
-  fromPartial<I extends Exact<DeepPartial<GetEventStreamRequest>, I>>(object: I): GetEventStreamRequest {
-    const message = createBaseGetEventStreamRequest();
+  fromPartial<I extends Exact<DeepPartial<GetEventStreamRequest_StartSource>, I>>(
+    object: I,
+  ): GetEventStreamRequest_StartSource {
+    const message = createBaseGetEventStreamRequest_StartSource();
     message.sourceId = object.sourceId ?? 0;
-    message.sourceType = object.sourceType ?? "";
+    message.sourceType = object.sourceType ?? SourceType.UNSPECIFIED;
     message.startOffset = object.startOffset ?? "";
     message.properties = Object.entries(object.properties ?? {}).reduce<{ [key: string]: string }>(
       (acc, [key, value]) => {
@@ -721,26 +905,26 @@ export const GetEventStreamRequest = {
   },
 };
 
-function createBaseGetEventStreamRequest_PropertiesEntry(): GetEventStreamRequest_PropertiesEntry {
+function createBaseGetEventStreamRequest_StartSource_PropertiesEntry(): GetEventStreamRequest_StartSource_PropertiesEntry {
   return { key: "", value: "" };
 }
 
-export const GetEventStreamRequest_PropertiesEntry = {
-  fromJSON(object: any): GetEventStreamRequest_PropertiesEntry {
+export const GetEventStreamRequest_StartSource_PropertiesEntry = {
+  fromJSON(object: any): GetEventStreamRequest_StartSource_PropertiesEntry {
     return { key: isSet(object.key) ? String(object.key) : "", value: isSet(object.value) ? String(object.value) : "" };
   },
 
-  toJSON(message: GetEventStreamRequest_PropertiesEntry): unknown {
+  toJSON(message: GetEventStreamRequest_StartSource_PropertiesEntry): unknown {
     const obj: any = {};
     message.key !== undefined && (obj.key = message.key);
     message.value !== undefined && (obj.value = message.value);
     return obj;
   },
 
-  fromPartial<I extends Exact<DeepPartial<GetEventStreamRequest_PropertiesEntry>, I>>(
+  fromPartial<I extends Exact<DeepPartial<GetEventStreamRequest_StartSource_PropertiesEntry>, I>>(
     object: I,
-  ): GetEventStreamRequest_PropertiesEntry {
-    const message = createBaseGetEventStreamRequest_PropertiesEntry();
+  ): GetEventStreamRequest_StartSource_PropertiesEntry {
+    const message = createBaseGetEventStreamRequest_StartSource_PropertiesEntry();
     message.key = object.key ?? "";
     message.value = object.value ?? "";
     return message;
diff --git a/dashboard/proto/gen/ddl_service.ts b/dashboard/proto/gen/ddl_service.ts
index fa94524aef6a8..d90805c508b00 100644
--- a/dashboard/proto/gen/ddl_service.ts
+++ b/dashboard/proto/gen/ddl_service.ts
@@ -121,25 +121,28 @@ export interface DropViewResponse {
   version: number;
 }
 
-export interface CreateMaterializedSourceRequest {
+export interface CreateTableRequest {
+  /**
+   * An optional field and will be `Some` for tables with an external connector. If so, the table
+   * will subscribe to the changes of the external connector and materialize the data.
+   */
   source: Source | undefined;
   materializedView: Table | undefined;
   fragmentGraph: StreamFragmentGraph | undefined;
 }
 
-export interface CreateMaterializedSourceResponse {
+export interface CreateTableResponse {
   status: Status | undefined;
-  sourceId: number;
   tableId: number;
   version: number;
 }
 
-export interface DropMaterializedSourceRequest {
-  sourceId: number;
+export interface DropTableRequest {
+  sourceId?: { $case: "id"; id: number };
   tableId: number;
 }
 
-export interface DropMaterializedSourceResponse {
+export interface DropTableResponse {
   status: Status | undefined;
   version: number;
 }
@@ -831,12 +834,12 @@ export const DropViewResponse = {
   },
 };
 
-function createBaseCreateMaterializedSourceRequest(): CreateMaterializedSourceRequest {
+function createBaseCreateTableRequest(): CreateTableRequest {
   return { source: undefined, materializedView: undefined, fragmentGraph: undefined };
 }
 
-export const CreateMaterializedSourceRequest = {
-  fromJSON(object: any): CreateMaterializedSourceRequest {
+export const CreateTableRequest = {
+  fromJSON(object: any): CreateTableRequest {
     return {
       source: isSet(object.source) ? Source.fromJSON(object.source) : undefined,
       materializedView: isSet(object.materializedView) ? Table.fromJSON(object.materializedView) : undefined,
@@ -844,7 +847,7 @@ export const CreateMaterializedSourceRequest = {
     };
   },
 
-  toJSON(message: CreateMaterializedSourceRequest): unknown {
+  toJSON(message: CreateTableRequest): unknown {
     const obj: any = {};
     message.source !== undefined && (obj.source = message.source ? Source.toJSON(message.source) : undefined);
     message.materializedView !== undefined &&
@@ -854,10 +857,8 @@ export const CreateMaterializedSourceRequest = {
     return obj;
   },
 
-  fromPartial<I extends Exact<DeepPartial<CreateMaterializedSourceRequest>, I>>(
-    object: I,
-  ): CreateMaterializedSourceRequest {
-    const message = createBaseCreateMaterializedSourceRequest();
+  fromPartial<I extends Exact<DeepPartial<CreateTableRequest>, I>>(object: I): CreateTableRequest {
+    const message = createBaseCreateTableRequest();
     message.source = (object.source !== undefined && object.source !== null)
       ? Source.fromPartial(object.source)
       : undefined;
@@ -871,95 +872,88 @@ export const CreateMaterializedSourceRequest = {
   },
 };
 
-function createBaseCreateMaterializedSourceResponse(): CreateMaterializedSourceResponse {
-  return { status: undefined, sourceId: 0, tableId: 0, version: 0 };
+function createBaseCreateTableResponse(): CreateTableResponse {
+  return { status: undefined, tableId: 0, version: 0 };
 }
 
-export const CreateMaterializedSourceResponse = {
-  fromJSON(object: any): CreateMaterializedSourceResponse {
+export const CreateTableResponse = {
+  fromJSON(object: any): CreateTableResponse {
     return {
       status: isSet(object.status) ? Status.fromJSON(object.status) : undefined,
-      sourceId: isSet(object.sourceId) ? Number(object.sourceId) : 0,
       tableId: isSet(object.tableId) ? Number(object.tableId) : 0,
       version: isSet(object.version) ? Number(object.version) : 0,
     };
   },
 
-  toJSON(message: CreateMaterializedSourceResponse): unknown {
+  toJSON(message: CreateTableResponse): unknown {
     const obj: any = {};
     message.status !== undefined && (obj.status = message.status ? Status.toJSON(message.status) : undefined);
-    message.sourceId !== undefined && (obj.sourceId = Math.round(message.sourceId));
     message.tableId !== undefined && (obj.tableId = Math.round(message.tableId));
     message.version !== undefined && (obj.version = Math.round(message.version));
     return obj;
   },
 
-  fromPartial<I extends Exact<DeepPartial<CreateMaterializedSourceResponse>, I>>(
-    object: I,
-  ): CreateMaterializedSourceResponse {
-    const message = createBaseCreateMaterializedSourceResponse();
+  fromPartial<I extends Exact<DeepPartial<CreateTableResponse>, I>>(object: I): CreateTableResponse {
+    const message = createBaseCreateTableResponse();
     message.status = (object.status !== undefined && object.status !== null)
       ? Status.fromPartial(object.status)
       : undefined;
-    message.sourceId = object.sourceId ?? 0;
     message.tableId = object.tableId ?? 0;
     message.version = object.version ?? 0;
     return message;
   },
 };
 
-function createBaseDropMaterializedSourceRequest(): DropMaterializedSourceRequest {
-  return { sourceId: 0, tableId: 0 };
+function createBaseDropTableRequest(): DropTableRequest {
+  return { sourceId: undefined, tableId: 0 };
 }
 
-export const DropMaterializedSourceRequest = {
-  fromJSON(object: any): DropMaterializedSourceRequest {
+export const DropTableRequest = {
+  fromJSON(object: any): DropTableRequest {
     return {
-      sourceId: isSet(object.sourceId) ? Number(object.sourceId) : 0,
+      sourceId: isSet(object.id) ? { $case: "id", id: Number(object.id) } : undefined,
       tableId: isSet(object.tableId) ? Number(object.tableId) : 0,
     };
   },
 
-  toJSON(message: DropMaterializedSourceRequest): unknown {
+  toJSON(message: DropTableRequest): unknown {
     const obj: any = {};
-    message.sourceId !== undefined && (obj.sourceId = Math.round(message.sourceId));
+    message.sourceId?.$case === "id" && (obj.id = Math.round(message.sourceId?.id));
     message.tableId !== undefined && (obj.tableId = Math.round(message.tableId));
     return obj;
   },
 
-  fromPartial<I extends Exact<DeepPartial<DropMaterializedSourceRequest>, I>>(
-    object: I,
-  ): DropMaterializedSourceRequest {
-    const message = createBaseDropMaterializedSourceRequest();
-    message.sourceId = object.sourceId ?? 0;
+  fromPartial<I extends Exact<DeepPartial<DropTableRequest>, I>>(object: I): DropTableRequest {
+    const message = createBaseDropTableRequest();
+    if (object.sourceId?.$case === "id" && object.sourceId?.id !== undefined && object.sourceId?.id !== null) {
+      message.sourceId = { $case: "id", id: object.sourceId.id };
+    }
     message.tableId = object.tableId ?? 0;
     return message;
   },
 };
 
-function createBaseDropMaterializedSourceResponse(): DropMaterializedSourceResponse {
+function createBaseDropTableResponse(): DropTableResponse {
   return { status: undefined, version: 0 };
 }
 
-export const DropMaterializedSourceResponse = {
-  fromJSON(object: any): DropMaterializedSourceResponse {
+export const DropTableResponse = {
+  fromJSON(object: any): DropTableResponse {
     return {
       status: isSet(object.status) ? Status.fromJSON(object.status) : undefined,
       version: isSet(object.version) ? Number(object.version) : 0,
     };
   },
 
-  toJSON(message: DropMaterializedSourceResponse): unknown {
+  toJSON(message: DropTableResponse): unknown {
     const obj: any = {};
     message.status !== undefined && (obj.status = message.status ? Status.toJSON(message.status) : undefined);
     message.version !== undefined && (obj.version = Math.round(message.version));
     return obj;
   },
 
-  fromPartial<I extends Exact<DeepPartial<DropMaterializedSourceResponse>, I>>(
-    object: I,
-  ): DropMaterializedSourceResponse {
-    const message = createBaseDropMaterializedSourceResponse();
+  fromPartial<I extends Exact<DeepPartial<DropTableResponse>, I>>(object: I): DropTableResponse {
+    const message = createBaseDropTableResponse();
     message.status = (object.status !== undefined && object.status !== null)
       ? Status.fromPartial(object.status)
       : undefined;
diff --git a/dashboard/proto/gen/stream_plan.ts b/dashboard/proto/gen/stream_plan.ts
index 5c8e18a19dfd5..99eb903f8be45 100644
--- a/dashboard/proto/gen/stream_plan.ts
+++ b/dashboard/proto/gen/stream_plan.ts
@@ -1,5 +1,5 @@
 /* eslint-disable */
-import { ColumnIndex, SourceInfo, Table } from "./catalog";
+import { ColumnIndex, StreamSourceInfo, Table } from "./catalog";
 import { Buffer } from "./common";
 import { DataType, Datum, Epoch, IntervalUnit, StreamChunk } from "./data";
 import { AggCall, ExprNode, InputRefExpr, ProjectSetSelectItem } from "./expr";
@@ -326,23 +326,30 @@ export interface ActorMapping {
   data: number[];
 }
 
-export interface SourceNode {
-  /** use source_id to fetch SourceDesc from local source manager */
+export interface StreamSource {
   sourceId: number;
   stateTable: Table | undefined;
   rowIdIndex: ColumnIndex | undefined;
   columns: ColumnCatalog[];
   pkColumnIds: number[];
   properties: { [key: string]: string };
-  info: SourceInfo | undefined;
+  info: StreamSourceInfo | undefined;
   sourceName: string;
 }
 
-export interface SourceNode_PropertiesEntry {
+export interface StreamSource_PropertiesEntry {
   key: string;
   value: string;
 }
 
+export interface SourceNode {
+  /**
+   * The source node can contain either a stream source or nothing. So here we extract all
+   * information about stream source to a message, and here it will be an `Option` in Rust.
+   */
+  sourceInner: StreamSource | undefined;
+}
+
 export interface SinkNode {
   tableId: number;
   properties: { [key: string]: string };
@@ -785,7 +792,9 @@ export interface Dispatcher {
     | undefined;
   /**
    * Dispatcher can be uniquely identified by a combination of actor id and dispatcher id.
-   * - For dispatchers within actors, the id is the same as operator_id of the exchange plan node.
+   * - For dispatchers within actors, the id is the same as its downstream fragment id.
+   *   We can't use the exchange operator id directly as the dispatch id, because an exchange
+   *   could belong to more than one downstream in DAG.
    * - For MV on MV, the id is the same as the actor id of chain node in the downstream MV.
    */
   dispatcherId: number;
@@ -1635,7 +1644,7 @@ export const ActorMapping = {
   },
 };
 
-function createBaseSourceNode(): SourceNode {
+function createBaseStreamSource(): StreamSource {
   return {
     sourceId: 0,
     stateTable: undefined,
@@ -1648,8 +1657,8 @@ function createBaseSourceNode(): SourceNode {
   };
 }
 
-export const SourceNode = {
-  fromJSON(object: any): SourceNode {
+export const StreamSource = {
+  fromJSON(object: any): StreamSource {
     return {
       sourceId: isSet(object.sourceId) ? Number(object.sourceId) : 0,
       stateTable: isSet(object.stateTable) ? Table.fromJSON(object.stateTable) : undefined,
@@ -1662,12 +1671,12 @@ export const SourceNode = {
           return acc;
         }, {})
         : {},
-      info: isSet(object.info) ? SourceInfo.fromJSON(object.info) : undefined,
+      info: isSet(object.info) ? StreamSourceInfo.fromJSON(object.info) : undefined,
       sourceName: isSet(object.sourceName) ? String(object.sourceName) : "",
     };
   },
 
-  toJSON(message: SourceNode): unknown {
+  toJSON(message: StreamSource): unknown {
     const obj: any = {};
     message.sourceId !== undefined && (obj.sourceId = Math.round(message.sourceId));
     message.stateTable !== undefined &&
@@ -1690,13 +1699,13 @@ export const SourceNode = {
         obj.properties[k] = v;
       });
     }
-    message.info !== undefined && (obj.info = message.info ? SourceInfo.toJSON(message.info) : undefined);
+    message.info !== undefined && (obj.info = message.info ? StreamSourceInfo.toJSON(message.info) : undefined);
     message.sourceName !== undefined && (obj.sourceName = message.sourceName);
     return obj;
   },
 
-  fromPartial<I extends Exact<DeepPartial<SourceNode>, I>>(object: I): SourceNode {
-    const message = createBaseSourceNode();
+  fromPartial<I extends Exact<DeepPartial<StreamSource>, I>>(object: I): StreamSource {
+    const message = createBaseStreamSource();
     message.sourceId = object.sourceId ?? 0;
     message.stateTable = (object.stateTable !== undefined && object.stateTable !== null)
       ? Table.fromPartial(object.stateTable)
@@ -1716,37 +1725,62 @@ export const SourceNode = {
       {},
     );
     message.info = (object.info !== undefined && object.info !== null)
-      ? SourceInfo.fromPartial(object.info)
+      ? StreamSourceInfo.fromPartial(object.info)
       : undefined;
     message.sourceName = object.sourceName ?? "";
     return message;
   },
 };
 
-function createBaseSourceNode_PropertiesEntry(): SourceNode_PropertiesEntry {
+function createBaseStreamSource_PropertiesEntry(): StreamSource_PropertiesEntry {
   return { key: "", value: "" };
 }
 
-export const SourceNode_PropertiesEntry = {
-  fromJSON(object: any): SourceNode_PropertiesEntry {
+export const StreamSource_PropertiesEntry = {
+  fromJSON(object: any): StreamSource_PropertiesEntry {
     return { key: isSet(object.key) ? String(object.key) : "", value: isSet(object.value) ? String(object.value) : "" };
   },
 
-  toJSON(message: SourceNode_PropertiesEntry): unknown {
+  toJSON(message: StreamSource_PropertiesEntry): unknown {
     const obj: any = {};
     message.key !== undefined && (obj.key = message.key);
     message.value !== undefined && (obj.value = message.value);
     return obj;
   },
 
-  fromPartial<I extends Exact<DeepPartial<SourceNode_PropertiesEntry>, I>>(object: I): SourceNode_PropertiesEntry {
-    const message = createBaseSourceNode_PropertiesEntry();
+  fromPartial<I extends Exact<DeepPartial<StreamSource_PropertiesEntry>, I>>(object: I): StreamSource_PropertiesEntry {
+    const message = createBaseStreamSource_PropertiesEntry();
     message.key = object.key ?? "";
     message.value = object.value ?? "";
     return message;
   },
 };
 
+function createBaseSourceNode(): SourceNode {
+  return { sourceInner: undefined };
+}
+
+export const SourceNode = {
+  fromJSON(object: any): SourceNode {
+    return { sourceInner: isSet(object.sourceInner) ? StreamSource.fromJSON(object.sourceInner) : undefined };
+  },
+
+  toJSON(message: SourceNode): unknown {
+    const obj: any = {};
+    message.sourceInner !== undefined &&
+      (obj.sourceInner = message.sourceInner ? StreamSource.toJSON(message.sourceInner) : undefined);
+    return obj;
+  },
+
+  fromPartial<I extends Exact<DeepPartial<SourceNode>, I>>(object: I): SourceNode {
+    const message = createBaseSourceNode();
+    message.sourceInner = (object.sourceInner !== undefined && object.sourceInner !== null)
+      ? StreamSource.fromPartial(object.sourceInner)
+      : undefined;
+    return message;
+  },
+};
+
 function createBaseSinkNode(): SinkNode {
   return { tableId: 0, properties: {}, fields: [], sinkPk: [] };
 }
diff --git a/docs/developer-guide.md b/docs/developer-guide.md
index 96a293cee7253..dbde40e1ea568 100644
--- a/docs/developer-guide.md
+++ b/docs/developer-guide.md
@@ -255,7 +255,7 @@ The Rust components use `tokio-tracing` to handle both logging and tracing. The
 * Third-party libraries: warn
 * Other libraries: debug
 
-If you need to adjust log levels, change the logging filters in `utils/runtime/lib.rs`.
+If you need to adjust log levels, change the logging filters in `src/utils/runtime/src/lib.rs`.
 
 
 ## Test your code changes
diff --git a/e2e_test/batch/basic/func.slt.part b/e2e_test/batch/basic/func.slt.part
index 1d637e04d693d..6063f144bc2ff 100644
--- a/e2e_test/batch/basic/func.slt.part
+++ b/e2e_test/batch/basic/func.slt.part
@@ -299,6 +299,11 @@ select regexp_match('foobarbequebaz', 'bar(beque)');
 ----
 {beque}
 
+query T
+select regexp_match('foobarbequebaz', 'bar((be)|(bo))(que)');
+----
+{be,be,NULL,que}
+
 query T
 select regexp_match('foobarbequebaz', 'bar.*que');
 ----
@@ -314,3 +319,9 @@ select regexp_matches('foobarbequebazilbarfbonk', '(b[^b]+)(b[^b]+)', 'g');
 ----
  {bar,beque}
  {bazil,barf}
+
+query T
+select regexp_matches('foobarbequebazfoobarbequebaz', 'bar((be)|(bo))(que)');
+----
+{be,be,NULL,que}
+{be,be,NULL,que}
diff --git a/e2e_test/ch_benchmark/batch/test_result.slt.part b/e2e_test/ch_benchmark/batch/test_result.slt.part
index c01dca73c4e24..da932190e4b68 100644
--- a/e2e_test/ch_benchmark/batch/test_result.slt.part
+++ b/e2e_test/ch_benchmark/batch/test_result.slt.part
@@ -2,7 +2,7 @@
 include ./q1.slt.part
 include ./q2.slt.part
 include ./q3.slt.part
-# include ./q4.slt.part -> bug
+include ./q4.slt.part
 include ./q5.slt.part
 include ./q6.slt.part
 include ./q7.slt.part
diff --git a/e2e_test/ddl/invalid_operation.slt b/e2e_test/ddl/invalid_operation.slt
index 72462c33a8428..9f5eab09c048c 100644
--- a/e2e_test/ddl/invalid_operation.slt
+++ b/e2e_test/ddl/invalid_operation.slt
@@ -195,6 +195,9 @@ CREATE SINK sink FROM mv WITH (connector='console', prefix='DEBUG', suffix='');
 statement error not found
 drop table sink;
 
+statement error sink properties not provided
+CREATE SINK sink FROM mv;
+
 # FIXME: improve the error message
 statement error not found
 drop materialized view sink;
@@ -293,16 +296,13 @@ statement error cannot change index
 delete from idx;
 
 # 6.4 materialized source
-# FIXME: what's this?
-statement error Get source table id not exists
+statement error cannot change materialized source
 insert into msrc values (1);
 
-# FIXME: what's this?
-statement error
+statement error cannot change materialized source
 update msrc set v = 2;
 
-# FIXME: what's this?
-statement error
+statement error cannot change materialized source
 delete from msrc;
 
 # 6.5 non-materialized source
diff --git a/e2e_test/source/basic/kafka.slt b/e2e_test/source/basic/kafka.slt
index d36e07261f43c..033ef36e6ece7 100644
--- a/e2e_test/source/basic/kafka.slt
+++ b/e2e_test/source/basic/kafka.slt
@@ -52,7 +52,7 @@ statement ok
 select * from s4;
 
 statement ok
-create materialized source s5 (v1 int, v2 varchar) with (
+create materialized source s5 (v1 int, v2 varchar, v3 int[], v4 struct<v5 int, v6 int>) with (
   connector = 'kafka',
   topic = 'kafka_4_partition_topic_with_100_message',
   properties.bootstrap.server = '127.0.0.1:29092',
@@ -89,7 +89,7 @@ show sinks
 si
 
 statement ok
-create materialized source s7 (v1 int, v2 varchar) with (
+create materialized source s7 (v1 int, v2 varchar, v3 int[], v4 struct<v5 int, v6 int>) with (
   connector = 'kafka',
   topic = 'sink_target',
   properties.bootstrap.server = '127.0.0.1:29092',
diff --git a/e2e_test/source/basic/nexmark/nexmark_endless_part1.slt.part b/e2e_test/source/basic/nexmark/nexmark_endless_part1.slt.part
index 8e9e806dcaee6..3232f55fe54ec 100644
--- a/e2e_test/source/basic/nexmark/nexmark_endless_part1.slt.part
+++ b/e2e_test/source/basic/nexmark/nexmark_endless_part1.slt.part
@@ -2,7 +2,7 @@ include ../../../nexmark/create_sources.slt.part
 
 include ../../../streaming/nexmark/views/q3.slt.part
 
-sleep 5s
+sleep 10s
 
 query I
 select count(*) > 0 from (select * from nexmark_q3 limit 1);
@@ -17,7 +17,7 @@ include ../../../nexmark/drop_sources.slt.part
 include ../../../nexmark/create_sources.slt.part
 include ../../../streaming/nexmark/views/q4.slt.part
 
-sleep 5s
+sleep 10s
 
 query I
 select count(*) > 0 from (select * from nexmark_q4 limit 1);
diff --git a/e2e_test/source/cdc/cdc.validate.mysql.slt b/e2e_test/source/cdc/cdc.validate.mysql.slt
new file mode 100644
index 0000000000000..88bc053413f18
--- /dev/null
+++ b/e2e_test/source/cdc/cdc.validate.mysql.slt
@@ -0,0 +1,132 @@
+# CDC MySQL source validate test
+
+# invalid username
+statement error
+create materialized source products ( id INT,
+ name STRING,
+ description STRING,
+ PRIMARY KEY (id)
+) with (
+ connector = 'mysql-cdc',
+ hostname = 'mysql',
+ port = '3306',
+ username = 'rot',
+ password = '123456',
+ database.name = 'mydb',
+ table.name = 'products',
+ server.id = '5085'
+) row format debezium_json;
+
+# invalid password
+statement error
+create materialized source products ( id INT,
+ name STRING,
+ description STRING,
+ PRIMARY KEY (id)
+) with (
+ connector = 'mysql-cdc',
+ hostname = 'mysql',
+ port = '3306',
+ username = 'root',
+ password = '1456',
+ database.name = 'mydb',
+ table.name = 'products',
+ server.id = '5085'
+) row format debezium_json;
+
+# invalid database name
+statement error
+create materialized source products ( id INT,
+ name STRING,
+ description STRING,
+ PRIMARY KEY (id)
+) with (
+ connector = 'mysql-cdc',
+ hostname = 'mysql',
+ port = '3306',
+ username = 'root',
+ password = '123456',
+ database.name = 'mdb',
+ table.name = 'products',
+ server.id = '5085'
+) row format debezium_json;
+
+# invalid table name
+statement error
+create materialized source products ( id INT,
+ name STRING,
+ description STRING,
+ PRIMARY KEY (id)
+) with (
+ connector = 'mysql-cdc',
+ hostname = 'mysql',
+ port = '3306',
+ username = 'root',
+ password = '123456',
+ database.name = 'mydb',
+ table.name = 'prdcts',
+ server.id = '5085'
+) row format debezium_json;
+
+# invalid primary key
+statement error
+create materialized source orders (
+   order_id int,
+   order_date timestamp,
+   customer_name string,
+   price decimal,
+   product_id int,
+   order_status smallint,
+   PRIMARY KEY (product_id)
+) with (
+ connector = 'mysql-cdc',
+ hostname = 'mysql',
+ port = '3306',
+ username = 'root',
+ password = '123456',
+ database.name = 'mydb',
+ table.name = 'orders',
+ server.id = '5086'
+) row format debezium_json;
+
+# column data type mismatch
+statement error
+create materialized source orders (
+   order_id int,
+   order_date timestamp,
+   customer_name string,
+   price double,
+   product_id int,
+   order_status smallint,
+   PRIMARY KEY (order_id)
+) with (
+ connector = 'mysql-cdc',
+ hostname = 'mysql',
+ port = '3306',
+ username = 'root',
+ password = '123456',
+ database.name = 'mydb',
+ table.name = 'orders',
+ server.id = '5086'
+) row format debezium_json;
+
+# column name mismatch
+statement error
+create materialized source orders (
+   order_id int,
+   order_date timestamp,
+   cust_name string,
+   price decimal,
+   product_id int,
+   order_status smallint,
+   PRIMARY KEY (order_id)
+) with (
+ connector = 'mysql-cdc',
+ hostname = 'mysql',
+ port = '3306',
+ username = 'root',
+ password = '123456',
+ database.name = 'mydb',
+ table.name = 'orders',
+ server.id = '5086'
+) row format debezium_json;
diff --git a/e2e_test/source/cdc/cdc.validate.postgres.slt b/e2e_test/source/cdc/cdc.validate.postgres.slt
new file mode 100644
index 0000000000000..4547598aa7f16
--- /dev/null
+++ b/e2e_test/source/cdc/cdc.validate.postgres.slt
@@ -0,0 +1,130 @@
+# CDC Postgres source validate test
+
+# invalid username
+statement error
+create materialized source shipments (
+  shipment_id INTEGER,
+  order_id INTEGER,
+  origin STRING,
+  destination STRING,
+  is_arrived boolean,
+ PRIMARY KEY (shipment_id)
+) with (
+ connector = 'postgres-cdc',
+ hostname = 'db',
+ port = '5432',
+ username = 'posres',
+ password = 'postgres',
+ database.name = 'cdc_test',
+ schema.name = 'public',
+ table.name = 'shipments',
+ slot.name = 'shipments'
+) row format debezium_json;
+
+
+# invalid password
+statement error
+create materialized source shipments (
+  shipment_id INTEGER,
+  order_id INTEGER,
+  origin STRING,
+  destination STRING,
+  is_arrived boolean,
+ PRIMARY KEY (shipment_id)
+) with (
+ connector = 'postgres-cdc',
+ hostname = 'db',
+ port = '5432',
+ username = 'postgres',
+ password = 'otgres',
+ database.name = 'cdc_test',
+ schema.name = 'public',
+ table.name = 'shipments',
+ slot.name = 'shipments'
+) row format debezium_json;
+
+# invalid table name
+statement error
+create materialized source shipments (
+  shipment_id INTEGER,
+  order_id INTEGER,
+  origin STRING,
+  destination STRING,
+  is_arrived boolean,
+ PRIMARY KEY (shipment_id)
+) with (
+ connector = 'postgres-cdc',
+ hostname = 'db',
+ port = '5432',
+ username = 'postgres',
+ password = 'postgres',
+ database.name = 'cdc_test',
+ schema.name = 'public',
+ table.name = 'shipment',
+ slot.name = 'shipments'
+) row format debezium_json;
+
+
+# invalid primary key
+statement error
+create materialized source shipments (
+  shipment_id INTEGER,
+  order_id INTEGER,
+  origin STRING,
+  destination STRING,
+  is_arrived boolean,
+ PRIMARY KEY (order_id)
+) with (
+ connector = 'postgres-cdc',
+ hostname = 'db',
+ port = '5432',
+ username = 'postgres',
+ password = 'postgres',
+ database.name = 'cdc_test',
+ schema.name = 'public',
+ table.name = 'shipments',
+ slot.name = 'shipments'
+) row format debezium_json;
+
+
+# column name mismatch
+statement error
+create materialized source shipments (
+  shipment_id INTEGER,
+  orderid INTEGER,
+  origin STRING,
+  destination STRING,
+  is_arrived boolean,
+ PRIMARY KEY (shipment_id)
+) with (
+ connector = 'postgres-cdc',
+ hostname = 'db',
+ port = '5432',
+ username = 'postgres',
+ password = 'postgres',
+ database.name = 'cdc_test',
+ schema.name = 'public',
+ table.name = 'shipments',
+ slot.name = 'shipments'
+) row format debezium_json;
+
+# column data type mismatch
+statement error
+create materialized source shipments (
+  shipment_id INTEGER,
+  order_id real,
+  origin STRING,
+  destination STRING,
+  is_arrived boolean,
+ PRIMARY KEY (shipment_id)
+) with (
+ connector = 'postgres-cdc',
+ hostname = 'db',
+ port = '5432',
+ username = 'postgres',
+ password = 'postgres',
+ database.name = 'cdc_test',
+ schema.name = 'public',
+ table.name = 'shipments',
+ slot.name = 'shipments'
+) row format debezium_json;
diff --git a/proto/batch_plan.proto b/proto/batch_plan.proto
index e02c166e44dfb..430e568378bcb 100644
--- a/proto/batch_plan.proto
+++ b/proto/batch_plan.proto
@@ -56,7 +56,7 @@ message SourceNode {
   repeated plan_common.ColumnCatalog columns = 2;
   map<string, string> properties = 3;
   bytes split = 4;
-  catalog.SourceInfo info = 5;
+  catalog.StreamSourceInfo info = 5;
 }
 
 message ProjectNode {
@@ -68,23 +68,24 @@ message FilterNode {
 }
 
 message InsertNode {
-  uint32 table_source_id = 1;
-  repeated uint32 column_idxs = 2;
-  // Id of the materialized view which is used to determine which compute node to execute the dml fragment.
-  uint32 associated_mview_id = 3;
+  // Id of the table to perform inserting.
+  uint32 table_id = 1;
+  repeated uint32 column_indices = 2;
+  // An optional field and will be `None` for tables without user-defined pk.
+  // The `BatchInsertExecutor` should add a column with NULL value which will
+  // be filled in streaming.
+  catalog.ColumnIndex row_id_index = 3;
 }
 
 message DeleteNode {
-  uint32 table_source_id = 1;
-  // Id of the materialized view which is used to determine which compute node to execute the dml fragment.
-  uint32 associated_mview_id = 2;
+  // Id of the table to perform deleting.
+  uint32 table_id = 1;
 }
 
 message UpdateNode {
-  uint32 table_source_id = 1;
+  // Id of the table to perform updating.
+  uint32 table_id = 1;
   repeated expr.ExprNode exprs = 2;
-  // Id of the materialized view which is used to determine which compute node to execute the dml fragment.
-  uint32 associated_mview_id = 3;
 }
 
 message ValuesNode {
diff --git a/proto/catalog.proto b/proto/catalog.proto
index 5185fc62042fe..8bf885f8205c2 100644
--- a/proto/catalog.proto
+++ b/proto/catalog.proto
@@ -14,13 +14,6 @@ message ColumnIndex {
   uint64 index = 1;
 }
 
-message SourceInfo {
-  oneof source_info {
-    StreamSourceInfo stream_source = 1;
-    TableSourceInfo table_source = 2;
-  }
-}
-
 message StreamSourceInfo {
   plan_common.RowFormatType row_format = 1;
   string row_schema_location = 2;
@@ -30,8 +23,6 @@ message StreamSourceInfo {
   bool csv_has_header = 6;
 }
 
-message TableSourceInfo {}
-
 message Source {
   uint32 id = 1;
   uint32 schema_id = 2;
@@ -47,12 +38,10 @@ message Source {
   repeated int32 pk_column_ids = 7;
   // Properties specified by the user in WITH clause.
   map<string, string> properties = 8;
-  // Information of either stream source (connector) or table source.
-  oneof info {
-    StreamSourceInfo stream_source = 9;
-    TableSourceInfo table_source = 10;
-  }
-  uint32 owner = 11;
+
+  uint32 owner = 9;
+
+  StreamSourceInfo info = 10;
 }
 
 message Sink {
diff --git a/proto/connector_service.proto b/proto/connector_service.proto
index 150c5f53eddab..5db4afdef8ab3 100644
--- a/proto/connector_service.proto
+++ b/proto/connector_service.proto
@@ -7,15 +7,16 @@ import "data.proto";
 option java_outer_classname = "ConnectorServiceProto";
 option java_package = "com.risingwave.proto";
 
-message SinkConfig {
-  message TableSchema {
-    message Column {
-      string name = 1;
-      data.DataType.TypeName data_type = 2;
-    }
-    repeated Column columns = 1;
-    repeated uint32 pk_indices = 2;
+message TableSchema {
+  message Column {
+    string name = 1;
+    data.DataType.TypeName data_type = 2;
   }
+  repeated Column columns = 1;
+  repeated uint32 pk_indices = 2;
+}
+
+message SinkConfig {
   string sink_type = 1;
   map<string, string> properties = 2;
   TableSchema table_schema = 3;
@@ -89,11 +90,31 @@ message CdcMessage {
   string offset = 3;
 }
 
+enum SourceType {
+  UNSPECIFIED = 0;
+  MYSQL = 1;
+  POSTGRES = 2;
+}
+
 message GetEventStreamRequest {
-  uint64 source_id = 1;
-  string source_type = 2;
-  string start_offset = 3;
-  map<string, string> properties = 4;
+  message ValidateProperties {
+    uint64 source_id = 1;
+    SourceType source_type = 2;
+    map<string, string> properties = 3;
+    TableSchema table_schema = 4;
+  }
+
+  message StartSource {
+    uint64 source_id = 1;
+    SourceType source_type = 2;
+    string start_offset = 3;
+    map<string, string> properties = 4;
+  }
+
+  oneof request {
+    ValidateProperties validate = 1;
+    StartSource start = 2;
+  }
 }
 
 message GetEventStreamResponse {
diff --git a/proto/ddl_service.proto b/proto/ddl_service.proto
index 93a3ffb271252..5cbbe530f6d26 100644
--- a/proto/ddl_service.proto
+++ b/proto/ddl_service.proto
@@ -124,25 +124,28 @@ message DropViewResponse {
   uint64 version = 2;
 }
 
-message CreateMaterializedSourceRequest {
+message CreateTableRequest {
+  // An optional field and will be `Some` for tables with an external connector. If so, the table
+  // will subscribe to the changes of the external connector and materialize the data.
   catalog.Source source = 1;
   catalog.Table materialized_view = 2;
   stream_plan.StreamFragmentGraph fragment_graph = 3;
 }
 
-message CreateMaterializedSourceResponse {
+message CreateTableResponse {
   common.Status status = 1;
-  uint32 source_id = 2;
-  uint32 table_id = 3;
-  uint64 version = 4;
+  uint32 table_id = 2;
+  uint64 version = 3;
 }
 
-message DropMaterializedSourceRequest {
-  uint32 source_id = 1;
+message DropTableRequest {
+  oneof source_id {
+    uint32 id = 1;
+  }
   uint32 table_id = 2;
 }
 
-message DropMaterializedSourceResponse {
+message DropTableResponse {
   common.Status status = 1;
   uint64 version = 2;
 }
@@ -187,8 +190,8 @@ service DdlService {
   rpc DropSink(DropSinkRequest) returns (DropSinkResponse);
   rpc CreateMaterializedView(CreateMaterializedViewRequest) returns (CreateMaterializedViewResponse);
   rpc DropMaterializedView(DropMaterializedViewRequest) returns (DropMaterializedViewResponse);
-  rpc CreateMaterializedSource(CreateMaterializedSourceRequest) returns (CreateMaterializedSourceResponse);
-  rpc DropMaterializedSource(DropMaterializedSourceRequest) returns (DropMaterializedSourceResponse);
+  rpc CreateTable(CreateTableRequest) returns (CreateTableResponse);
+  rpc DropTable(DropTableRequest) returns (DropTableResponse);
   rpc RisectlListStateTables(RisectlListStateTablesRequest) returns (RisectlListStateTablesResponse);
   rpc CreateView(CreateViewRequest) returns (CreateViewResponse);
   rpc DropView(DropViewRequest) returns (DropViewResponse);
diff --git a/proto/stream_plan.proto b/proto/stream_plan.proto
index 506a9917b98f9..a605c60f76f96 100644
--- a/proto/stream_plan.proto
+++ b/proto/stream_plan.proto
@@ -117,17 +117,23 @@ message ActorMapping {
   repeated uint32 data = 2;
 }
 
-message SourceNode {
-  uint32 source_id = 1; // use source_id to fetch SourceDesc from local source manager
+message StreamSource {
+  uint32 source_id = 1;
   catalog.Table state_table = 2;
   catalog.ColumnIndex row_id_index = 3;
   repeated plan_common.ColumnCatalog columns = 4;
   repeated int32 pk_column_ids = 5;
   map<string, string> properties = 6;
-  catalog.SourceInfo info = 7;
+  catalog.StreamSourceInfo info = 7;
   string source_name = 8;
 }
 
+message SourceNode {
+  // The source node can contain either a stream source or nothing. So here we extract all
+  // information about stream source to a message, and here it will be an `Option` in Rust.
+  StreamSource source_inner = 1;
+}
+
 message SinkNode {
   uint32 table_id = 1;
   map<string, string> properties = 3;
@@ -526,7 +532,9 @@ message Dispatcher {
   // For dispatcher types other than HASH, this is ignored.
   ActorMapping hash_mapping = 3;
   // Dispatcher can be uniquely identified by a combination of actor id and dispatcher id.
-  // - For dispatchers within actors, the id is the same as operator_id of the exchange plan node.
+  // - For dispatchers within actors, the id is the same as its downstream fragment id.
+  //   We can't use the exchange operator id directly as the dispatch id, because an exchange
+  //   could belong to more than one downstream in DAG.
   // - For MV on MV, the id is the same as the actor id of chain node in the downstream MV.
   uint64 dispatcher_id = 4;
   // Number of downstreams decides how many endpoints a dispatcher should dispatch.
diff --git a/risedev.yml b/risedev.yml
index 5f5873e9511d2..f41156a551dac 100644
--- a/risedev.yml
+++ b/risedev.yml
@@ -698,6 +698,9 @@ template:
     # Id of this instance
     id: meta-node-${port}
 
+    # RPC endpoint for connector node colocated with Meta
+    connector-rpc-endpoint: "127.0.0.1:60061"
+
     # If `user-managed` is true, this service will be started by user with the above config
     user-managed: false
 
diff --git a/scripts/source/prepare_ci_kafka.sh b/scripts/source/prepare_ci_kafka.sh
index bd1ab3b13bdf6..32a43e7e26f28 100755
--- a/scripts/source/prepare_ci_kafka.sh
+++ b/scripts/source/prepare_ci_kafka.sh
@@ -15,6 +15,25 @@ cd "$SCRIPT_PATH/.." || exit 1
 
 KAFKA_BIN="$SCRIPT_PATH/../../.risingwave/bin/kafka/bin"
 
+echo "$SCRIPT_PATH"
+
+if [ "$1" == "compress" ]; then
+  echo "Compress test_data/ into test_data.zip"
+  cd ./source
+  zip_file=test_data.zip
+  if [ -f "$zip_file" ]; then
+    rm "$zip_file"
+  fi
+  zip -r "$zip_file" ./test_data/*
+  exit 0
+fi
+
+echo "--- Extract data for Kafka"
+cd ./source/
+mkdir -p ./test_data
+unzip -o test_data.zip -d .
+cd ..
+
 echo "Create topics"
 for filename in "$SCRIPT_PATH"/test_data/*; do
     ([ -e "$filename" ]
diff --git a/scripts/source/test_data.zip b/scripts/source/test_data.zip
new file mode 100644
index 0000000000000..591fb14e52ba4
Binary files /dev/null and b/scripts/source/test_data.zip differ
diff --git a/scripts/source/test_data/avro_bin.1 b/scripts/source/test_data/avro_bin.1
deleted file mode 100644
index 7a8a19117999a..0000000000000
Binary files a/scripts/source/test_data/avro_bin.1 and /dev/null differ
diff --git a/scripts/source/test_data/avro_c_bin.1 b/scripts/source/test_data/avro_c_bin.1
deleted file mode 100644
index 51b623a1d9a0f..0000000000000
Binary files a/scripts/source/test_data/avro_c_bin.1 and /dev/null differ
diff --git a/scripts/source/test_data/bug_bash.1 b/scripts/source/test_data/bug_bash.1
deleted file mode 100644
index 2051c2ae2d87d..0000000000000
--- a/scripts/source/test_data/bug_bash.1
+++ /dev/null
@@ -1,25 +0,0 @@
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diff --git a/scripts/source/test_data/cannal_json.1 b/scripts/source/test_data/cannal_json.1
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diff --git a/scripts/source/test_data/customer.1 b/scripts/source/test_data/customer.1
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diff --git a/scripts/source/test_data/debezium_log.1 b/scripts/source/test_data/debezium_log.1
deleted file mode 100644
index 939f524dc33ff..0000000000000
--- a/scripts/source/test_data/debezium_log.1
+++ /dev/null
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diff --git a/scripts/source/test_data/district.1 b/scripts/source/test_data/district.1
deleted file mode 100644
index 9d85e355aee2a..0000000000000
--- a/scripts/source/test_data/district.1
+++ /dev/null
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diff --git a/scripts/source/test_data/history.1 b/scripts/source/test_data/history.1
deleted file mode 100644
index 0b0bc87b68e24..0000000000000
--- a/scripts/source/test_data/history.1
+++ /dev/null
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diff --git a/scripts/source/test_data/item.1 b/scripts/source/test_data/item.1
deleted file mode 100644
index 3073e3cd9ee50..0000000000000
--- a/scripts/source/test_data/item.1
+++ /dev/null
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diff --git a/scripts/source/test_data/json_c.1 b/scripts/source/test_data/json_c.1
deleted file mode 100644
index 82b1d9d0536d8..0000000000000
--- a/scripts/source/test_data/json_c.1
+++ /dev/null
@@ -1 +0,0 @@
-{"id": 100, "code": "abc", "timestamp": 1473305798, "xfas": [{"device_model_id": 0, "device_make_id": 200, "ip": "10.0.0.1"}, {"device_model_id": 1, "device_make_id": 400, "ip": "10.0.0.2"}], "contacts": {"phones": ["1xxx", "2xxx"], "emails": ["1xxx", "2xxx"]}}
\ No newline at end of file
diff --git a/scripts/source/test_data/kafka_1_partition_mv_topic.1 b/scripts/source/test_data/kafka_1_partition_mv_topic.1
deleted file mode 100644
index fdc299d97d826..0000000000000
--- a/scripts/source/test_data/kafka_1_partition_mv_topic.1
+++ /dev/null
@@ -1,20 +0,0 @@
-{"v1":1,"v2":"name0"}
-{"v1":2,"v2":"name0"}
-{"v1":6,"v2":"name3"}
-{"v1":0,"v2":"name5"}
-{"v1":5,"v2":"name8"}
-{"v1":6,"v2":"name4"}
-{"v1":8,"v2":"name9"}
-{"v1":9,"v2":"name2"}
-{"v1":4,"v2":"name6"}
-{"v1":5,"v2":"name3"}
-{"v1":8,"v2":"name8"}
-{"v1":9,"v2":"name2"}
-{"v1":2,"v2":"name3"}
-{"v1":4,"v2":"name7"}
-{"v1":7,"v2":"name0"}
-{"v1":0,"v2":"name9"}
-{"v1":3,"v2":"name2"}
-{"v1":7,"v2":"name5"}
-{"v1":1,"v2":"name7"}
-{"v1":3,"v2":"name9"}
diff --git a/scripts/source/test_data/kafka_1_partition_topic.1 b/scripts/source/test_data/kafka_1_partition_topic.1
deleted file mode 100644
index 3fb1b528d5fa2..0000000000000
--- a/scripts/source/test_data/kafka_1_partition_topic.1
+++ /dev/null
@@ -1,4 +0,0 @@
-{"v1": 1, "v2": "1"}
-{"v1": 2, "v2": "22"}
-{"v1": 3, "v2": "333"}
-{"v1": 4, "v2": "4444"}
\ No newline at end of file
diff --git a/scripts/source/test_data/kafka_2_partition_topic.1 b/scripts/source/test_data/kafka_2_partition_topic.1
deleted file mode 100644
index 3fb1b528d5fa2..0000000000000
--- a/scripts/source/test_data/kafka_2_partition_topic.1
+++ /dev/null
@@ -1,4 +0,0 @@
-{"v1": 1, "v2": "1"}
-{"v1": 2, "v2": "22"}
-{"v1": 3, "v2": "333"}
-{"v1": 4, "v2": "4444"}
\ No newline at end of file
diff --git a/scripts/source/test_data/kafka_3_partition_topic.3 b/scripts/source/test_data/kafka_3_partition_topic.3
deleted file mode 100644
index 3fb1b528d5fa2..0000000000000
--- a/scripts/source/test_data/kafka_3_partition_topic.3
+++ /dev/null
@@ -1,4 +0,0 @@
-{"v1": 1, "v2": "1"}
-{"v1": 2, "v2": "22"}
-{"v1": 3, "v2": "333"}
-{"v1": 4, "v2": "4444"}
\ No newline at end of file
diff --git a/scripts/source/test_data/kafka_4_partition_topic.4 b/scripts/source/test_data/kafka_4_partition_topic.4
deleted file mode 100644
index 3fb1b528d5fa2..0000000000000
--- a/scripts/source/test_data/kafka_4_partition_topic.4
+++ /dev/null
@@ -1,4 +0,0 @@
-{"v1": 1, "v2": "1"}
-{"v1": 2, "v2": "22"}
-{"v1": 3, "v2": "333"}
-{"v1": 4, "v2": "4444"}
\ No newline at end of file
diff --git a/scripts/source/test_data/kafka_4_partition_topic_with_100_message.4 b/scripts/source/test_data/kafka_4_partition_topic_with_100_message.4
deleted file mode 100644
index 569f54576f475..0000000000000
--- a/scripts/source/test_data/kafka_4_partition_topic_with_100_message.4
+++ /dev/null
@@ -1,100 +0,0 @@
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diff --git a/scripts/source/test_data/maxwell_json.1 b/scripts/source/test_data/maxwell_json.1
deleted file mode 100644
index 3c9aff063389d..0000000000000
--- a/scripts/source/test_data/maxwell_json.1
+++ /dev/null
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index 114cef9fedc88..0000000000000
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diff --git a/scripts/source/test_data/neworder.1 b/scripts/source/test_data/neworder.1
deleted file mode 100644
index c55b7a631b76b..0000000000000
--- a/scripts/source/test_data/neworder.1
+++ /dev/null
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diff --git a/scripts/source/test_data/orderline.1 b/scripts/source/test_data/orderline.1
deleted file mode 100644
index 2dd2d3dc6b629..0000000000000
--- a/scripts/source/test_data/orderline.1
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diff --git a/scripts/source/test_data/orders.1 b/scripts/source/test_data/orders.1
deleted file mode 100644
index 3d5a7a7b0dc4d..0000000000000
--- a/scripts/source/test_data/orders.1
+++ /dev/null
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index 50224b2bf727c..0000000000000
--- a/scripts/source/test_data/proto_c_bin.1
+++ /dev/null
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index fdc299d97d826..0000000000000
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diff --git a/scripts/source/test_data/region.1 b/scripts/source/test_data/region.1
deleted file mode 100644
index 6eb1325f72138..0000000000000
--- a/scripts/source/test_data/region.1
+++ /dev/null
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diff --git a/scripts/source/test_data/sink_debezium.1 b/scripts/source/test_data/sink_debezium.1
deleted file mode 100644
index e69de29bb2d1d..0000000000000
diff --git a/scripts/source/test_data/sink_target.1 b/scripts/source/test_data/sink_target.1
deleted file mode 100644
index e69de29bb2d1d..0000000000000
diff --git a/scripts/source/test_data/stock.1 b/scripts/source/test_data/stock.1
deleted file mode 100644
index 4d5de4683b62b..0000000000000
--- a/scripts/source/test_data/stock.1
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diff --git a/scripts/source/test_data/supplier.1 b/scripts/source/test_data/supplier.1
deleted file mode 100644
index 89302d385fd0e..0000000000000
--- a/scripts/source/test_data/supplier.1
+++ /dev/null
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diff --git a/scripts/source/test_data/warehouse.1 b/scripts/source/test_data/warehouse.1
deleted file mode 100644
index efc11980185ac..0000000000000
--- a/scripts/source/test_data/warehouse.1
+++ /dev/null
@@ -1,5 +0,0 @@
-{"schema":{"type":"struct","fields":[{"type":"struct","fields":[{"type":"int32","optional":false,"field":"w_id"},{"type":"string","optional":true,"field":"w_name"},{"type":"string","optional":true,"field":"w_street_1"},{"type":"string","optional":true,"field":"w_street_2"},{"type":"string","optional":true,"field":"w_city"},{"type":"string","optional":true,"field":"w_state"},{"type":"string","optional":true,"field":"w_zip"},{"type":"float","optional":true,"field":"w_tax"},{"type":"float","optional":true,"field":"w_ytd"}],"optional":true,"name":"postgres.tpcch.warehouse.Value","field":"before"},{"type":"struct","fields":[{"type":"int32","optional":false,"field":"w_id"},{"type":"string","optional":true,"field":"w_name"},{"type":"string","optional":true,"field":"w_street_1"},{"type":"string","optional":true,"field":"w_street_2"},{"type":"string","optional":true,"field":"w_city"},{"type":"string","optional":true,"field":"w_state"},{"type":"string","optional":true,"field":"w_zip"},{"type":"float","optional":true,"field":"w_tax"},{"type":"float","optional":true,"field":"w_ytd"}],"optional":true,"name":"postgres.tpcch.warehouse.Value","field":"after"},{"type":"struct","fields":[{"type":"string","optional":false,"field":"version"},{"type":"string","optional":false,"field":"connector"},{"type":"string","optional":false,"field":"name"},{"type":"int64","optional":false,"field":"ts_ms"},{"type":"string","optional":true,"name":"io.debezium.data.Enum","version":1,"parameters":{"allowed":"true,last,false,incremental"},"default":"false","field":"snapshot"},{"type":"string","optional":false,"field":"db"},{"type":"string","optional":true,"field":"sequence"},{"type":"string","optional":false,"field":"schema"},{"type":"string","optional":false,"field":"table"},{"type":"int64","optional":true,"field":"txId"},{"type":"int64","optional":true,"field":"lsn"},{"type":"int64","optional":true,"field":"xmin"}],"optional":false,"name":"io.debezium.connector.postgresql.Source","field":"source"},{"type":"string","optional":false,"field":"op"},{"type":"int64","optional":true,"field":"ts_ms"},{"type":"struct","fields":[{"type":"string","optional":false,"field":"id"},{"type":"int64","optional":false,"field":"total_order"},{"type":"int64","optional":false,"field":"data_collection_order"}],"optional":true,"field":"transaction"}],"optional":false,"name":"postgres.tpcch.warehouse.Envelope"},"payload":{"before":null,"after":{"w_id":1,"w_name":"'hvS9L?oKo'","w_street_1":"'pu7KBWOw?OCnNBgE8G'","w_street_2":"'ig4xzaRTe?2O7iGiDN5'","w_city":"'lGlQfasLVdozpHnf'","w_state":"'PT'","w_zip":"'363011111'","w_tax":0.0211,"w_ytd":300000.0},"source":{"version":"1.9.6.Final","connector":"postgresql","name":"postgres","ts_ms":1670844614786,"snapshot":"false","db":"ch_benchmark_db","sequence":"[\"24160176\",\"24160176\"]","schema":"tpcch","table":"warehouse","txId":514,"lsn":24160176,"xmin":null},"op":"c","ts_ms":1670844615210,"transaction":null}}
-{"schema":{"type":"struct","fields":[{"type":"struct","fields":[{"type":"int32","optional":false,"field":"w_id"},{"type":"string","optional":true,"field":"w_name"},{"type":"string","optional":true,"field":"w_street_1"},{"type":"string","optional":true,"field":"w_street_2"},{"type":"string","optional":true,"field":"w_city"},{"type":"string","optional":true,"field":"w_state"},{"type":"string","optional":true,"field":"w_zip"},{"type":"float","optional":true,"field":"w_tax"},{"type":"float","optional":true,"field":"w_ytd"}],"optional":true,"name":"postgres.tpcch.warehouse.Value","field":"before"},{"type":"struct","fields":[{"type":"int32","optional":false,"field":"w_id"},{"type":"string","optional":true,"field":"w_name"},{"type":"string","optional":true,"field":"w_street_1"},{"type":"string","optional":true,"field":"w_street_2"},{"type":"string","optional":true,"field":"w_city"},{"type":"string","optional":true,"field":"w_state"},{"type":"string","optional":true,"field":"w_zip"},{"type":"float","optional":true,"field":"w_tax"},{"type":"float","optional":true,"field":"w_ytd"}],"optional":true,"name":"postgres.tpcch.warehouse.Value","field":"after"},{"type":"struct","fields":[{"type":"string","optional":false,"field":"version"},{"type":"string","optional":false,"field":"connector"},{"type":"string","optional":false,"field":"name"},{"type":"int64","optional":false,"field":"ts_ms"},{"type":"string","optional":true,"name":"io.debezium.data.Enum","version":1,"parameters":{"allowed":"true,last,false,incremental"},"default":"false","field":"snapshot"},{"type":"string","optional":false,"field":"db"},{"type":"string","optional":true,"field":"sequence"},{"type":"string","optional":false,"field":"schema"},{"type":"string","optional":false,"field":"table"},{"type":"int64","optional":true,"field":"txId"},{"type":"int64","optional":true,"field":"lsn"},{"type":"int64","optional":true,"field":"xmin"}],"optional":false,"name":"io.debezium.connector.postgresql.Source","field":"source"},{"type":"string","optional":false,"field":"op"},{"type":"int64","optional":true,"field":"ts_ms"},{"type":"struct","fields":[{"type":"string","optional":false,"field":"id"},{"type":"int64","optional":false,"field":"total_order"},{"type":"int64","optional":false,"field":"data_collection_order"}],"optional":true,"field":"transaction"}],"optional":false,"name":"postgres.tpcch.warehouse.Envelope"},"payload":{"before":{"w_id":1,"w_name":"'hvS9L?oKo'","w_street_1":"'pu7KBWOw?OCnNBgE8G'","w_street_2":"'ig4xzaRTe?2O7iGiDN5'","w_city":"'lGlQfasLVdozpHnf'","w_state":"'PT'","w_zip":"'363011111'","w_tax":0.0211,"w_ytd":300000.0},"after":{"w_id":1,"w_name":"'hvS9L?oKo'","w_street_1":"'pu7KBWOw?OCnNBgE8G'","w_street_2":"'ig4xzaRTe?2O7iGiDN5'","w_city":"'lGlQfasLVdozpHnf'","w_state":"'PT'","w_zip":"'363011111'","w_tax":0.0211,"w_ytd":303662.22},"source":{"version":"1.9.6.Final","connector":"postgresql","name":"postgres","ts_ms":1670844617134,"snapshot":"false","db":"ch_benchmark_db","sequence":"[\"25261440\",\"25266840\"]","schema":"tpcch","table":"warehouse","txId":756,"lsn":25266840,"xmin":null},"op":"u","ts_ms":1670844617299,"transaction":null}}
-{"schema":{"type":"struct","fields":[{"type":"struct","fields":[{"type":"int32","optional":false,"field":"w_id"},{"type":"string","optional":true,"field":"w_name"},{"type":"string","optional":true,"field":"w_street_1"},{"type":"string","optional":true,"field":"w_street_2"},{"type":"string","optional":true,"field":"w_city"},{"type":"string","optional":true,"field":"w_state"},{"type":"string","optional":true,"field":"w_zip"},{"type":"float","optional":true,"field":"w_tax"},{"type":"float","optional":true,"field":"w_ytd"}],"optional":true,"name":"postgres.tpcch.warehouse.Value","field":"before"},{"type":"struct","fields":[{"type":"int32","optional":false,"field":"w_id"},{"type":"string","optional":true,"field":"w_name"},{"type":"string","optional":true,"field":"w_street_1"},{"type":"string","optional":true,"field":"w_street_2"},{"type":"string","optional":true,"field":"w_city"},{"type":"string","optional":true,"field":"w_state"},{"type":"string","optional":true,"field":"w_zip"},{"type":"float","optional":true,"field":"w_tax"},{"type":"float","optional":true,"field":"w_ytd"}],"optional":true,"name":"postgres.tpcch.warehouse.Value","field":"after"},{"type":"struct","fields":[{"type":"string","optional":false,"field":"version"},{"type":"string","optional":false,"field":"connector"},{"type":"string","optional":false,"field":"name"},{"type":"int64","optional":false,"field":"ts_ms"},{"type":"string","optional":true,"name":"io.debezium.data.Enum","version":1,"parameters":{"allowed":"true,last,false,incremental"},"default":"false","field":"snapshot"},{"type":"string","optional":false,"field":"db"},{"type":"string","optional":true,"field":"sequence"},{"type":"string","optional":false,"field":"schema"},{"type":"string","optional":false,"field":"table"},{"type":"int64","optional":true,"field":"txId"},{"type":"int64","optional":true,"field":"lsn"},{"type":"int64","optional":true,"field":"xmin"}],"optional":false,"name":"io.debezium.connector.postgresql.Source","field":"source"},{"type":"string","optional":false,"field":"op"},{"type":"int64","optional":true,"field":"ts_ms"},{"type":"struct","fields":[{"type":"string","optional":false,"field":"id"},{"type":"int64","optional":false,"field":"total_order"},{"type":"int64","optional":false,"field":"data_collection_order"}],"optional":true,"field":"transaction"}],"optional":false,"name":"postgres.tpcch.warehouse.Envelope"},"payload":{"before":{"w_id":1,"w_name":"'hvS9L?oKo'","w_street_1":"'pu7KBWOw?OCnNBgE8G'","w_street_2":"'ig4xzaRTe?2O7iGiDN5'","w_city":"'lGlQfasLVdozpHnf'","w_state":"'PT'","w_zip":"'363011111'","w_tax":0.0211,"w_ytd":303662.22},"after":{"w_id":1,"w_name":"'hvS9L?oKo'","w_street_1":"'pu7KBWOw?OCnNBgE8G'","w_street_2":"'ig4xzaRTe?2O7iGiDN5'","w_city":"'lGlQfasLVdozpHnf'","w_state":"'PT'","w_zip":"'363011111'","w_tax":0.0211,"w_ytd":304978.8},"source":{"version":"1.9.6.Final","connector":"postgresql","name":"postgres","ts_ms":1670844624167,"snapshot":"false","db":"ch_benchmark_db","sequence":"[\"25531048\",\"25684928\"]","schema":"tpcch","table":"warehouse","txId":2276,"lsn":25684928,"xmin":null},"op":"u","ts_ms":1670844624405,"transaction":null}}
-{"schema":{"type":"struct","fields":[{"type":"struct","fields":[{"type":"int32","optional":false,"field":"w_id"},{"type":"string","optional":true,"field":"w_name"},{"type":"string","optional":true,"field":"w_street_1"},{"type":"string","optional":true,"field":"w_street_2"},{"type":"string","optional":true,"field":"w_city"},{"type":"string","optional":true,"field":"w_state"},{"type":"string","optional":true,"field":"w_zip"},{"type":"float","optional":true,"field":"w_tax"},{"type":"float","optional":true,"field":"w_ytd"}],"optional":true,"name":"postgres.tpcch.warehouse.Value","field":"before"},{"type":"struct","fields":[{"type":"int32","optional":false,"field":"w_id"},{"type":"string","optional":true,"field":"w_name"},{"type":"string","optional":true,"field":"w_street_1"},{"type":"string","optional":true,"field":"w_street_2"},{"type":"string","optional":true,"field":"w_city"},{"type":"string","optional":true,"field":"w_state"},{"type":"string","optional":true,"field":"w_zip"},{"type":"float","optional":true,"field":"w_tax"},{"type":"float","optional":true,"field":"w_ytd"}],"optional":true,"name":"postgres.tpcch.warehouse.Value","field":"after"},{"type":"struct","fields":[{"type":"string","optional":false,"field":"version"},{"type":"string","optional":false,"field":"connector"},{"type":"string","optional":false,"field":"name"},{"type":"int64","optional":false,"field":"ts_ms"},{"type":"string","optional":true,"name":"io.debezium.data.Enum","version":1,"parameters":{"allowed":"true,last,false,incremental"},"default":"false","field":"snapshot"},{"type":"string","optional":false,"field":"db"},{"type":"string","optional":true,"field":"sequence"},{"type":"string","optional":false,"field":"schema"},{"type":"string","optional":false,"field":"table"},{"type":"int64","optional":true,"field":"txId"},{"type":"int64","optional":true,"field":"lsn"},{"type":"int64","optional":true,"field":"xmin"}],"optional":false,"name":"io.debezium.connector.postgresql.Source","field":"source"},{"type":"string","optional":false,"field":"op"},{"type":"int64","optional":true,"field":"ts_ms"},{"type":"struct","fields":[{"type":"string","optional":false,"field":"id"},{"type":"int64","optional":false,"field":"total_order"},{"type":"int64","optional":false,"field":"data_collection_order"}],"optional":true,"field":"transaction"}],"optional":false,"name":"postgres.tpcch.warehouse.Envelope"},"payload":{"before":{"w_id":1,"w_name":"'hvS9L?oKo'","w_street_1":"'pu7KBWOw?OCnNBgE8G'","w_street_2":"'ig4xzaRTe?2O7iGiDN5'","w_city":"'lGlQfasLVdozpHnf'","w_state":"'PT'","w_zip":"'363011111'","w_tax":0.0211,"w_ytd":304978.8},"after":{"w_id":1,"w_name":"'hvS9L?oKo'","w_street_1":"'pu7KBWOw?OCnNBgE8G'","w_street_2":"'ig4xzaRTe?2O7iGiDN5'","w_city":"'lGlQfasLVdozpHnf'","w_state":"'PT'","w_zip":"'363011111'","w_tax":0.0211,"w_ytd":305879.0},"source":{"version":"1.9.6.Final","connector":"postgresql","name":"postgres","ts_ms":1670844626478,"snapshot":"false","db":"ch_benchmark_db","sequence":"[\"25687376\",\"25806984\"]","schema":"tpcch","table":"warehouse","txId":2891,"lsn":25806984,"xmin":null},"op":"u","ts_ms":1670844626937,"transaction":null}}
-{"schema":{"type":"struct","fields":[{"type":"struct","fields":[{"type":"int32","optional":false,"field":"w_id"},{"type":"string","optional":true,"field":"w_name"},{"type":"string","optional":true,"field":"w_street_1"},{"type":"string","optional":true,"field":"w_street_2"},{"type":"string","optional":true,"field":"w_city"},{"type":"string","optional":true,"field":"w_state"},{"type":"string","optional":true,"field":"w_zip"},{"type":"float","optional":true,"field":"w_tax"},{"type":"float","optional":true,"field":"w_ytd"}],"optional":true,"name":"postgres.tpcch.warehouse.Value","field":"before"},{"type":"struct","fields":[{"type":"int32","optional":false,"field":"w_id"},{"type":"string","optional":true,"field":"w_name"},{"type":"string","optional":true,"field":"w_street_1"},{"type":"string","optional":true,"field":"w_street_2"},{"type":"string","optional":true,"field":"w_city"},{"type":"string","optional":true,"field":"w_state"},{"type":"string","optional":true,"field":"w_zip"},{"type":"float","optional":true,"field":"w_tax"},{"type":"float","optional":true,"field":"w_ytd"}],"optional":true,"name":"postgres.tpcch.warehouse.Value","field":"after"},{"type":"struct","fields":[{"type":"string","optional":false,"field":"version"},{"type":"string","optional":false,"field":"connector"},{"type":"string","optional":false,"field":"name"},{"type":"int64","optional":false,"field":"ts_ms"},{"type":"string","optional":true,"name":"io.debezium.data.Enum","version":1,"parameters":{"allowed":"true,last,false,incremental"},"default":"false","field":"snapshot"},{"type":"string","optional":false,"field":"db"},{"type":"string","optional":true,"field":"sequence"},{"type":"string","optional":false,"field":"schema"},{"type":"string","optional":false,"field":"table"},{"type":"int64","optional":true,"field":"txId"},{"type":"int64","optional":true,"field":"lsn"},{"type":"int64","optional":true,"field":"xmin"}],"optional":false,"name":"io.debezium.connector.postgresql.Source","field":"source"},{"type":"string","optional":false,"field":"op"},{"type":"int64","optional":true,"field":"ts_ms"},{"type":"struct","fields":[{"type":"string","optional":false,"field":"id"},{"type":"int64","optional":false,"field":"total_order"},{"type":"int64","optional":false,"field":"data_collection_order"}],"optional":true,"field":"transaction"}],"optional":false,"name":"postgres.tpcch.warehouse.Envelope"},"payload":{"before":{"w_id":1,"w_name":"'hvS9L?oKo'","w_street_1":"'pu7KBWOw?OCnNBgE8G'","w_street_2":"'ig4xzaRTe?2O7iGiDN5'","w_city":"'lGlQfasLVdozpHnf'","w_state":"'PT'","w_zip":"'363011111'","w_tax":0.0211,"w_ytd":305879.0},"after":{"w_id":1,"w_name":"'hvS9L?oKo'","w_street_1":"'pu7KBWOw?OCnNBgE8G'","w_street_2":"'ig4xzaRTe?2O7iGiDN5'","w_city":"'lGlQfasLVdozpHnf'","w_state":"'PT'","w_zip":"'363011111'","w_tax":0.0211,"w_ytd":307384.1},"source":{"version":"1.9.6.Final","connector":"postgresql","name":"postgres","ts_ms":1670844633179,"snapshot":"false","db":"ch_benchmark_db","sequence":"[\"25809008\",\"26142528\"]","schema":"tpcch","table":"warehouse","txId":4616,"lsn":26142528,"xmin":null},"op":"u","ts_ms":1670844633517,"transaction":null}}
diff --git a/src/batch/src/executor/delete.rs b/src/batch/src/executor/delete.rs
index f80e567ca279e..c85d92a7237bb 100644
--- a/src/batch/src/executor/delete.rs
+++ b/src/batch/src/executor/delete.rs
@@ -19,8 +19,9 @@ use risingwave_common::array::{ArrayBuilder, DataChunk, Op, PrimitiveArrayBuilde
 use risingwave_common::catalog::{Field, Schema, TableId};
 use risingwave_common::error::{Result, RwError};
 use risingwave_common::types::DataType;
+use risingwave_common::util::chunk_coalesce::DataChunkBuilder;
 use risingwave_pb::batch_plan::plan_node::NodeBody;
-use risingwave_source::TableSourceManagerRef;
+use risingwave_source::dml_manager::DmlManagerRef;
 
 use crate::error::BatchError;
 use crate::executor::{
@@ -29,12 +30,14 @@ use crate::executor::{
 use crate::task::BatchTaskContext;
 
 /// [`DeleteExecutor`] implements table deletion with values from its child executor.
-// TODO: concurrent `DELETE` may cause problems. A scheduler might be required.
+// Note: multiple `DELETE`s in a single epoch, or concurrent `DELETE`s may lead to conflicting
+// records. This is validated and filtered on the first `Materialize`.
 pub struct DeleteExecutor {
     /// Target table id.
     table_id: TableId,
-    source_manager: TableSourceManagerRef,
+    dml_manager: DmlManagerRef,
     child: BoxedExecutor,
+    chunk_size: usize,
     schema: Schema,
     identity: String,
 }
@@ -42,14 +45,16 @@ pub struct DeleteExecutor {
 impl DeleteExecutor {
     pub fn new(
         table_id: TableId,
-        source_manager: TableSourceManagerRef,
+        dml_manager: DmlManagerRef,
         child: BoxedExecutor,
+        chunk_size: usize,
         identity: String,
     ) -> Self {
         Self {
             table_id,
-            source_manager,
+            dml_manager,
             child,
+            chunk_size,
             // TODO: support `RETURNING`
             schema: Schema {
                 fields: vec![Field::unnamed(DataType::Int64)],
@@ -76,21 +81,32 @@ impl Executor for DeleteExecutor {
 impl DeleteExecutor {
     #[try_stream(boxed, ok = DataChunk, error = RwError)]
     async fn do_execute(self: Box<Self>) {
-        let source_desc = self.source_manager.get_source(&self.table_id)?;
-        let source = source_desc.source.as_table().expect("not table source");
+        let data_types = self.child.schema().data_types();
+        let mut builder = DataChunkBuilder::new(data_types, 1024);
 
         let mut notifiers = Vec::new();
 
+        // Transform the data chunk to a stream chunk, then write to the source.
+        let mut write_chunk = |chunk: DataChunk| -> Result<()> {
+            let cap = chunk.capacity();
+            let stream_chunk = StreamChunk::from_parts(vec![Op::Delete; cap], chunk);
+
+            let notifier = self.dml_manager.write_chunk(&self.table_id, stream_chunk)?;
+            notifiers.push(notifier);
+
+            Ok(())
+        };
+
         #[for_await]
         for data_chunk in self.child.execute() {
             let data_chunk = data_chunk?;
-            let len = data_chunk.cardinality();
-            assert!(data_chunk.visibility().is_none());
-
-            let chunk = StreamChunk::from_parts(vec![Op::Delete; len], data_chunk);
+            for chunk in builder.append_chunk(data_chunk) {
+                write_chunk(chunk)?;
+            }
+        }
 
-            let notifier = source.write_chunk(chunk)?;
-            notifiers.push(notifier);
+        if let Some(chunk) = builder.consume_all() {
+            write_chunk(chunk)?;
         }
 
         // Wait for all chunks to be taken / written.
@@ -125,12 +141,13 @@ impl BoxedExecutorBuilder for DeleteExecutor {
             NodeBody::Delete
         )?;
 
-        let table_id = TableId::new(delete_node.table_source_id);
+        let table_id = TableId::new(delete_node.table_id);
 
         Ok(Box::new(Self::new(
             table_id,
-            source.context().source_manager(),
+            source.context().dml_manager(),
             child,
+            source.context.get_config().developer.batch_chunk_size,
             source.plan_node().get_identity().clone(),
         )))
     }
@@ -141,11 +158,11 @@ mod tests {
     use std::sync::Arc;
 
     use futures::StreamExt;
+    use itertools::Itertools;
     use risingwave_common::array::Array;
-    use risingwave_common::catalog::schema_test_utils;
+    use risingwave_common::catalog::{schema_test_utils, ColumnDesc, ColumnId};
     use risingwave_common::test_prelude::DataChunkTestExt;
-    use risingwave_source::table_test_utils::create_table_source_desc_builder;
-    use risingwave_source::{TableSourceManager, TableSourceManagerRef};
+    use risingwave_source::dml_manager::DmlManager;
 
     use super::*;
     use crate::executor::test_utils::MockExecutor;
@@ -153,7 +170,7 @@ mod tests {
 
     #[tokio::test]
     async fn test_delete_executor() -> Result<()> {
-        let source_manager: TableSourceManagerRef = Arc::new(TableSourceManager::default());
+        let dml_manager = Arc::new(DmlManager::default());
 
         // Schema for mock executor.
         let schema = schema_test_utils::ii();
@@ -173,25 +190,25 @@ mod tests {
 
         // Create reader
         let table_id = TableId::new(0);
-        let source_builder = create_table_source_desc_builder(
-            &schema,
-            table_id,
-            None,
-            vec![1],
-            source_manager.clone(),
-        );
-        let source_desc = source_builder.build().await.unwrap();
-        let source = source_desc.source.as_table().unwrap();
-        let mut reader = source
-            .stream_reader(vec![0.into(), 1.into()])
-            .await?
-            .into_stream();
+        let column_descs = schema
+            .fields
+            .iter()
+            .enumerate()
+            .map(|(i, field)| ColumnDesc::unnamed(ColumnId::new(i as _), field.data_type.clone()))
+            .collect_vec();
+        // We must create a variable to hold this `Arc<TableSource>` here, or it will be dropped due
+        // to the `Weak` reference in `DmlManager`.
+        let reader = dml_manager
+            .register_reader(table_id, &column_descs)
+            .unwrap();
+        let mut reader = reader.stream_reader_v2().into_stream_v2();
 
         // Delete
         let delete_executor = Box::new(DeleteExecutor::new(
             table_id,
-            source_manager.clone(),
+            dml_manager,
             Box::new(mock_executor),
+            1024,
             "DeleteExecutor".to_string(),
         ));
 
@@ -214,7 +231,7 @@ mod tests {
         });
 
         // Read
-        let chunk = reader.next().await.unwrap()?.chunk;
+        let chunk = reader.next().await.unwrap()?;
 
         assert_eq!(chunk.ops().to_vec(), vec![Op::Delete; 5]);
 
diff --git a/src/batch/src/executor/expand.rs b/src/batch/src/executor/expand.rs
index 92d038ce1e851..b37f45343521b 100644
--- a/src/batch/src/executor/expand.rs
+++ b/src/batch/src/executor/expand.rs
@@ -68,9 +68,8 @@ impl ExpandExecutor {
             for new_columns in
                 Column::expand_columns(cardinality, columns, self.column_subsets.to_owned())
             {
-                #[for_await]
                 for data_chunk in
-                    data_chunk_builder.trunc_data_chunk(DataChunk::new(new_columns?, vis.clone()))
+                    data_chunk_builder.append_chunk(DataChunk::new(new_columns?, vis.clone()))
                 {
                     yield data_chunk;
                 }
diff --git a/src/batch/src/executor/filter.rs b/src/batch/src/executor/filter.rs
index 2ee6c2606080f..d3f158f2cd5f4 100644
--- a/src/batch/src/executor/filter.rs
+++ b/src/batch/src/executor/filter.rs
@@ -15,7 +15,7 @@
 use anyhow::anyhow;
 use futures_async_stream::try_stream;
 use risingwave_common::array::ArrayImpl::Bool;
-use risingwave_common::array::{Array, DataChunk};
+use risingwave_common::array::DataChunk;
 use risingwave_common::catalog::Schema;
 use risingwave_common::error::{Result, RwError};
 use risingwave_common::util::chunk_coalesce::DataChunkBuilder;
@@ -61,9 +61,9 @@ impl FilterExecutor {
             let vis_array = self.expr.eval(&data_chunk)?;
 
             if let Bool(vis) = vis_array.as_ref() {
-                #[for_await]
-                for data_chunk in data_chunk_builder
-                    .trunc_data_chunk(data_chunk.with_visibility(vis.iter().collect()))
+                // TODO: should we yield masked data chunk directly?
+                for data_chunk in
+                    data_chunk_builder.append_chunk(data_chunk.with_visibility(vis.to_bitmap()))
                 {
                     yield data_chunk;
                 }
diff --git a/src/batch/src/executor/insert.rs b/src/batch/src/executor/insert.rs
index 49bd4ed4ceb18..bec204ecd5812 100644
--- a/src/batch/src/executor/insert.rs
+++ b/src/batch/src/executor/insert.rs
@@ -12,52 +12,62 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
+use std::iter::repeat;
+
 use anyhow::Context;
 use futures::future::try_join_all;
 use futures_async_stream::try_stream;
-use risingwave_common::array::column::Column;
 use risingwave_common::array::{
-    ArrayBuilder, DataChunk, I64ArrayBuilder, Op, PrimitiveArrayBuilder, StreamChunk,
+    ArrayBuilder, DataChunk, I64Array, Op, PrimitiveArrayBuilder, StreamChunk,
 };
 use risingwave_common::catalog::{Field, Schema, TableId};
 use risingwave_common::error::{Result, RwError};
 use risingwave_common::types::DataType;
+use risingwave_common::util::chunk_coalesce::DataChunkBuilder;
 use risingwave_pb::batch_plan::plan_node::NodeBody;
-use risingwave_source::TableSourceManagerRef;
+use risingwave_source::dml_manager::DmlManagerRef;
 
 use crate::executor::{
     BoxedDataChunkStream, BoxedExecutor, BoxedExecutorBuilder, Executor, ExecutorBuilder,
 };
 use crate::task::BatchTaskContext;
+
 /// [`InsertExecutor`] implements table insertion with values from its child executor.
 pub struct InsertExecutor {
     /// Target table id.
     table_id: TableId,
-    source_manager: TableSourceManagerRef,
+    dml_manager: DmlManagerRef,
 
     child: BoxedExecutor,
+    chunk_size: usize,
     schema: Schema,
     identity: String,
-    column_idxs: Vec<usize>,
+    column_indices: Vec<usize>,
+
+    row_id_index: Option<usize>,
 }
 
 impl InsertExecutor {
     pub fn new(
         table_id: TableId,
-        source_manager: TableSourceManagerRef,
+        dml_manager: DmlManagerRef,
         child: BoxedExecutor,
+        chunk_size: usize,
         identity: String,
-        column_idxs: Vec<usize>,
+        column_indices: Vec<usize>,
+        row_id_index: Option<usize>,
     ) -> Self {
         Self {
             table_id,
-            source_manager,
+            dml_manager,
             child,
+            chunk_size,
             schema: Schema {
                 fields: vec![Field::unnamed(DataType::Int64)],
             },
             identity,
-            column_idxs,
+            column_indices,
+            row_id_index,
         }
     }
 }
@@ -79,43 +89,51 @@ impl Executor for InsertExecutor {
 impl InsertExecutor {
     #[try_stream(boxed, ok = DataChunk, error = RwError)]
     async fn do_execute(self: Box<Self>) {
-        let source_desc = self.source_manager.get_source(&self.table_id)?;
-
-        let source = source_desc.source.as_table().expect("not table source");
-        let row_id_index = source_desc.row_id_index;
+        let data_types = self.child.schema().data_types();
+        let mut builder = DataChunkBuilder::new(data_types, 1024);
 
         let mut notifiers = Vec::new();
 
-        #[for_await]
-        for data_chunk in self.child.execute() {
-            let data_chunk = data_chunk?;
-            let len = data_chunk.cardinality();
-            assert!(data_chunk.visibility().is_none());
-
-            let (mut columns, _) = data_chunk.into_parts();
+        // Transform the data chunk to a stream chunk, then write to the source.
+        let mut write_chunk = |chunk: DataChunk| -> Result<()> {
+            let cap = chunk.capacity();
+            let (mut columns, vis) = chunk.into_parts();
 
-            // No need to check for duplicate columns. This is already validated in binder
-            if !&self.column_idxs.is_sorted() {
-                let mut ordered_cols: Vec<Column> = columns.clone();
-                for (i, idx) in self.column_idxs.iter().enumerate() {
+            // No need to check for duplicate columns. This is already validated in binder.
+            if !&self.column_indices.is_sorted() {
+                let mut ordered_cols = columns.clone();
+                for (i, idx) in self.column_indices.iter().enumerate() {
                     ordered_cols[*idx] = columns[i].clone()
                 }
                 columns = ordered_cols
             }
 
-            // if user did not specify primary ID then we need to add a col it
-            if let Some(row_id_index) = row_id_index {
-                let mut builder = I64ArrayBuilder::new(len);
-                for _ in 0..len {
-                    builder.append_null();
-                }
-                columns.insert(row_id_index, Column::from(builder.finish()))
+            // If the user does not specify the primary key, then we need to add a column as the
+            // primary key.
+            if let Some(row_id_index) = self.row_id_index {
+                let row_id_col = I64Array::from_iter(repeat(None).take(cap));
+                columns.insert(row_id_index, row_id_col.into())
             }
 
-            let chunk = StreamChunk::new(vec![Op::Insert; len], columns, None);
+            let stream_chunk =
+                StreamChunk::new(vec![Op::Insert; cap], columns, vis.into_visibility());
 
-            let notifier = source.write_chunk(chunk)?;
+            let notifier = self.dml_manager.write_chunk(&self.table_id, stream_chunk)?;
             notifiers.push(notifier);
+
+            Ok(())
+        };
+
+        #[for_await]
+        for data_chunk in self.child.execute() {
+            let data_chunk = data_chunk?;
+            for chunk in builder.append_chunk(data_chunk) {
+                write_chunk(chunk)?;
+            }
+        }
+
+        if let Some(chunk) = builder.consume_all() {
+            write_chunk(chunk)?;
         }
 
         // Wait for all chunks to be taken / written.
@@ -151,19 +169,24 @@ impl BoxedExecutorBuilder for InsertExecutor {
             NodeBody::Insert
         )?;
 
-        let table_id = TableId::new(insert_node.table_source_id);
-        let column_idxs = insert_node
-            .column_idxs
+        let table_id = TableId::new(insert_node.table_id);
+        let column_indices = insert_node
+            .column_indices
             .iter()
             .map(|&i| i as usize)
             .collect();
 
         Ok(Box::new(Self::new(
             table_id,
-            source.context().source_manager(),
+            source.context().dml_manager(),
             child,
+            source.context.get_config().developer.batch_chunk_size,
             source.plan_node().get_identity().clone(),
-            column_idxs,
+            column_indices,
+            insert_node
+                .row_id_index
+                .as_ref()
+                .map(|index| index.index as _),
         )))
     }
 }
@@ -174,12 +197,12 @@ mod tests {
     use std::sync::Arc;
 
     use futures::StreamExt;
+    use itertools::Itertools;
     use risingwave_common::array::{Array, ArrayImpl, I32Array, StructArray};
-    use risingwave_common::catalog::schema_test_utils;
+    use risingwave_common::catalog::{schema_test_utils, ColumnDesc, ColumnId};
     use risingwave_common::column_nonnull;
     use risingwave_common::types::DataType;
-    use risingwave_source::table_test_utils::create_table_source_desc_builder;
-    use risingwave_source::{TableSourceManager, TableSourceManagerRef};
+    use risingwave_source::dml_manager::DmlManager;
     use risingwave_storage::memory::MemoryStateStore;
     use risingwave_storage::store::{ReadOptions, StateStoreReadExt};
 
@@ -189,7 +212,7 @@ mod tests {
 
     #[tokio::test]
     async fn test_insert_executor() -> Result<()> {
-        let source_manager: TableSourceManagerRef = Arc::new(TableSourceManager::default());
+        let dml_manager = Arc::new(DmlManager::default());
         let store = MemoryStateStore::new();
 
         // Make struct field
@@ -208,6 +231,8 @@ mod tests {
         schema.fields.push(struct_field);
         schema.fields.push(Field::unnamed(DataType::Int64)); // row_id column
 
+        let row_id_index = Some(3);
+
         let col1 = column_nonnull! { I32Array, [1, 3, 5, 7, 9] };
         let col2 = column_nonnull! { I32Array, [2, 4, 6, 8, 10] };
         let array = StructArray::from_slices(
@@ -227,27 +252,28 @@ mod tests {
         let table_id = TableId::new(0);
 
         // Create reader
-        let source_builder = create_table_source_desc_builder(
-            &schema,
-            table_id,
-            Some(3),
-            vec![3],
-            source_manager.clone(),
-        );
-        let source_desc = source_builder.build().await?;
-        let source = source_desc.source.as_table().unwrap();
-        let mut reader = source
-            .stream_reader(vec![0.into(), 1.into(), 2.into()])
-            .await?
-            .into_stream();
+        let column_descs = schema
+            .fields
+            .iter()
+            .enumerate()
+            .map(|(i, field)| ColumnDesc::unnamed(ColumnId::new(i as _), field.data_type.clone()))
+            .collect_vec();
+        // We must create a variable to hold this `Arc<TableSource>` here, or it will be dropped due
+        // to the `Weak` reference in `DmlManager`.
+        let reader = dml_manager
+            .register_reader(table_id, &column_descs)
+            .unwrap();
+        let mut reader = reader.stream_reader_v2().into_stream_v2();
 
         // Insert
         let insert_executor = Box::new(InsertExecutor::new(
             table_id,
-            source_manager.clone(),
+            dml_manager,
             Box::new(mock_executor),
+            1024,
             "InsertExecutor".to_string(),
             vec![], // Ignoring insertion order
+            row_id_index,
         ));
         let handle = tokio::spawn(async move {
             let mut stream = insert_executor.execute();
@@ -265,7 +291,7 @@ mod tests {
         });
 
         // Read
-        let chunk = reader.next().await.unwrap()?.chunk;
+        let chunk = reader.next().await.unwrap()?;
 
         assert_eq!(
             chunk.columns()[0]
@@ -297,8 +323,6 @@ mod tests {
         .into();
         assert_eq!(*chunk.columns()[2].array(), array);
 
-        // There's nothing in store since `TableSource` has no side effect.
-        // Data will be materialized in associated streaming task.
         let epoch = u64::MAX;
         let full_range = (Bound::<Vec<u8>>::Unbounded, Bound::<Vec<u8>>::Unbounded);
         let store_content = store
diff --git a/src/batch/src/executor/join/hash_join.rs b/src/batch/src/executor/join/hash_join.rs
index 829cf3fd18afe..4c080b28fd58e 100644
--- a/src/batch/src/executor/join/hash_join.rs
+++ b/src/batch/src/executor/join/hash_join.rs
@@ -290,9 +290,8 @@ impl<K: HashKey> HashJoinExecutor<K> {
                 DataChunkBuilder::new(self.schema.data_types(), self.chunk_size);
             #[for_await]
             for chunk in stream {
-                #[for_await]
-                for output_chunk in output_chunk_builder
-                    .trunc_data_chunk(chunk?.reorder_columns(&self.output_indices))
+                for output_chunk in
+                    output_chunk_builder.append_chunk(chunk?.reorder_columns(&self.output_indices))
                 {
                     yield output_chunk
                 }
@@ -539,6 +538,15 @@ impl<K: HashKey> HashJoinExecutor<K> {
         }
     }
 
+    /// High-level idea:
+    /// 1. For each probe_row, append candidate rows to buffer.
+    ///    Candidate rows: Those satisfying equi_predicate (==).
+    /// 2. If buffer becomes full, process it.
+    ///    Apply non_equi_join predicates e.g. `>=`, `<=` to filter rows.
+    ///    Track if probe_row is matched to avoid duplicates.
+    /// 3. If we matched probe_row in spilled chunk,
+    ///    stop appending its candidate rows,
+    ///    to avoid matching it again in next spilled chunk.
     #[try_stream(boxed, ok = DataChunk, error = RwError)]
     pub async fn do_left_semi_join_with_non_equi_condition<'a>(
         EquiJoinParams {
@@ -569,6 +577,9 @@ impl<K: HashKey> HashJoinExecutor<K> {
                     for build_row_id in
                         next_build_row_with_same_key.row_id_iter(Some(*first_matched_build_row_id))
                     {
+                        if non_equi_state.found_matched {
+                            break;
+                        }
                         let build_chunk = &build_side[build_row_id.chunk_id()];
                         if let Some(spilled) = Self::append_one_row(
                             &mut chunk_builder,
@@ -587,6 +598,8 @@ impl<K: HashKey> HashJoinExecutor<K> {
                 }
             }
         }
+
+        // Process remaining rows in buffer
         if let Some(spilled) = chunk_builder.consume_all() {
             yield Self::process_left_semi_anti_join_non_equi_condition::<false>(
                 spilled,
@@ -1207,6 +1220,8 @@ impl<K: HashKey> HashJoinExecutor<K> {
             .take())
     }
 
+    /// Filters for candidate rows which satisfy `non_equi` predicate.
+    /// Removes duplicate rows.
     fn process_left_semi_anti_join_non_equi_condition<const ANTI_JOIN: bool>(
         chunk: DataChunk,
         cond: &dyn Expression,
@@ -1454,6 +1469,9 @@ impl DataChunkMutator {
         self
     }
 
+    /// Removes duplicate rows using `filter`
+    /// and only returns the first match for each window.
+    /// Windows are indicated by `first_output_row_ids`.
     fn remove_duplicate_rows_for_left_semi_anti_join<const ANTI_JOIN: bool>(
         mut self,
         filter: &Bitmap,
@@ -1965,12 +1983,16 @@ mod tests {
             .unwrap()
         }
 
-        fn create_join_executor(&self, has_non_equi_cond: bool, null_safe: bool) -> BoxedExecutor {
+        fn create_join_executor_with_chunk_size_and_executors(
+            &self,
+            has_non_equi_cond: bool,
+            null_safe: bool,
+            chunk_size: usize,
+            left_child: BoxedExecutor,
+            right_child: BoxedExecutor,
+        ) -> BoxedExecutor {
             let join_type = self.join_type;
 
-            let left_child = self.create_left_executor();
-            let right_child = self.create_right_executor();
-
             let output_indices = (0..match join_type {
                 JoinType::LeftSemi | JoinType::LeftAnti => left_child.schema().fields().len(),
                 JoinType::RightSemi | JoinType::RightAnti => right_child.schema().fields().len(),
@@ -1994,12 +2016,40 @@ mod tests {
                 vec![null_safe],
                 cond,
                 "HashJoinExecutor".to_string(),
-                CHUNK_SIZE,
+                chunk_size,
             ))
         }
 
         async fn do_test(&self, expected: DataChunk, has_non_equi_cond: bool, null_safe: bool) {
-            let join_executor = self.create_join_executor(has_non_equi_cond, null_safe);
+            let left_executor = self.create_left_executor();
+            let right_executor = self.create_right_executor();
+            self.do_test_with_chunk_size_and_executors(
+                expected,
+                has_non_equi_cond,
+                null_safe,
+                self::CHUNK_SIZE,
+                left_executor,
+                right_executor,
+            )
+            .await
+        }
+
+        async fn do_test_with_chunk_size_and_executors(
+            &self,
+            expected: DataChunk,
+            has_non_equi_cond: bool,
+            null_safe: bool,
+            chunk_size: usize,
+            left_executor: BoxedExecutor,
+            right_executor: BoxedExecutor,
+        ) {
+            let join_executor = self.create_join_executor_with_chunk_size_and_executors(
+                has_non_equi_cond,
+                null_safe,
+                chunk_size,
+                left_executor,
+                right_executor,
+            );
 
             let mut data_chunk_merger = DataChunkMerger::new(self.output_data_types()).unwrap();
 
@@ -2025,6 +2075,8 @@ mod tests {
             }
 
             let result_chunk = data_chunk_merger.finish().unwrap();
+            println!("expected: {:?}", expected);
+            println!("result: {:?}", result_chunk);
 
             // TODO: Replace this with unsorted comparison
             // assert_eq!(expected, result_chunk);
@@ -2379,6 +2431,69 @@ mod tests {
         test_fixture.do_test(expected_chunk, true, false).await;
     }
 
+    /// Tests handling of edge case:
+    /// Match is found for a probe_row,
+    /// but there are still candidate rows in the iterator for that probe_row.
+    /// These should not be buffered or we will have duplicate rows in output.
+    #[tokio::test]
+    async fn test_left_semi_join_with_non_equi_condition_duplicates() {
+        let schema = Schema {
+            fields: vec![
+                Field::unnamed(DataType::Int32),
+                Field::unnamed(DataType::Float32),
+            ],
+        };
+
+        // Build side
+        let mut left_executor = MockExecutor::new(schema);
+        left_executor.add(DataChunk::from_pretty(
+            "i f
+                 1 1.0
+                 1 1.0
+                 1 1.0
+                 1 1.0
+                 2 1.0",
+        ));
+
+        // Probe side
+        let schema = Schema {
+            fields: vec![
+                Field::unnamed(DataType::Int32),
+                Field::unnamed(DataType::Float64),
+            ],
+        };
+        let mut right_executor = MockExecutor::new(schema);
+        right_executor.add(DataChunk::from_pretty(
+            "i F
+                 1 2.0
+                 1 2.0
+                 1 2.0
+                 1 2.0
+                 2 2.0",
+        ));
+
+        let test_fixture = TestFixture::with_join_type(JoinType::LeftSemi);
+        let expected_chunk = DataChunk::from_pretty(
+            "i f
+            1 1.0
+            1 1.0
+            1 1.0
+            1 1.0
+            2 1.0",
+        );
+
+        test_fixture
+            .do_test_with_chunk_size_and_executors(
+                expected_chunk,
+                true,
+                false,
+                3,
+                Box::new(left_executor),
+                Box::new(right_executor),
+            )
+            .await;
+    }
+
     #[tokio::test]
     async fn test_right_anti_join() {
         let test_fixture = TestFixture::with_join_type(JoinType::RightAnti);
diff --git a/src/batch/src/executor/join/lookup_join_base.rs b/src/batch/src/executor/join/lookup_join_base.rs
index 49a79a3d67c92..a7a418723d883 100644
--- a/src/batch/src/executor/join/lookup_join_base.rs
+++ b/src/batch/src/executor/join/lookup_join_base.rs
@@ -186,9 +186,8 @@ impl<K: HashKey> LookupJoinBase<K> {
                     DataChunkBuilder::new(self.schema.data_types(), self.chunk_size);
                 #[for_await]
                 for chunk in stream {
-                    #[for_await]
                     for output_chunk in output_chunk_builder
-                        .trunc_data_chunk(chunk?.reorder_columns(&self.output_indices))
+                        .append_chunk(chunk?.reorder_columns(&self.output_indices))
                     {
                         yield output_chunk
                     }
diff --git a/src/batch/src/executor/join/nested_loop_join.rs b/src/batch/src/executor/join/nested_loop_join.rs
index bfeca8018bd94..b81e41102c3fb 100644
--- a/src/batch/src/executor/join/nested_loop_join.rs
+++ b/src/batch/src/executor/join/nested_loop_join.rs
@@ -235,8 +235,7 @@ impl NestedLoopJoinExecutor {
                 )?;
                 // 4. Yield the concatenated chunk.
                 if chunk.cardinality() > 0 {
-                    #[for_await]
-                    for spilled in chunk_builder.trunc_data_chunk(chunk) {
+                    for spilled in chunk_builder.append_chunk(chunk) {
                         yield spilled
                     }
                 }
@@ -268,8 +267,7 @@ impl NestedLoopJoinExecutor {
                 )?;
                 if chunk.cardinality() > 0 {
                     matched.set(left_row_idx, true);
-                    #[for_await]
-                    for spilled in chunk_builder.trunc_data_chunk(chunk) {
+                    for spilled in chunk_builder.append_chunk(chunk) {
                         yield spilled
                     }
                 }
@@ -351,8 +349,7 @@ impl NestedLoopJoinExecutor {
                 if chunk.cardinality() > 0 {
                     // chunk.visibility() must be Some(_)
                     matched = &matched | chunk.visibility().unwrap();
-                    #[for_await]
-                    for spilled in chunk_builder.trunc_data_chunk(chunk) {
+                    for spilled in chunk_builder.append_chunk(chunk) {
                         yield spilled
                     }
                 }
@@ -399,8 +396,7 @@ impl NestedLoopJoinExecutor {
             }
             right_chunk.set_visibility(matched);
             if right_chunk.cardinality() > 0 {
-                #[for_await]
-                for spilled in chunk_builder.trunc_data_chunk(right_chunk) {
+                for spilled in chunk_builder.append_chunk(right_chunk) {
                     yield spilled
                 }
             }
@@ -432,8 +428,7 @@ impl NestedLoopJoinExecutor {
                 if chunk.cardinality() > 0 {
                     left_matched.set(left_row_idx, true);
                     right_matched = &right_matched | chunk.visibility().unwrap();
-                    #[for_await]
-                    for spilled in chunk_builder.trunc_data_chunk(chunk) {
+                    for spilled in chunk_builder.append_chunk(chunk) {
                         yield spilled
                     }
                 }
diff --git a/src/batch/src/executor/source.rs b/src/batch/src/executor/source.rs
index df728359c573b..568b8b2812f4e 100644
--- a/src/batch/src/executor/source.rs
+++ b/src/batch/src/executor/source.rs
@@ -24,7 +24,6 @@ use risingwave_common::error::{Result, RwError};
 use risingwave_common::types::DataType;
 use risingwave_connector::source::{ConnectorProperties, SplitImpl, SplitMetaData};
 use risingwave_pb::batch_plan::plan_node::NodeBody;
-use risingwave_pb::catalog::source_info::SourceInfo as ProstSourceInfo;
 use risingwave_pb::plan_common::RowFormatType;
 use risingwave_source::connector_source::{ConnectorSource, SourceContext};
 use risingwave_source::monitor::SourceMetrics;
@@ -65,11 +64,7 @@ impl BoxedExecutorBuilder for SourceExecutor {
         let config = ConnectorProperties::extract(source_props)
             .map_err(|e| RwError::from(ConnectorError(e.into())))?;
 
-        let info = try_match_expand!(
-            &source_node.get_info()?.get_source_info()?,
-            ProstSourceInfo::StreamSource
-        )
-        .unwrap();
+        let info = &source_node.get_info().unwrap();
         let format = match info.get_row_format()? {
             RowFormatType::Json => SourceFormat::Json,
             RowFormatType::Protobuf => SourceFormat::Protobuf,
@@ -108,7 +103,11 @@ impl BoxedExecutorBuilder for SourceExecutor {
             config,
             columns,
             parser,
-            connector_message_buffer_size: source.context().source_manager().msg_buf_size(),
+            connector_message_buffer_size: source
+                .context()
+                .get_config()
+                .developer
+                .stream_connector_message_buffer_size,
         };
 
         let column_ids: Vec<_> = source_node
@@ -134,7 +133,7 @@ impl BoxedExecutorBuilder for SourceExecutor {
         Ok(Box::new(SourceExecutor {
             connector_source,
             column_ids,
-            metrics: source.context().source_manager().metrics(),
+            metrics: source.context().source_metrics(),
             source_id: TableId::new(source_node.source_id),
             split,
             schema,
diff --git a/src/batch/src/executor/update.rs b/src/batch/src/executor/update.rs
index 472c4feeccfc7..492d1739d2252 100644
--- a/src/batch/src/executor/update.rs
+++ b/src/batch/src/executor/update.rs
@@ -12,7 +12,7 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use anyhow::anyhow;
+use anyhow::Context;
 use futures::future::try_join_all;
 use futures_async_stream::try_stream;
 use itertools::Itertools;
@@ -20,27 +20,28 @@ use risingwave_common::array::column::Column;
 use risingwave_common::array::{ArrayBuilder, DataChunk, Op, PrimitiveArrayBuilder, StreamChunk};
 use risingwave_common::catalog::{Field, Schema, TableId};
 use risingwave_common::error::{Result, RwError};
-use risingwave_common::row::Row;
 use risingwave_common::types::DataType;
+use risingwave_common::util::chunk_coalesce::DataChunkBuilder;
 use risingwave_expr::expr::{build_from_prost, BoxedExpression};
 use risingwave_pb::batch_plan::plan_node::NodeBody;
-use risingwave_source::TableSourceManagerRef;
+use risingwave_source::dml_manager::DmlManagerRef;
 
-use crate::error::BatchError;
 use crate::executor::{
     BoxedDataChunkStream, BoxedExecutor, BoxedExecutorBuilder, Executor, ExecutorBuilder,
 };
 use crate::task::BatchTaskContext;
+
 /// [`UpdateExecutor`] implements table updation with values from its child executor and given
 /// expressions.
-// TODO: multiple `UPDATE`s in a single epoch may cause problems. Need validation on materialize.
-// TODO: concurrent `UPDATE` may cause problems. A scheduler might be required.
+// Note: multiple `UPDATE`s in a single epoch, or concurrent `UPDATE`s may lead to conflicting
+// records. This is validated and filtered on the first `Materialize`.
 pub struct UpdateExecutor {
     /// Target table id.
     table_id: TableId,
-    source_manager: TableSourceManagerRef,
+    dml_manager: DmlManagerRef,
     child: BoxedExecutor,
     exprs: Vec<BoxedExpression>,
+    chunk_size: usize,
     schema: Schema,
     identity: String,
 }
@@ -48,9 +49,10 @@ pub struct UpdateExecutor {
 impl UpdateExecutor {
     pub fn new(
         table_id: TableId,
-        source_manager: TableSourceManagerRef,
+        dml_manager: DmlManagerRef,
         child: BoxedExecutor,
         exprs: Vec<BoxedExpression>,
+        chunk_size: usize,
         identity: String,
     ) -> Self {
         assert_eq!(
@@ -59,11 +61,14 @@ impl UpdateExecutor {
             "bad update schema"
         );
 
+        let chunk_size = chunk_size.next_multiple_of(2);
+
         Self {
             table_id,
-            source_manager,
+            dml_manager,
             child,
             exprs,
+            chunk_size,
             // TODO: support `RETURNING`
             schema: Schema {
                 fields: vec![Field::unnamed(DataType::Int64)],
@@ -90,16 +95,30 @@ impl Executor for UpdateExecutor {
 impl UpdateExecutor {
     #[try_stream(boxed, ok = DataChunk, error = RwError)]
     async fn do_execute(mut self: Box<Self>) {
-        let source_desc = self.source_manager.get_source(&self.table_id)?;
-        let source = source_desc.source.as_table().expect("not table source");
+        let data_types = self.child.schema().data_types();
+        let mut builder = DataChunkBuilder::new(data_types, self.chunk_size);
 
-        let schema = self.child.schema().clone();
         let mut notifiers = Vec::new();
 
+        // Transform the data chunk to a stream chunk, then write to the source.
+        let mut write_chunk = |chunk: DataChunk| -> Result<()> {
+            // TODO: if the primary key is updated, we should use plain `+,-` instead of `U+,U-`.
+            let ops = [Op::UpdateDelete, Op::UpdateInsert]
+                .into_iter()
+                .cycle()
+                .take(chunk.capacity())
+                .collect_vec();
+            let stream_chunk = StreamChunk::from_parts(ops, chunk);
+
+            let notifier = self.dml_manager.write_chunk(&self.table_id, stream_chunk)?;
+            notifiers.push(notifier);
+
+            Ok(())
+        };
+
         #[for_await]
         for data_chunk in self.child.execute() {
-            let data_chunk = data_chunk?.compact();
-            let len = data_chunk.cardinality();
+            let data_chunk = data_chunk?;
 
             let updated_data_chunk = {
                 let columns: Vec<_> = self
@@ -108,41 +127,27 @@ impl UpdateExecutor {
                     .map(|expr| expr.eval(&data_chunk).map(Column::new))
                     .try_collect()?;
 
-                DataChunk::new(columns, len)
+                DataChunk::new(columns, data_chunk.vis().clone())
             };
 
-            // Merge two data chunks into (U-, U+) pairs.
-            // TODO: split chunks
-            let mut builders = schema.create_array_builders(len * 2);
-            for row in data_chunk
-                .rows()
-                .zip_eq(updated_data_chunk.rows())
-                .flat_map(|(a, b)| [a, b])
-            {
-                for (datum_ref, builder) in row.iter().zip_eq(builders.iter_mut()) {
-                    builder.append_datum(datum_ref);
+            for (row_delete, row_insert) in data_chunk.rows().zip_eq(updated_data_chunk.rows()) {
+                let None = builder.append_one_row(row_delete) else {
+                    unreachable!("no chunk should be yielded when appending the deleted row as the chunk size is always even");
+                };
+                if let Some(chunk) = builder.append_one_row(row_insert) {
+                    write_chunk(chunk)?;
                 }
             }
-            let columns = builders.into_iter().map(|b| b.finish().into()).collect();
-
-            let ops = [Op::UpdateDelete, Op::UpdateInsert]
-                .into_iter()
-                .cycle()
-                .take(len * 2)
-                .collect();
-
-            let stream_chunk = StreamChunk::new(ops, columns, None);
+        }
 
-            let notifier = source.write_chunk(stream_chunk)?;
-            notifiers.push(notifier);
+        if let Some(chunk) = builder.consume_all() {
+            write_chunk(chunk)?;
         }
 
         // Wait for all chunks to be taken / written.
         let rows_updated = try_join_all(notifiers)
             .await
-            .map_err(|_| {
-                BatchError::Internal(anyhow!("failed to wait chunks to be written".to_owned(),))
-            })?
+            .context("failed to wait chunks to be written")?
             .into_iter()
             .sum::<usize>()
             / 2;
@@ -173,7 +178,7 @@ impl BoxedExecutorBuilder for UpdateExecutor {
             NodeBody::Update
         )?;
 
-        let table_id = TableId::new(update_node.table_source_id);
+        let table_id = TableId::new(update_node.table_id);
 
         let exprs: Vec<_> = update_node
             .get_exprs()
@@ -183,9 +188,10 @@ impl BoxedExecutorBuilder for UpdateExecutor {
 
         Ok(Box::new(Self::new(
             table_id,
-            source.context().source_manager(),
+            source.context().dml_manager(),
             child,
             exprs,
+            source.context.get_config().developer.batch_chunk_size,
             source.plan_node().get_identity().clone(),
         )))
     }
@@ -197,11 +203,10 @@ mod tests {
 
     use futures::StreamExt;
     use risingwave_common::array::Array;
-    use risingwave_common::catalog::schema_test_utils;
+    use risingwave_common::catalog::{schema_test_utils, ColumnDesc, ColumnId};
     use risingwave_common::test_prelude::DataChunkTestExt;
     use risingwave_expr::expr::InputRefExpression;
-    use risingwave_source::table_test_utils::create_table_source_desc_builder;
-    use risingwave_source::{TableSourceManager, TableSourceManagerRef};
+    use risingwave_source::dml_manager::DmlManager;
 
     use super::*;
     use crate::executor::test_utils::MockExecutor;
@@ -209,7 +214,7 @@ mod tests {
 
     #[tokio::test]
     async fn test_update_executor() -> Result<()> {
-        let source_manager: TableSourceManagerRef = Arc::new(TableSourceManager::default());
+        let dml_manager = Arc::new(DmlManager::default());
 
         // Schema for mock executor.
         let schema = schema_test_utils::ii();
@@ -237,26 +242,26 @@ mod tests {
         let table_id = TableId::new(0);
 
         // Create reader
-        let source_builder = create_table_source_desc_builder(
-            &schema,
-            table_id,
-            None,
-            vec![1],
-            source_manager.clone(),
-        );
-        let source_desc = source_builder.build().await?;
-        let source = source_desc.source.as_table().unwrap();
-        let mut reader = source
-            .stream_reader(vec![0.into(), 1.into()])
-            .await?
-            .into_stream();
+        let column_descs = schema
+            .fields
+            .iter()
+            .enumerate()
+            .map(|(i, field)| ColumnDesc::unnamed(ColumnId::new(i as _), field.data_type.clone()))
+            .collect_vec();
+        // We must create a variable to hold this `Arc<TableSource>` here, or it will be dropped due
+        // to the `Weak` reference in `DmlManager`.
+        let reader = dml_manager
+            .register_reader(table_id, &column_descs)
+            .unwrap();
+        let mut reader = reader.stream_reader_v2().into_stream_v2();
 
         // Update
         let update_executor = Box::new(UpdateExecutor::new(
             table_id,
-            source_manager.clone(),
+            dml_manager,
             Box::new(mock_executor),
             exprs,
+            5,
             "UpdateExecutor".to_string(),
         ));
 
@@ -279,36 +284,42 @@ mod tests {
         });
 
         // Read
-        let chunk = reader.next().await.unwrap()?.chunk;
+        // As we set the chunk size to 5, we'll get 2 chunks. Note that the update records for one
+        // row cannot be cut into two chunks, so the first chunk will actually have 6 rows.
+        for updated_rows in [1..=3, 4..=5] {
+            let chunk = reader.next().await.unwrap()?;
 
-        assert_eq!(
-            chunk.ops().chunks(2).collect_vec(),
-            vec![&[Op::UpdateDelete, Op::UpdateInsert]; 5]
-        );
+            assert_eq!(
+                chunk.ops().chunks(2).collect_vec(),
+                vec![&[Op::UpdateDelete, Op::UpdateInsert]; updated_rows.clone().count()]
+            );
 
-        assert_eq!(
-            chunk.columns()[0]
-                .array()
-                .as_int32()
-                .iter()
-                .collect::<Vec<_>>(),
-            (1..=5)
-                .flat_map(|i| [i * 2 - 1, i * 2]) // -1, +2, -3, +4, ...
-                .map(Some)
-                .collect_vec()
-        );
+            assert_eq!(
+                chunk.columns()[0]
+                    .array()
+                    .as_int32()
+                    .iter()
+                    .collect::<Vec<_>>(),
+                updated_rows
+                    .clone()
+                    .flat_map(|i| [i * 2 - 1, i * 2]) // -1, +2, -3, +4, ...
+                    .map(Some)
+                    .collect_vec()
+            );
 
-        assert_eq!(
-            chunk.columns()[1]
-                .array()
-                .as_int32()
-                .iter()
-                .collect::<Vec<_>>(),
-            (1..=5)
-                .flat_map(|i| [i * 2, i * 2 - 1]) // -2, +1, -4, +3, ...
-                .map(Some)
-                .collect_vec()
-        );
+            assert_eq!(
+                chunk.columns()[1]
+                    .array()
+                    .as_int32()
+                    .iter()
+                    .collect::<Vec<_>>(),
+                updated_rows
+                    .clone()
+                    .flat_map(|i| [i * 2, i * 2 - 1]) // -2, +1, -4, +3, ...
+                    .map(Some)
+                    .collect_vec()
+            );
+        }
 
         handle.await.unwrap();
 
diff --git a/src/batch/src/lib.rs b/src/batch/src/lib.rs
index 115f50795318f..ac4302fd84c59 100644
--- a/src/batch/src/lib.rs
+++ b/src/batch/src/lib.rs
@@ -28,6 +28,7 @@
 #![recursion_limit = "256"]
 #![feature(let_chains)]
 #![feature(bound_map)]
+#![feature(int_roundings)]
 
 mod error;
 pub mod exchange_source;
diff --git a/src/batch/src/task/consistent_hash_shuffle_channel.rs b/src/batch/src/task/consistent_hash_shuffle_channel.rs
index a6bc81b7ff771..27c83ce546243 100644
--- a/src/batch/src/task/consistent_hash_shuffle_channel.rs
+++ b/src/batch/src/task/consistent_hash_shuffle_channel.rs
@@ -90,7 +90,7 @@ fn generate_new_data_chunks(
     let mut res = Vec::with_capacity(output_count);
     for (sink_id, vis_map_vec) in vis_maps.into_iter().enumerate() {
         let vis_map: Bitmap = vis_map_vec.into_iter().collect();
-        let vis_map = if let Some(visibility) = chunk.get_visibility_ref() {
+        let vis_map = if let Some(visibility) = chunk.visibility() {
             vis_map.bitand(visibility)
         } else {
             vis_map
diff --git a/src/batch/src/task/context.rs b/src/batch/src/task/context.rs
index a223d13ead0cb..407c313744e3f 100644
--- a/src/batch/src/task/context.rs
+++ b/src/batch/src/task/context.rs
@@ -12,12 +12,15 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
+use std::sync::Arc;
+
 use risingwave_common::catalog::SysCatalogReaderRef;
 use risingwave_common::config::BatchConfig;
 use risingwave_common::error::Result;
 use risingwave_common::util::addr::{is_local_address, HostAddr};
 use risingwave_rpc_client::ComputeClientPoolRef;
-use risingwave_source::TableSourceManagerRef;
+use risingwave_source::dml_manager::DmlManagerRef;
+use risingwave_source::monitor::SourceMetrics;
 use risingwave_storage::StateStoreImpl;
 
 use super::TaskId;
@@ -39,7 +42,7 @@ pub trait BatchTaskContext: Clone + Send + Sync + 'static {
     /// Whether `peer_addr` is in same as current task.
     fn is_local_addr(&self, peer_addr: &HostAddr) -> bool;
 
-    fn source_manager(&self) -> TableSourceManagerRef;
+    fn dml_manager(&self) -> DmlManagerRef;
 
     fn state_store(&self) -> StateStoreImpl;
 
@@ -53,6 +56,8 @@ pub trait BatchTaskContext: Clone + Send + Sync + 'static {
 
     /// Get config for batch environment
     fn get_config(&self) -> &BatchConfig;
+
+    fn source_metrics(&self) -> Arc<SourceMetrics>;
 }
 
 /// Batch task context on compute node.
@@ -78,8 +83,8 @@ impl BatchTaskContext for ComputeNodeContext {
         is_local_address(self.env.server_address(), peer_addr)
     }
 
-    fn source_manager(&self) -> TableSourceManagerRef {
-        self.env.source_manager_ref()
+    fn dml_manager(&self) -> DmlManagerRef {
+        self.env.dml_manager_ref()
     }
 
     fn state_store(&self) -> StateStoreImpl {
@@ -97,6 +102,10 @@ impl BatchTaskContext for ComputeNodeContext {
     fn get_config(&self) -> &BatchConfig {
         self.env.config()
     }
+
+    fn source_metrics(&self) -> Arc<SourceMetrics> {
+        self.env.source_metrics()
+    }
 }
 
 impl ComputeNodeContext {
diff --git a/src/batch/src/task/env.rs b/src/batch/src/task/env.rs
index 2f0cd27c1c84a..f1855b13ff4f5 100644
--- a/src/batch/src/task/env.rs
+++ b/src/batch/src/task/env.rs
@@ -18,7 +18,7 @@ use risingwave_common::config::BatchConfig;
 use risingwave_common::util::addr::HostAddr;
 use risingwave_rpc_client::ComputeClientPoolRef;
 use risingwave_source::dml_manager::DmlManagerRef;
-use risingwave_source::{TableSourceManager, TableSourceManagerRef};
+use risingwave_source::monitor::SourceMetrics;
 use risingwave_storage::StateStoreImpl;
 
 use crate::executor::BatchTaskMetrics;
@@ -36,9 +36,6 @@ pub struct BatchEnvironment {
     /// Reference to the task manager.
     task_manager: Arc<BatchManager>,
 
-    /// Reference to the source manager. This is used to query the sources.
-    source_manager: TableSourceManagerRef,
-
     /// Batch related configurations.
     config: Arc<BatchConfig>,
 
@@ -56,12 +53,14 @@ pub struct BatchEnvironment {
 
     /// Manages dml information.
     dml_manager: DmlManagerRef,
+
+    /// Metrics for source.
+    source_metrics: Arc<SourceMetrics>,
 }
 
 impl BatchEnvironment {
     #[allow(clippy::too_many_arguments)]
     pub fn new(
-        source_manager: TableSourceManagerRef,
         task_manager: Arc<BatchManager>,
         server_addr: HostAddr,
         config: Arc<BatchConfig>,
@@ -70,17 +69,18 @@ impl BatchEnvironment {
         task_metrics: Arc<BatchTaskMetrics>,
         client_pool: ComputeClientPoolRef,
         dml_manager: DmlManagerRef,
+        source_metrics: Arc<SourceMetrics>,
     ) -> Self {
         BatchEnvironment {
             server_addr,
             task_manager,
-            source_manager,
             config,
             worker_id,
             state_store,
             task_metrics,
             client_pool,
             dml_manager,
+            source_metrics,
         }
     }
 
@@ -94,7 +94,6 @@ impl BatchEnvironment {
         BatchEnvironment {
             task_manager: Arc::new(BatchManager::new(BatchConfig::default())),
             server_addr: "127.0.0.1:5688".parse().unwrap(),
-            source_manager: std::sync::Arc::new(TableSourceManager::default()),
             config: Arc::new(BatchConfig::default()),
             worker_id: WorkerNodeId::default(),
             state_store: StateStoreImpl::shared_in_memory_store(Arc::new(
@@ -103,6 +102,7 @@ impl BatchEnvironment {
             task_metrics: Arc::new(BatchTaskMetrics::for_test()),
             client_pool: Arc::new(ComputeClientPool::default()),
             dml_manager: Arc::new(DmlManager::default()),
+            source_metrics: Arc::new(SourceMetrics::default()),
         }
     }
 
@@ -114,14 +114,6 @@ impl BatchEnvironment {
         self.task_manager.clone()
     }
 
-    pub fn source_manager(&self) -> &TableSourceManager {
-        &self.source_manager
-    }
-
-    pub fn source_manager_ref(&self) -> TableSourceManagerRef {
-        self.source_manager.clone()
-    }
-
     pub fn config(&self) -> &BatchConfig {
         self.config.as_ref()
     }
@@ -145,4 +137,8 @@ impl BatchEnvironment {
     pub fn dml_manager_ref(&self) -> DmlManagerRef {
         self.dml_manager.clone()
     }
+
+    pub fn source_metrics(&self) -> Arc<SourceMetrics> {
+        self.source_metrics.clone()
+    }
 }
diff --git a/src/batch/src/task/hash_shuffle_channel.rs b/src/batch/src/task/hash_shuffle_channel.rs
index 4fe21063351c1..59c9ba70ecc03 100644
--- a/src/batch/src/task/hash_shuffle_channel.rs
+++ b/src/batch/src/task/hash_shuffle_channel.rs
@@ -88,7 +88,7 @@ fn generate_new_data_chunks(
     let mut res = Vec::with_capacity(output_count);
     for (sink_id, vis_map_vec) in vis_maps.into_iter().enumerate() {
         let vis_map: Bitmap = vis_map_vec.into_iter().collect();
-        let vis_map = if let Some(visibility) = chunk.get_visibility_ref() {
+        let vis_map = if let Some(visibility) = chunk.visibility() {
             vis_map.bitand(visibility)
         } else {
             vis_map
diff --git a/src/batch/src/task/task_manager.rs b/src/batch/src/task/task_manager.rs
index b10a15a286daf..713c16566d2bb 100644
--- a/src/batch/src/task/task_manager.rs
+++ b/src/batch/src/task/task_manager.rs
@@ -202,6 +202,18 @@ impl BatchManager {
     pub fn config(&self) -> &BatchConfig {
         &self.config
     }
+
+    /// Kill batch queries with larges memory consumption per task. Required to maintain task level
+    /// memory usage in the struct. Will be called by global memory manager.
+    pub fn kill_queries(&self) {
+        todo!()
+    }
+
+    /// Called by global memory manager for total usage of batch tasks. This variable should be
+    /// maintained by Batch Manager.
+    pub fn get_all_memory_usage(&self) -> usize {
+        todo!()
+    }
 }
 
 impl Default for BatchManager {
diff --git a/src/common/Cargo.toml b/src/common/Cargo.toml
index 9e3004e9cd224..4c5afd47893d3 100644
--- a/src/common/Cargo.toml
+++ b/src/common/Cargo.toml
@@ -82,3 +82,7 @@ tempfile = "3"
 [[bench]]
 name = "bench_encoding"
 harness = false
+
+[[bench]]
+name = "bitmap"
+harness = false
diff --git a/src/common/benches/bitmap.rs b/src/common/benches/bitmap.rs
new file mode 100644
index 0000000000000..02f2810557ea3
--- /dev/null
+++ b/src/common/benches/bitmap.rs
@@ -0,0 +1,32 @@
+// Copyright 2022 Singularity Data
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+use criterion::{criterion_group, criterion_main, Criterion};
+use risingwave_common::buffer::Bitmap;
+
+fn bench_bitmap(c: &mut Criterion) {
+    const CHUNK_SIZE: usize = 1024;
+    let x = Bitmap::zeros(CHUNK_SIZE);
+    let y = Bitmap::ones(CHUNK_SIZE);
+    let i = 0x123;
+    c.bench_function("zeros", |b| b.iter(|| Bitmap::zeros(CHUNK_SIZE)));
+    c.bench_function("ones", |b| b.iter(|| Bitmap::ones(CHUNK_SIZE)));
+    c.bench_function("get", |b| b.iter(|| x.is_set(i)));
+    c.bench_function("and", |b| b.iter(|| &x & &y));
+    c.bench_function("or", |b| b.iter(|| &x | &y));
+    c.bench_function("not", |b| b.iter(|| !&x));
+}
+
+criterion_group!(benches, bench_bitmap);
+criterion_main!(benches);
diff --git a/src/common/src/array/bool_array.rs b/src/common/src/array/bool_array.rs
index 537bc527cf605..f7fe81e9c939a 100644
--- a/src/common/src/array/bool_array.rs
+++ b/src/common/src/array/bool_array.rs
@@ -14,9 +14,9 @@
 
 use risingwave_pb::data::{Array as ProstArray, ArrayType};
 
-use super::{Array, ArrayBuilder, ArrayIterator, ArrayMeta};
+use super::{Array, ArrayBuilder, ArrayMeta};
 use crate::array::ArrayBuilderImpl;
-use crate::buffer::{Bitmap, BitmapBuilder, BitmapIter};
+use crate::buffer::{Bitmap, BitmapBuilder};
 
 #[derive(Debug, Clone)]
 pub struct BoolArray {
@@ -25,11 +25,15 @@ pub struct BoolArray {
 }
 
 impl BoolArray {
-    pub fn new(bitmap: Bitmap, data: Bitmap) -> Self {
+    pub fn new(data: Bitmap, bitmap: Bitmap) -> Self {
         assert_eq!(bitmap.len(), data.len());
         Self { bitmap, data }
     }
 
+    pub fn data(&self) -> &Bitmap {
+        &self.data
+    }
+
     pub fn to_bitmap(&self) -> Bitmap {
         &self.data & self.null_bitmap()
     }
@@ -56,7 +60,7 @@ impl FromIterator<bool> for BoolArray {
     fn from_iter<I: IntoIterator<Item = bool>>(iter: I) -> Self {
         let data: Bitmap = iter.into_iter().collect();
         BoolArray {
-            bitmap: Bitmap::all_high_bits(data.len()),
+            bitmap: Bitmap::ones(data.len()),
             data,
         }
     }
@@ -64,44 +68,17 @@ impl FromIterator<bool> for BoolArray {
 
 impl Array for BoolArray {
     type Builder = BoolArrayBuilder;
-    type Iter<'a> = ArrayIterator<'a, Self>;
     type OwnedItem = bool;
-    type RawIter<'a> = BitmapIter<'a>;
     type RefItem<'a> = bool;
 
     unsafe fn raw_value_at_unchecked(&self, idx: usize) -> bool {
         self.data.is_set_unchecked(idx)
     }
 
-    fn value_at(&self, idx: usize) -> Option<bool> {
-        if !self.is_null(idx) {
-            // Safety: the above `is_null` check ensures that the index is valid.
-            unsafe { Some(self.data.is_set_unchecked(idx)) }
-        } else {
-            None
-        }
-    }
-
-    unsafe fn value_at_unchecked(&self, idx: usize) -> Option<bool> {
-        if !self.is_null_unchecked(idx) {
-            Some(self.data.is_set_unchecked(idx))
-        } else {
-            None
-        }
-    }
-
     fn len(&self) -> usize {
         self.data.len()
     }
 
-    fn iter(&self) -> Self::Iter<'_> {
-        ArrayIterator::new(self)
-    }
-
-    fn raw_iter(&self) -> Self::RawIter<'_> {
-        self.data.iter()
-    }
-
     fn to_protobuf(&self) -> ProstArray {
         let value = self.data.to_protobuf();
         let null_bitmap = self.null_bitmap().to_protobuf();
diff --git a/src/common/src/array/bytes_array.rs b/src/common/src/array/bytes_array.rs
index 97b96b7936065..1f2736817a7bf 100644
--- a/src/common/src/array/bytes_array.rs
+++ b/src/common/src/array/bytes_array.rs
@@ -20,8 +20,7 @@ use risingwave_pb::common::buffer::CompressionType;
 use risingwave_pb::common::Buffer;
 use risingwave_pb::data::{Array as ProstArray, ArrayType};
 
-use super::iterator::ArrayRawIter;
-use super::{Array, ArrayBuilder, ArrayIterator, ArrayMeta};
+use super::{Array, ArrayBuilder, ArrayMeta};
 use crate::array::ArrayBuilderImpl;
 use crate::buffer::{Bitmap, BitmapBuilder};
 
@@ -35,9 +34,7 @@ pub struct BytesArray {
 
 impl Array for BytesArray {
     type Builder = BytesArrayBuilder;
-    type Iter<'a> = ArrayIterator<'a, Self>;
     type OwnedItem = Box<[u8]>;
-    type RawIter<'a> = ArrayRawIter<'a, Self>;
     type RefItem<'a> = &'a [u8];
 
     unsafe fn raw_value_at_unchecked(&self, idx: usize) -> &[u8] {
@@ -46,35 +43,10 @@ impl Array for BytesArray {
         self.data.get_unchecked(begin..end)
     }
 
-    fn value_at(&self, idx: usize) -> Option<&[u8]> {
-        if !self.is_null(idx) {
-            // SAFETY: The idx is checked in `is_null` and the offset should always be valid.
-            Some(unsafe { self.raw_value_at_unchecked(idx) })
-        } else {
-            None
-        }
-    }
-
-    unsafe fn value_at_unchecked(&self, idx: usize) -> Option<&[u8]> {
-        if !self.is_null_unchecked(idx) {
-            Some(self.raw_value_at_unchecked(idx))
-        } else {
-            None
-        }
-    }
-
     fn len(&self) -> usize {
         self.offset.len() - 1
     }
 
-    fn iter(&self) -> ArrayIterator<'_, Self> {
-        ArrayIterator::new(self)
-    }
-
-    fn raw_iter(&self) -> Self::RawIter<'_> {
-        ArrayRawIter::new(self)
-    }
-
     fn to_protobuf(&self) -> ProstArray {
         let offset_buffer = self
             .offset
@@ -138,18 +110,6 @@ impl Array for BytesArray {
 }
 
 impl BytesArray {
-    /// Retrieve the ownership of the single bytes value.
-    ///
-    /// Panics if there're multiple or no values.
-    pub fn into_single_value(self) -> Option<Box<[u8]>> {
-        assert_eq!(self.len(), 1);
-        if !self.is_null(0) {
-            Some(self.data.into_boxed_slice())
-        } else {
-            None
-        }
-    }
-
     #[cfg(test)]
     pub(super) fn data(&self) -> &[u8] {
         &self.data
@@ -285,13 +245,10 @@ pub struct BytesWriter<'a> {
     builder: &'a mut BytesArrayBuilder,
 }
 
-pub struct WrittenGuard(());
-
 impl<'a> BytesWriter<'a> {
     /// `write_ref` will consume `BytesWriter` and pass the ownership of `builder` to `BytesGuard`.
-    pub fn write_ref(self, value: &[u8]) -> WrittenGuard {
+    pub fn write_ref(self, value: &[u8]) {
         self.builder.append(Some(value));
-        WrittenGuard(())
     }
 
     /// `begin` will create a `PartialBytesWriter`, which allow multiple appendings to create a new
@@ -318,10 +275,8 @@ impl<'a> PartialBytesWriter<'a> {
 
     /// `finish` will be called while the entire record is written.
     /// Exactly one new record was appended and the `builder` can be safely used.
-    pub fn finish(self) -> WrittenGuard {
+    pub fn finish(self) {
         self.builder.finish_partial();
-
-        WrittenGuard(())
     }
 }
 
diff --git a/src/common/src/array/column_proto_readers.rs b/src/common/src/array/column_proto_readers.rs
index 590e4508e5437..b553ed2745ac9 100644
--- a/src/common/src/array/column_proto_readers.rs
+++ b/src/common/src/array/column_proto_readers.rs
@@ -67,7 +67,7 @@ pub fn read_bool_array(array: &ProstArray, cardinality: usize) -> ArrayResult<Ar
     let data = (&array.get_values()[0]).into();
     let bitmap: Bitmap = array.get_null_bitmap()?.into();
 
-    let arr = BoolArray::new(bitmap, data);
+    let arr = BoolArray::new(data, bitmap);
     assert_eq!(arr.len(), cardinality);
 
     Ok(arr.into())
diff --git a/src/common/src/array/data_chunk.rs b/src/common/src/array/data_chunk.rs
index 8eca5478e17a3..9402823f24001 100644
--- a/src/common/src/array/data_chunk.rs
+++ b/src/common/src/array/data_chunk.rs
@@ -44,11 +44,8 @@ impl DataChunk {
     /// Create a `DataChunk` with `columns` and visibility. The visibility can either be a `Bitmap`
     /// or a simple cardinality number.
     pub fn new<V: Into<Vis>>(columns: Vec<Column>, vis: V) -> Self {
-        let vis = vis.into();
-        let capacity = match &vis {
-            Vis::Bitmap(b) => b.len(),
-            Vis::Compact(c) => *c,
-        };
+        let vis: Vis = vis.into();
+        let capacity = vis.len();
         for column in &columns {
             assert_eq!(capacity, column.array_ref().len());
         }
@@ -109,17 +106,14 @@ impl DataChunk {
     /// `cardinality` returns the number of visible tuples
     pub fn cardinality(&self) -> usize {
         match &self.vis2 {
-            Vis::Bitmap(b) => b.num_high_bits(),
+            Vis::Bitmap(b) => b.count_ones(),
             Vis::Compact(len) => *len,
         }
     }
 
     /// `capacity` returns physical length of any chunk column
     pub fn capacity(&self) -> usize {
-        match &self.vis2 {
-            Vis::Bitmap(b) => b.len(),
-            Vis::Compact(len) => *len,
-        }
+        self.vis2.len()
     }
 
     pub fn vis(&self) -> &Vis {
@@ -131,14 +125,7 @@ impl DataChunk {
     }
 
     pub fn visibility(&self) -> Option<&Bitmap> {
-        self.get_visibility_ref()
-    }
-
-    pub fn get_visibility_ref(&self) -> Option<&Bitmap> {
-        match &self.vis2 {
-            Vis::Bitmap(b) => Some(b),
-            Vis::Compact(_) => None,
-        }
+        self.vis2.as_visibility()
     }
 
     pub fn set_vis(&mut self, vis: Vis) {
@@ -319,10 +306,7 @@ impl DataChunk {
     /// * bool - whether this tuple is visible
     pub fn row_at(&self, pos: usize) -> (RowRef<'_>, bool) {
         let row = self.row_at_unchecked_vis(pos);
-        let vis = match &self.vis2 {
-            Vis::Bitmap(bitmap) => bitmap.is_set(pos),
-            Vis::Compact(_) => true,
-        };
+        let vis = self.vis2.is_set(pos);
         (row, vis)
     }
 
diff --git a/src/common/src/array/iterator.rs b/src/common/src/array/iterator.rs
index 245e4fe043ce8..0c20334a95683 100644
--- a/src/common/src/array/iterator.rs
+++ b/src/common/src/array/iterator.rs
@@ -15,8 +15,6 @@
 use std::iter::TrustedLen;
 
 use super::Array;
-use crate::array::ArrayImpl;
-use crate::types::DatumRef;
 
 pub struct ArrayIterator<'a, A: Array> {
     data: &'a A,
@@ -50,87 +48,12 @@ impl<'a, A: Array> Iterator for ArrayIterator<'a, A> {
     }
 }
 
-pub struct ArrayRawIter<'a, A: Array> {
-    data: &'a A,
-    pos: usize,
-}
-
-impl<'a, A: Array> ArrayRawIter<'a, A> {
-    pub fn new(data: &'a A) -> Self {
-        Self { data, pos: 0 }
-    }
-}
-
-unsafe impl<'a, A: Array> TrustedLen for ArrayRawIter<'a, A> {}
-
-impl<'a, A: Array> Iterator for ArrayRawIter<'a, A> {
-    type Item = A::RefItem<'a>;
-
-    fn next(&mut self) -> Option<Self::Item> {
-        if self.pos >= self.data.len() {
-            None
-        } else {
-            // SAFETY: we have checked that pos < len
-            let item = unsafe { self.data.raw_value_at_unchecked(self.pos) };
-            self.pos += 1;
-            Some(item)
-        }
-    }
-
-    fn size_hint(&self) -> (usize, Option<usize>) {
-        let size = self.data.len() - self.pos;
-        (size, Some(size))
-    }
-}
-
-pub struct ArrayImplIterator<'a> {
-    data: &'a ArrayImpl,
-    pos: usize,
-}
-
-impl<'a> ArrayImplIterator<'a> {
-    pub fn new(data: &'a ArrayImpl) -> Self {
-        Self { data, pos: 0 }
-    }
-}
-
-unsafe impl<'a> TrustedLen for ArrayImplIterator<'a> {}
-
-impl<'a> Iterator for ArrayImplIterator<'a> {
-    type Item = DatumRef<'a>;
-
-    fn next(&mut self) -> Option<Self::Item> {
-        if self.pos >= self.data.len() {
-            None
-        } else {
-            let item = self.data.value_at(self.pos);
-            self.pos += 1;
-            Some(item)
-        }
-    }
-
-    fn nth(&mut self, n: usize) -> Option<Self::Item> {
-        if self.pos + n >= self.data.len() {
-            None
-        } else {
-            let item = self.data.value_at(self.pos + n);
-            self.pos += n + 1;
-            Some(item)
-        }
-    }
-
-    fn size_hint(&self) -> (usize, Option<usize>) {
-        let size = self.data.len() - self.pos;
-        (size, Some(size))
-    }
-}
-
 #[cfg(test)]
 mod tests {
     use paste::paste;
 
     use super::*;
-    use crate::array::ArrayBuilder;
+    use crate::array::{ArrayBuilder, ArrayImpl};
     use crate::for_all_variants;
 
     macro_rules! test_trusted_len {
diff --git a/src/common/src/array/list_array.rs b/src/common/src/array/list_array.rs
index 98592f9bd78bf..04c1a0bc767dd 100644
--- a/src/common/src/array/list_array.rs
+++ b/src/common/src/array/list_array.rs
@@ -23,10 +23,7 @@ use itertools::Itertools;
 use risingwave_pb::data::{Array as ProstArray, ArrayType as ProstArrayType, ListArrayData};
 use serde::{Deserializer, Serializer};
 
-use super::iterator::ArrayRawIter;
-use super::{
-    Array, ArrayBuilder, ArrayBuilderImpl, ArrayImpl, ArrayIterator, ArrayMeta, ArrayResult, RowRef,
-};
+use super::{Array, ArrayBuilder, ArrayBuilderImpl, ArrayImpl, ArrayMeta, ArrayResult, RowRef};
 use crate::buffer::{Bitmap, BitmapBuilder};
 use crate::row::Row;
 use crate::types::to_text::ToText;
@@ -162,43 +159,17 @@ pub struct ListArray {
 
 impl Array for ListArray {
     type Builder = ListArrayBuilder;
-    type Iter<'a> = ArrayIterator<'a, Self>;
     type OwnedItem = ListValue;
-    type RawIter<'a> = ArrayRawIter<'a, Self>;
     type RefItem<'a> = ListRef<'a>;
 
     unsafe fn raw_value_at_unchecked(&self, idx: usize) -> Self::RefItem<'_> {
         ListRef::Indexed { arr: self, idx }
     }
 
-    fn value_at(&self, idx: usize) -> Option<ListRef<'_>> {
-        if !self.is_null(idx) {
-            Some(ListRef::Indexed { arr: self, idx })
-        } else {
-            None
-        }
-    }
-
-    unsafe fn value_at_unchecked(&self, idx: usize) -> Option<ListRef<'_>> {
-        if !self.is_null_unchecked(idx) {
-            Some(ListRef::Indexed { arr: self, idx })
-        } else {
-            None
-        }
-    }
-
     fn len(&self) -> usize {
         self.len
     }
 
-    fn iter(&self) -> Self::Iter<'_> {
-        ArrayIterator::new(self)
-    }
-
-    fn raw_iter(&self) -> Self::RawIter<'_> {
-        ArrayRawIter::new(self)
-    }
-
     fn to_protobuf(&self) -> ProstArray {
         let value = self.value.to_protobuf();
         ProstArray {
@@ -506,7 +477,7 @@ impl Debug for ListRef<'_> {
     fn fmt(&self, f: &mut fmt::Formatter<'_>) -> fmt::Result {
         iter_elems_ref!(self, it, {
             for v in it {
-                v.fmt(f)?;
+                Debug::fmt(&v, f)?;
             }
             Ok(())
         })
@@ -516,9 +487,10 @@ impl Debug for ListRef<'_> {
 impl ToText for ListRef<'_> {
     // This function will be invoked when pgwire prints a list value in string.
     // Refer to PostgreSQL `array_out` or `appendPGArray`.
-    fn to_text(&self) -> String {
+    fn write<W: std::fmt::Write>(&self, f: &mut W) -> std::fmt::Result {
         iter_elems_ref!(self, it, {
-            format!(
+            write!(
+                f,
                 "{{{}}}",
                 it.format_with(",", |datum_ref, f| {
                     let s = datum_ref.to_text();
@@ -550,9 +522,9 @@ impl ToText for ListRef<'_> {
         })
     }
 
-    fn to_text_with_type(&self, ty: &DataType) -> String {
+    fn write_with_type<W: std::fmt::Write>(&self, ty: &DataType, f: &mut W) -> std::fmt::Result {
         match ty {
-            DataType::List { .. } => self.to_text(),
+            DataType::List { .. } => self.write(f),
             _ => unreachable!(),
         }
     }
diff --git a/src/common/src/array/mod.rs b/src/common/src/array/mod.rs
index 1f0b07a2d0776..f3c9ed75301c8 100644
--- a/src/common/src/array/mod.rs
+++ b/src/common/src/array/mod.rs
@@ -50,7 +50,7 @@ pub use data_chunk::{DataChunk, DataChunkTestExt};
 pub use data_chunk_iter::RowRef;
 pub use decimal_array::{DecimalArray, DecimalArrayBuilder};
 pub use interval_array::{IntervalArray, IntervalArrayBuilder};
-pub use iterator::{ArrayImplIterator, ArrayIterator};
+pub use iterator::ArrayIterator;
 pub use list_array::{ListArray, ListArrayBuilder, ListRef, ListValue};
 use paste::paste;
 pub use primitive_array::{PrimitiveArray, PrimitiveArrayBuilder, PrimitiveArrayItemType};
@@ -165,16 +165,6 @@ pub trait Array: std::fmt::Debug + Send + Sync + Sized + 'static + Into<ArrayImp
     /// Corresponding builder of this array, which is reciprocal to `Array`.
     type Builder: ArrayBuilder<ArrayType = Self>;
 
-    /// Iterator type of this array.
-    type Iter<'a>: Iterator<Item = Option<Self::RefItem<'a>>>
-    where
-        Self: 'a;
-
-    /// Raw iterator type of this array.
-    type RawIter<'a>: Iterator<Item = Self::RefItem<'a>>
-    where
-        Self: 'a;
-
     /// Retrieve a reference to value regardless of whether it is null
     /// without checking the index boundary.
     ///
@@ -186,24 +176,43 @@ pub trait Array: std::fmt::Debug + Send + Sync + Sized + 'static + Into<ArrayImp
     unsafe fn raw_value_at_unchecked(&self, idx: usize) -> Self::RefItem<'_>;
 
     /// Retrieve a reference to value.
-    fn value_at(&self, idx: usize) -> Option<Self::RefItem<'_>>;
+    #[inline]
+    fn value_at(&self, idx: usize) -> Option<Self::RefItem<'_>> {
+        if !self.is_null(idx) {
+            // Safety: the above `is_null` check ensures that the index is valid.
+            Some(unsafe { self.raw_value_at_unchecked(idx) })
+        } else {
+            None
+        }
+    }
 
     /// # Safety
     ///
     /// Retrieve a reference to value without checking the index boundary.
-    unsafe fn value_at_unchecked(&self, idx: usize) -> Option<Self::RefItem<'_>>;
+    #[inline]
+    unsafe fn value_at_unchecked(&self, idx: usize) -> Option<Self::RefItem<'_>> {
+        if !self.is_null_unchecked(idx) {
+            Some(self.raw_value_at_unchecked(idx))
+        } else {
+            None
+        }
+    }
 
     /// Number of items of array.
     fn len(&self) -> usize;
 
     /// Get iterator of current array.
-    fn iter(&self) -> Self::Iter<'_>;
+    fn iter(&self) -> ArrayIterator<'_, Self> {
+        ArrayIterator::new(self)
+    }
 
     /// Get raw iterator of current array.
     ///
     /// The raw iterator simply iterates values without checking the null bitmap.
     /// The returned value for NULL values is undefined.
-    fn raw_iter(&self) -> Self::RawIter<'_>;
+    fn raw_iter(&self) -> impl DoubleEndedIterator<Item = Self::RefItem<'_>> {
+        (0..self.len()).map(|i| unsafe { self.raw_value_at_unchecked(i) })
+    }
 
     /// Serialize to protobuf
     fn to_protobuf(&self) -> ProstArray;
@@ -630,8 +639,8 @@ macro_rules! impl_array {
 for_all_variants! { impl_array }
 
 impl ArrayImpl {
-    pub fn iter(&self) -> ArrayImplIterator<'_> {
-        ArrayImplIterator::new(self)
+    pub fn iter(&self) -> impl DoubleEndedIterator<Item = DatumRef<'_>> {
+        (0..self.len()).map(|i| self.value_at(i))
     }
 
     pub fn from_protobuf(array: &ProstArray, cardinality: usize) -> ArrayResult<Self> {
diff --git a/src/common/src/array/primitive_array.rs b/src/common/src/array/primitive_array.rs
index 1035d6c8b2ba1..921cf9c46b5fe 100644
--- a/src/common/src/array/primitive_array.rs
+++ b/src/common/src/array/primitive_array.rs
@@ -20,7 +20,7 @@ use risingwave_pb::common::buffer::CompressionType;
 use risingwave_pb::common::Buffer;
 use risingwave_pb::data::{Array as ProstArray, ArrayType};
 
-use super::{Array, ArrayBuilder, ArrayIterator, ArrayResult};
+use super::{Array, ArrayBuilder, ArrayResult};
 use crate::array::{ArrayBuilderImpl, ArrayImpl, ArrayMeta};
 use crate::buffer::{Bitmap, BitmapBuilder};
 use crate::for_all_native_types;
@@ -153,56 +153,40 @@ impl<T: PrimitiveArrayItemType> FromIterator<T> for PrimitiveArray<T> {
     fn from_iter<I: IntoIterator<Item = T>>(iter: I) -> Self {
         let data: Vec<T> = iter.into_iter().collect();
         PrimitiveArray {
-            bitmap: Bitmap::all_high_bits(data.len()),
+            bitmap: Bitmap::ones(data.len()),
             data,
         }
     }
 }
 
+impl<T: PrimitiveArrayItemType> PrimitiveArray<T> {
+    /// Build a [`PrimitiveArray`] from iterator and bitmap.
+    ///
+    /// NOTE: The length of `bitmap` must be equal to the length of `iter`.
+    pub fn from_iter_bitmap(iter: impl IntoIterator<Item = T>, bitmap: Bitmap) -> Self {
+        let data: Vec<T> = iter.into_iter().collect();
+        assert_eq!(data.len(), bitmap.len());
+        PrimitiveArray { bitmap, data }
+    }
+}
+
 impl<T: PrimitiveArrayItemType> Array for PrimitiveArray<T> {
     type Builder = PrimitiveArrayBuilder<T>;
-    type Iter<'a> = ArrayIterator<'a, Self>;
     type OwnedItem = T;
-    type RawIter<'a> = std::iter::Cloned<std::slice::Iter<'a, T>>;
     type RefItem<'a> = T;
 
     unsafe fn raw_value_at_unchecked(&self, idx: usize) -> Self::RefItem<'_> {
         *self.data.get_unchecked(idx)
     }
 
-    fn value_at(&self, idx: usize) -> Option<T> {
-        if self.is_null(idx) {
-            None
-        } else {
-            // Safety: the above `is_null` check ensures that the index is valid.
-            Some(unsafe { *self.data.get_unchecked(idx) })
-        }
-    }
-
-    /// # Safety
-    ///
-    /// This function is unsafe because it does not check whether the index is within the bounds of
-    /// the array.
-    unsafe fn value_at_unchecked(&self, idx: usize) -> Option<T> {
-        if self.is_null_unchecked(idx) {
-            None
-        } else {
-            Some(*self.data.get_unchecked(idx))
-        }
+    fn raw_iter(&self) -> impl DoubleEndedIterator<Item = Self::RefItem<'_>> {
+        self.data.iter().cloned()
     }
 
     fn len(&self) -> usize {
         self.data.len()
     }
 
-    fn iter(&self) -> Self::Iter<'_> {
-        ArrayIterator::new(self)
-    }
-
-    fn raw_iter(&self) -> Self::RawIter<'_> {
-        self.data.iter().cloned()
-    }
-
     fn to_protobuf(&self) -> ProstArray {
         let mut output_buffer = Vec::<u8>::with_capacity(self.len() * size_of::<T>());
 
diff --git a/src/common/src/array/stream_chunk.rs b/src/common/src/array/stream_chunk.rs
index a39ac7c650bbc..72deca2d498d7 100644
--- a/src/common/src/array/stream_chunk.rs
+++ b/src/common/src/array/stream_chunk.rs
@@ -179,19 +179,12 @@ impl StreamChunk {
 
     pub fn from_parts(ops: Vec<Op>, data_chunk: DataChunk) -> Self {
         let (columns, vis) = data_chunk.into_parts();
-        let visibility = match vis {
-            Vis::Bitmap(b) => Some(b),
-            Vis::Compact(_) => None,
-        };
-        Self::new(ops, columns, visibility)
+        Self::new(ops, columns, vis.into_visibility())
     }
 
     pub fn into_inner(self) -> (Vec<Op>, Vec<Column>, Option<Bitmap>) {
         let (columns, vis) = self.data.into_parts();
-        let visibility = match vis {
-            Vis::Bitmap(b) => Some(b),
-            Vis::Compact(_) => None,
-        };
+        let visibility = vis.into_visibility();
         (self.ops, columns, visibility)
     }
 
@@ -276,13 +269,20 @@ impl StreamChunk {
 
 impl fmt::Debug for StreamChunk {
     fn fmt(&self, f: &mut fmt::Formatter<'_>) -> fmt::Result {
-        write!(
-            f,
-            "StreamChunk {{ cardinality = {}, capacity = {}, data = \n{} }}",
-            self.cardinality(),
-            self.capacity(),
-            self.to_pretty_string()
-        )
+        if f.alternate() {
+            write!(
+                f,
+                "StreamChunk {{ cardinality: {}, capacity: {}, data: \n{}\n }}",
+                self.cardinality(),
+                self.capacity(),
+                self.to_pretty_string()
+            )
+        } else {
+            f.debug_struct("StreamChunk")
+                .field("cardinality", &self.cardinality())
+                .field("capacity", &self.capacity())
+                .finish_non_exhaustive()
+        }
     }
 }
 
diff --git a/src/common/src/array/struct_array.rs b/src/common/src/array/struct_array.rs
index b110493435d51..320065b5ba2a5 100644
--- a/src/common/src/array/struct_array.rs
+++ b/src/common/src/array/struct_array.rs
@@ -22,10 +22,7 @@ use bytes::{Buf, BufMut};
 use itertools::Itertools;
 use risingwave_pb::data::{Array as ProstArray, ArrayType as ProstArrayType, StructArrayData};
 
-use super::iterator::ArrayRawIter;
-use super::{
-    Array, ArrayBuilder, ArrayBuilderImpl, ArrayImpl, ArrayIterator, ArrayMeta, ArrayResult,
-};
+use super::{Array, ArrayBuilder, ArrayBuilderImpl, ArrayImpl, ArrayMeta, ArrayResult};
 use crate::array::ArrayRef;
 use crate::buffer::{Bitmap, BitmapBuilder};
 use crate::types::to_text::ToText;
@@ -155,43 +152,17 @@ impl StructArrayBuilder {
 
 impl Array for StructArray {
     type Builder = StructArrayBuilder;
-    type Iter<'a> = ArrayIterator<'a, Self>;
     type OwnedItem = StructValue;
-    type RawIter<'a> = ArrayRawIter<'a, Self>;
     type RefItem<'a> = StructRef<'a>;
 
     unsafe fn raw_value_at_unchecked(&self, idx: usize) -> StructRef<'_> {
         StructRef::Indexed { arr: self, idx }
     }
 
-    fn value_at(&self, idx: usize) -> Option<StructRef<'_>> {
-        if !self.is_null(idx) {
-            Some(StructRef::Indexed { arr: self, idx })
-        } else {
-            None
-        }
-    }
-
-    unsafe fn value_at_unchecked(&self, idx: usize) -> Option<StructRef<'_>> {
-        if !self.is_null_unchecked(idx) {
-            Some(StructRef::Indexed { arr: self, idx })
-        } else {
-            None
-        }
-    }
-
     fn len(&self) -> usize {
         self.len
     }
 
-    fn iter(&self) -> Self::Iter<'_> {
-        ArrayIterator::new(self)
-    }
-
-    fn raw_iter(&self) -> Self::RawIter<'_> {
-        ArrayRawIter::new(self)
-    }
-
     fn to_protobuf(&self) -> ProstArray {
         let children_array = self.children.iter().map(|a| a.to_protobuf()).collect();
         let children_type = self.children_type.iter().map(|t| t.to_protobuf()).collect();
@@ -443,18 +414,25 @@ impl Debug for StructRef<'_> {
 }
 
 impl ToText for StructRef<'_> {
-    fn to_text(&self) -> String {
+    fn write<W: std::fmt::Write>(&self, f: &mut W) -> std::fmt::Result {
         iter_fields_ref!(self, it, {
-            format!(
-                "({})",
-                it.map(|x| x.to_text()).collect::<Vec<String>>().join(",")
-            )
+            write!(f, "(")?;
+            let mut is_first = true;
+            for x in it {
+                if is_first {
+                    is_first = false;
+                } else {
+                    write!(f, ",")?;
+                }
+                ToText::write(&x, f)?;
+            }
+            write!(f, ")")
         })
     }
 
-    fn to_text_with_type(&self, ty: &DataType) -> String {
+    fn write_with_type<W: std::fmt::Write>(&self, ty: &DataType, f: &mut W) -> std::fmt::Result {
         match ty {
-            DataType::Struct(_) => self.to_text(),
+            DataType::Struct(_) => self.write(f),
             _ => unreachable!(),
         }
     }
diff --git a/src/common/src/array/utf8_array.rs b/src/common/src/array/utf8_array.rs
index b287ba07dd22a..a5ae4c13d3562 100644
--- a/src/common/src/array/utf8_array.rs
+++ b/src/common/src/array/utf8_array.rs
@@ -12,11 +12,12 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
+use std::fmt::{Display, Write};
+
 use risingwave_pb::data::{Array as ProstArray, ArrayType};
 
-use super::bytes_array::{BytesWriter, PartialBytesWriter, WrittenGuard};
-use super::iterator::ArrayRawIter;
-use super::{Array, ArrayBuilder, ArrayIterator, ArrayMeta, BytesArray, BytesArrayBuilder};
+use super::bytes_array::{BytesWriter, PartialBytesWriter};
+use super::{Array, ArrayBuilder, ArrayMeta, BytesArray, BytesArrayBuilder};
 use crate::array::ArrayBuilderImpl;
 use crate::buffer::Bitmap;
 
@@ -28,9 +29,7 @@ pub struct Utf8Array {
 
 impl Array for Utf8Array {
     type Builder = Utf8ArrayBuilder;
-    type Iter<'a> = ArrayIterator<'a, Self>;
     type OwnedItem = Box<str>;
-    type RawIter<'a> = ArrayRawIter<'a, Self>;
     type RefItem<'a> = &'a str;
 
     unsafe fn raw_value_at_unchecked(&self, idx: usize) -> Self::RefItem<'_> {
@@ -38,32 +37,11 @@ impl Array for Utf8Array {
         std::str::from_utf8_unchecked(bytes)
     }
 
-    fn value_at(&self, idx: usize) -> Option<&str> {
-        self.bytes
-            .value_at(idx)
-            .map(|bytes| unsafe { std::str::from_utf8_unchecked(bytes) })
-    }
-
-    #[inline]
-    unsafe fn value_at_unchecked(&self, idx: usize) -> Option<&str> {
-        self.bytes
-            .value_at_unchecked(idx)
-            .map(|bytes| unsafe { std::str::from_utf8_unchecked(bytes) })
-    }
-
     #[inline]
     fn len(&self) -> usize {
         self.bytes.len()
     }
 
-    fn iter(&self) -> ArrayIterator<'_, Self> {
-        ArrayIterator::new(self)
-    }
-
-    fn raw_iter(&self) -> Self::RawIter<'_> {
-        ArrayRawIter::new(self)
-    }
-
     #[inline]
     fn to_protobuf(&self) -> ProstArray {
         ProstArray {
@@ -111,14 +89,23 @@ impl<'a> FromIterator<&'a str> for Utf8Array {
 }
 
 impl Utf8Array {
-    /// Retrieve the ownership of the single string value.
-    ///
-    /// Panics if there're multiple or no values.
-    #[inline]
-    pub fn into_single_value(self) -> Option<Box<str>> {
+    pub fn into_bytes_array(self) -> BytesArray {
         self.bytes
-            .into_single_value()
-            .map(|bytes| unsafe { std::str::from_boxed_utf8_unchecked(bytes) })
+    }
+
+    pub fn from_iter_display(iter: impl IntoIterator<Item = Option<impl Display>>) -> Self {
+        let iter = iter.into_iter();
+        let mut builder = Utf8ArrayBuilder::new(iter.size_hint().0);
+        for e in iter {
+            if let Some(s) = e {
+                let mut writer = builder.writer().begin();
+                write!(writer, "{}", s).unwrap();
+                writer.finish();
+            } else {
+                builder.append_null();
+            }
+        }
+        builder.finish()
     }
 }
 
@@ -172,25 +159,6 @@ pub struct StringWriter<'a> {
 }
 
 impl<'a> StringWriter<'a> {
-    /// `write_ref` will consume `StringWriter` and pass the ownership of `builder` to `BytesGuard`.
-    #[inline]
-    pub fn write_ref(self, value: &str) -> WrittenGuard {
-        self.bytes.write_ref(value.as_bytes())
-    }
-
-    /// `write_from_char_iter` will consume `StringWriter` and write the characters from the `iter`.
-    ///
-    /// Prefer [`StringWriter::begin`] for writing multiple string pieces.
-    pub fn write_from_char_iter(self, iter: impl Iterator<Item = char>) -> WrittenGuard {
-        let mut writer = self.begin();
-        for c in iter {
-            let mut buf = [0; 4];
-            let result = c.encode_utf8(&mut buf);
-            writer.write_ref(result);
-        }
-        writer.finish()
-    }
-
     /// `begin` will create a `PartialStringWriter`, which allow multiple appendings to create a new
     /// record.
     pub fn begin(self) -> PartialStringWriter<'a> {
@@ -207,21 +175,20 @@ pub struct PartialStringWriter<'a> {
 }
 
 impl<'a> PartialStringWriter<'a> {
-    /// `write_ref` will append partial dirty data to `builder`.
-    /// `PartialStringWriter::write_ref` is different from `StringWriter::write_ref`
-    /// in that it allows us to call it multiple times.
-    #[inline]
-    pub fn write_ref(&mut self, value: &str) {
-        self.bytes.write_ref(value.as_bytes());
-    }
-
     /// `finish` will be called while the entire record is written.
     /// Exactly one new record was appended and the `builder` can be safely used.
-    pub fn finish(self) -> WrittenGuard {
+    pub fn finish(self) {
         self.bytes.finish()
     }
 }
 
+impl Write for PartialStringWriter<'_> {
+    fn write_str(&mut self, s: &str) -> std::fmt::Result {
+        self.bytes.write_ref(s.as_bytes());
+        Ok(())
+    }
+}
+
 #[cfg(test)]
 mod tests {
     use std::hash::Hash;
@@ -247,11 +214,11 @@ mod tests {
     #[test]
     fn test_utf8_partial_writer() {
         let mut builder = Utf8ArrayBuilder::new(0);
-        let _guard: WrittenGuard = {
+        {
             let writer = builder.writer();
             let mut partial_writer = writer.begin();
             for _ in 0..2 {
-                partial_writer.write_ref("ran");
+                partial_writer.write_str("ran").unwrap();
             }
             partial_writer.finish()
         };
@@ -265,31 +232,29 @@ mod tests {
     fn test_utf8_partial_writer_failed() {
         let mut builder = Utf8ArrayBuilder::new(0);
         // Write a record.
-        let _guard: WrittenGuard = {
+        {
             let writer = builder.writer();
             let mut partial_writer = writer.begin();
-            partial_writer.write_ref("Dia");
-            partial_writer.write_ref("na");
+            partial_writer.write_str("Dia").unwrap();
+            partial_writer.write_str("na").unwrap();
             partial_writer.finish()
         };
 
         // Write a record failed.
-        let _maybe_guard: Option<WrittenGuard> = {
+        {
             let writer = builder.writer();
             let mut partial_writer = writer.begin();
-            partial_writer.write_ref("Ca");
-            partial_writer.write_ref("rol");
-
+            partial_writer.write_str("Ca").unwrap();
+            partial_writer.write_str("rol").unwrap();
             // We don't finish here.
-            None
         };
 
         // Write a record.
-        let _guard: WrittenGuard = {
+        {
             let writer = builder.writer();
             let mut partial_writer = writer.begin();
-            partial_writer.write_ref("Ki");
-            partial_writer.write_ref("ra");
+            partial_writer.write_str("Ki").unwrap();
+            partial_writer.write_str("ra").unwrap();
             partial_writer.finish()
         };
 
diff --git a/src/common/src/array/vis.rs b/src/common/src/array/vis.rs
index 709def2a7133a..323518115efdc 100644
--- a/src/common/src/array/vis.rs
+++ b/src/common/src/array/vis.rs
@@ -57,8 +57,8 @@ impl Vis {
         self.as_ref().iter()
     }
 
-    pub fn ones(&self) -> impl Iterator<Item = usize> + '_ {
-        self.as_ref().ones()
+    pub fn iter_ones(&self) -> impl Iterator<Item = usize> + '_ {
+        self.as_ref().iter_ones()
     }
 
     #[inline(always)]
@@ -68,6 +68,22 @@ impl Vis {
             Vis::Compact(c) => VisRef::Compact(*c),
         }
     }
+
+    /// Consumes this `Vis` and returns the inner `Bitmap` if not compact.
+    pub fn into_visibility(self) -> Option<Bitmap> {
+        match self {
+            Vis::Bitmap(b) => Some(b),
+            Vis::Compact(_) => None,
+        }
+    }
+
+    /// Returns a reference to the inner `Bitmap` if not compact.
+    pub fn as_visibility(&self) -> Option<&Bitmap> {
+        match self {
+            Vis::Bitmap(b) => Some(b),
+            Vis::Compact(_) => None,
+        }
+    }
 }
 
 impl<'a, 'b> std::ops::BitAnd<&'b Vis> for &'a Vis {
@@ -145,9 +161,9 @@ impl<'a> VisRef<'a> {
     }
 
     #[auto_enum(Iterator)]
-    pub fn ones(self) -> impl Iterator<Item = usize> + 'a {
+    pub fn iter_ones(self) -> impl Iterator<Item = usize> + 'a {
         match self {
-            VisRef::Bitmap(b) => b.ones(),
+            VisRef::Bitmap(b) => b.iter_ones(),
             VisRef::Compact(c) => 0..c,
         }
     }
diff --git a/src/common/src/buffer/bitmap.rs b/src/common/src/buffer/bitmap.rs
index b3573a25a955e..a7be6b58ff35b 100644
--- a/src/common/src/buffer/bitmap.rs
+++ b/src/common/src/buffer/bitmap.rs
@@ -33,111 +33,122 @@
 //! This is called a "validity bitmap" in the Arrow documentation.
 //! This file is adapted from [arrow-rs](https://github.com/apache/arrow-rs)
 
-use std::iter;
-use std::ops::{BitAnd, BitOr, Not, RangeInclusive};
+// allow `zip` for performance reasons
+#![allow(clippy::disallowed_methods)]
+
+use std::iter::{self, TrustedLen};
+use std::ops::{BitAnd, BitAndAssign, BitOr, BitOrAssign, BitXor, Not, RangeInclusive};
 
-use bytes::Bytes;
-use itertools::Itertools;
 use risingwave_pb::common::buffer::CompressionType;
 use risingwave_pb::common::Buffer as ProstBuffer;
 
-use crate::util::bit_util;
-
 #[derive(Default, Debug)]
 pub struct BitmapBuilder {
     len: usize,
-    data: Vec<u8>,
-    num_high_bits: usize,
+    data: Vec<usize>,
+    count_ones: usize,
 }
 
+const BITS: usize = usize::BITS as usize;
+
 impl BitmapBuilder {
+    /// Creates a new empty bitmap with at least the specified capacity.
     pub fn with_capacity(capacity: usize) -> BitmapBuilder {
         BitmapBuilder {
             len: 0,
-            data: Vec::with_capacity((capacity + 7) / 8),
-            num_high_bits: 0,
+            data: Vec::with_capacity(Bitmap::vec_len(capacity)),
+            count_ones: 0,
         }
     }
 
+    /// Creates a new bitmap with all bits set to 0.
     pub fn zeroed(len: usize) -> BitmapBuilder {
         BitmapBuilder {
             len,
-            data: vec![0; (len + 7) / 8],
-            num_high_bits: 0,
+            data: vec![0; Bitmap::vec_len(len)],
+            count_ones: 0,
         }
     }
 
+    /// Writes a new value into a single bit.
     pub fn set(&mut self, n: usize, val: bool) {
         assert!(n < self.len);
 
-        let byte = &mut self.data[n / 8];
-        let mask = 1 << (n % 8);
-        match (*byte & mask > 0, val) {
+        let byte = &mut self.data[n / BITS];
+        let mask = 1 << (n % BITS);
+        match (*byte & mask != 0, val) {
             (true, false) => {
                 *byte &= !mask;
-                self.num_high_bits -= 1;
+                self.count_ones -= 1;
             }
             (false, true) => {
                 *byte |= mask;
-                self.num_high_bits += 1;
+                self.count_ones += 1;
             }
             _ => {}
         }
     }
 
+    /// Tests a single bit.
     pub fn is_set(&self, n: usize) -> bool {
         assert!(n < self.len);
-        let byte = &self.data[n / 8];
-        let mask = 1 << (n % 8);
+        let byte = &self.data[n / BITS];
+        let mask = 1 << (n % BITS);
         *byte & mask != 0
     }
 
+    /// Appends a single bit to the back.
     pub fn append(&mut self, bit_set: bool) -> &mut Self {
-        if self.len % 8 == 0 {
+        if self.len % BITS == 0 {
             self.data.push(0);
         }
-        self.data[self.len / 8] |= (bit_set as u8) << (self.len % 8);
-        self.num_high_bits += bit_set as usize;
+        self.data[self.len / BITS] |= (bit_set as usize) << (self.len % BITS);
+        self.count_ones += bit_set as usize;
         self.len += 1;
         self
     }
 
+    /// Appends `n` bits to the back.
     pub fn append_n(&mut self, mut n: usize, bit_set: bool) -> &mut Self {
-        while n != 0 && self.len % 8 != 0 {
+        while n != 0 && self.len % BITS != 0 {
             self.append(bit_set);
             n -= 1;
         }
         self.len += n;
-        self.data
-            .resize((self.len + 7) / 8, if bit_set { 0xFF } else { 0x00 });
-        if bit_set && self.len % 8 != 0 {
+        self.data.resize(
+            Bitmap::vec_len(self.len),
+            if bit_set { usize::MAX } else { 0 },
+        );
+        if bit_set && self.len % BITS != 0 {
             // remove tailing 1s
-            *self.data.last_mut().unwrap() &= (1 << (self.len % 8)) - 1;
+            *self.data.last_mut().unwrap() &= (1 << (self.len % BITS)) - 1;
         }
         if bit_set {
-            self.num_high_bits += n;
+            self.count_ones += n;
         }
         self
     }
 
+    /// Removes the last bit.
     pub fn pop(&mut self) -> Option<()> {
         if self.len == 0 {
             return None;
         }
         self.len -= 1;
-        self.data.truncate((self.len + 7) / 8);
-        if self.len % 8 != 0 {
-            *self.data.last_mut().unwrap() &= (1 << (self.len % 8)) - 1;
+        self.data.truncate(Bitmap::vec_len(self.len));
+        if self.len % BITS != 0 {
+            *self.data.last_mut().unwrap() &= (1 << (self.len % BITS)) - 1;
         }
         Some(())
     }
 
+    /// Appends a bitmap to the back.
     pub fn append_bitmap(&mut self, other: &Bitmap) -> &mut Self {
-        if self.len % 8 == 0 {
+        if self.len % BITS == 0 {
             // self is aligned, so just append the bytes
             self.len += other.len();
             self.data.extend_from_slice(&other.bits);
-            self.num_high_bits += other.num_high_bits;
+            self.count_ones += other.count_ones;
         } else {
             for bit in other.iter() {
                 self.append(bit);
@@ -150,7 +161,7 @@ impl BitmapBuilder {
         Bitmap {
             num_bits: self.len(),
             bits: self.data.into(),
-            num_high_bits: self.num_high_bits,
+            count_ones: self.count_ones,
         }
     }
 
@@ -160,69 +171,90 @@ impl BitmapBuilder {
 }
 
 /// An immutable bitmap. Use [`BitmapBuilder`] to build it.
-#[derive(Clone)]
+#[derive(Clone, PartialEq, Eq)]
 pub struct Bitmap {
-    bits: Bytes,
-
     // The useful bits in the bitmap. The total number of bits will usually
     // be larger than the useful bits due to byte-padding.
     num_bits: usize,
 
     // The number of high bits in the bitmap.
-    num_high_bits: usize,
+    count_ones: usize,
+
+    bits: Box<[usize]>,
 }
 
 impl std::fmt::Debug for Bitmap {
     fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
-        write!(f, "[")?;
-        let mut is_first = true;
         for data in self.iter() {
-            if is_first {
-                write!(f, "{}", data)?;
-            } else {
-                write!(f, ", {}", data)?;
-            }
-            is_first = false;
+            write!(f, "{}", if data { '1' } else { '0' })?;
         }
-        write!(f, "]")
+        Ok(())
     }
 }
 
 impl Bitmap {
-    pub fn all_high_bits(num_bits: usize) -> Self {
-        let len = Self::num_bytes(num_bits);
+    /// Creates a new bitmap with all bits set to 0.
+    pub fn zeros(len: usize) -> Self {
+        BitmapBuilder::zeroed(len).finish()
+    }
+
+    /// Creates a new bitmap with all bits set to 1.
+    pub fn ones(num_bits: usize) -> Self {
+        let len = Self::vec_len(num_bits);
+        let mut bits = vec![usize::MAX; len];
+        if num_bits % BITS != 0 {
+            bits[len - 1] &= (1 << (num_bits % BITS)) - 1;
+        }
         Self {
-            bits: vec![0xff; len].into(),
+            bits: bits.into(),
             num_bits,
-            num_high_bits: num_bits,
+            count_ones: num_bits,
         }
     }
 
-    fn from_bytes_with_num_bits(buf: Bytes, num_bits: usize) -> Self {
-        debug_assert!(num_bits <= buf.len() << 3);
-
-        let rem = num_bits % 8;
-
-        let num_high_bits = if rem == 0 {
-            buf.iter().map(|&x| x.count_ones()).sum::<u32>() as usize
-        } else {
-            let (last, prefix) = buf.split_last().unwrap();
-            prefix.iter().map(|&x| x.count_ones()).sum::<u32>() as usize
-                + (last & ((1u8 << rem) - 1)).count_ones() as usize
-        };
-
-        debug_assert!(num_high_bits <= num_bits);
-
+    /// Creates a new bitmap from vector.
+    fn from_vec_with_len(buf: Vec<usize>, num_bits: usize) -> Self {
+        debug_assert_eq!(buf.len(), Self::vec_len(num_bits));
+        let count_ones = buf.iter().map(|&x| x.count_ones()).sum::<u32>() as usize;
+        debug_assert!(count_ones <= num_bits);
         Self {
             num_bits,
-            bits: buf,
-            num_high_bits,
+            bits: buf.into(),
+            count_ones,
         }
     }
 
-    pub fn from_bytes(buf: Bytes) -> Self {
-        let num_bits = buf.len() << 3;
-        Self::from_bytes_with_num_bits(buf, num_bits)
+    /// Creates a new bitmap from bytes.
+    pub fn from_bytes(buf: &[u8]) -> Self {
+        let num_bits = buf.len() * 8;
+        let mut bits = Vec::with_capacity(Self::vec_len(num_bits));
+        let slice = unsafe {
+            bits.set_len(bits.capacity());
+            std::slice::from_raw_parts_mut(bits.as_ptr() as *mut u8, bits.len() * (BITS / 8))
+        };
+        slice[..buf.len()].copy_from_slice(buf);
+        slice[buf.len()..].fill(0);
+        Self::from_vec_with_len(bits, num_bits)
+    }
+
+    /// Creates a new bitmap from a slice of `bool`.
+    pub fn from_bool_slice(bools: &[bool]) -> Self {
+        // use SIMD to speed up
+        use std::simd::ToBitMask;
+        let mut iter = bools.array_chunks::<BITS>();
+        let mut bits = Vec::with_capacity(Self::vec_len(bools.len()));
+        for chunk in iter.by_ref() {
+            let bitmask = std::simd::Mask::<i8, BITS>::from_array(*chunk).to_bitmask() as usize;
+            bits.push(bitmask);
+        }
+        if !iter.remainder().is_empty() {
+            let mut bitmask = 0;
+            for (i, b) in iter.remainder().iter().enumerate() {
+                bitmask |= (*b as usize) << i;
+            }
+            bits.push(bitmask);
+        }
+        Self::from_vec_with_len(bits, bools.len())
     }
 
     /// Return the next set bit index on or after `bit_idx`.
@@ -230,12 +262,14 @@ impl Bitmap {
         (bit_idx..self.len()).find(|&idx| unsafe { self.is_set_unchecked(idx) })
     }
 
-    pub fn num_high_bits(&self) -> usize {
-        self.num_high_bits
+    /// Counts the number of bits set to 1.
+    pub fn count_ones(&self) -> usize {
+        self.count_ones
     }
 
-    fn num_bytes(num_bits: usize) -> usize {
-        num_bits / 8 + usize::from(num_bits % 8 > 0)
+    /// Returns the length of vector to store `num_bits` bits.
+    fn vec_len(num_bits: usize) -> usize {
+        (num_bits + BITS - 1) / BITS
     }
 
     /// Returns the number of valid bits in the bitmap,
@@ -247,26 +281,30 @@ impl Bitmap {
 
     /// Returns true if the `Bitmap` has a length of 0.
     pub fn is_empty(&self) -> bool {
-        self.bits.is_empty()
+        self.num_bits == 0
     }
 
+    /// Returns true if the bit at `idx` is set, without doing bounds checking.
+    ///
     /// # Safety
     ///
-    /// Makes clippy happy.
+    /// Index must be in range.
     pub unsafe fn is_set_unchecked(&self, idx: usize) -> bool {
-        bit_util::get_bit_raw(self.bits.as_ptr(), idx)
+        self.bits.get_unchecked(idx / BITS) & (1 << (idx % BITS)) != 0
     }
 
+    /// Returns true if the bit at `idx` is set.
     pub fn is_set(&self, idx: usize) -> bool {
         assert!(idx < self.len());
         unsafe { self.is_set_unchecked(idx) }
     }
 
-    /// Check if the bitmap is all set to 1.
-    pub fn is_all_set(&self) -> bool {
-        self.num_high_bits == self.len()
+    /// Tests if every bit is set to 1.
+    pub fn all(&self) -> bool {
+        self.count_ones == self.len()
     }
 
+    /// Produces an iterator over each bit.
     pub fn iter(&self) -> BitmapIter<'_> {
         BitmapIter {
             bits: &self.bits,
@@ -275,36 +313,21 @@ impl Bitmap {
         }
     }
 
-    /// Returns an iterator which starts from `offset`.
-    ///
-    /// # Panics
-    /// Panics if `offset > len`.
-    pub fn iter_from(&self, offset: usize) -> BitmapIter<'_> {
-        assert!(offset < self.len());
-        BitmapIter {
-            bits: &self.bits,
-            idx: offset,
-            num_bits: self.num_bits,
-        }
-    }
-
     /// Performs bitwise saturate subtract on two equal-length bitmaps.
     ///
     /// For example, lhs = [01110] and rhs = [00111], then
     /// `bit_saturate_subtract(lhs, rhs)` results in [01000]
-    pub fn bit_saturate_subtract(lhs: &Bitmap, rhs: &Bitmap) -> Bitmap {
-        assert_eq!(lhs.num_bits, rhs.num_bits);
-        let bits = lhs
-            .bits
-            .iter()
-            .zip_eq(rhs.bits.iter())
+    pub fn bit_saturate_subtract(&self, rhs: &Bitmap) -> Bitmap {
+        assert_eq!(self.num_bits, rhs.num_bits);
+        let bits = (self.bits.iter())
+            .zip(rhs.bits.iter())
             .map(|(&a, &b)| (!(a & b)) & a)
             .collect();
-        Bitmap::from_bytes_with_num_bits(bits, lhs.num_bits)
+        Bitmap::from_vec_with_len(bits, self.num_bits)
     }
 
-    /// Returns an iterator which yields the positions of high bits.
-    pub fn ones(&self) -> impl Iterator<Item = usize> + '_ {
+    /// Enumerates the index of each bit set to 1.
+    pub fn iter_ones(&self) -> impl Iterator<Item = usize> + '_ {
         self.iter()
             .enumerate()
             .filter(|(_, bit)| *bit)
@@ -337,7 +360,7 @@ impl Bitmap {
     fn assert_valid(&self) {
         assert_eq!(
             self.iter().map(|x| x as usize).sum::<usize>(),
-            self.num_high_bits
+            self.count_ones
         )
     }
 }
@@ -347,13 +370,11 @@ impl<'a, 'b> BitAnd<&'b Bitmap> for &'a Bitmap {
 
     fn bitand(self, rhs: &'b Bitmap) -> Bitmap {
         assert_eq!(self.num_bits, rhs.num_bits);
-        let bits = self
-            .bits
-            .iter()
-            .zip_eq(rhs.bits.iter())
+        let bits = (self.bits.iter())
+            .zip(rhs.bits.iter())
             .map(|(&a, &b)| a & b)
             .collect();
-        Bitmap::from_bytes_with_num_bits(bits, self.num_bits)
+        Bitmap::from_vec_with_len(bits, self.num_bits)
     }
 }
 
@@ -381,18 +402,28 @@ impl BitAnd for Bitmap {
     }
 }
 
+impl BitAndAssign<&Bitmap> for Bitmap {
+    fn bitand_assign(&mut self, rhs: &Bitmap) {
+        assert_eq!(self.num_bits, rhs.num_bits);
+        let mut count_ones = 0;
+        for (a, &b) in self.bits.iter_mut().zip(rhs.bits.iter()) {
+            *a &= b;
+            count_ones += a.count_ones();
+        }
+        self.count_ones = count_ones as usize;
+    }
+}
+
 impl<'a, 'b> BitOr<&'b Bitmap> for &'a Bitmap {
     type Output = Bitmap;
 
     fn bitor(self, rhs: &'b Bitmap) -> Bitmap {
         assert_eq!(self.num_bits, rhs.num_bits);
-        let bits = self
-            .bits
-            .iter()
-            .zip_eq(rhs.bits.iter())
+        let bits = (self.bits.iter())
+            .zip(rhs.bits.iter())
             .map(|(&a, &b)| a | b)
             .collect();
-        Bitmap::from_bytes_with_num_bits(bits, self.num_bits)
+        Bitmap::from_vec_with_len(bits, self.num_bits)
     }
 }
 
@@ -412,6 +443,24 @@ impl<'b> BitOr<&'b Bitmap> for Bitmap {
     }
 }
 
+impl BitOrAssign<&Bitmap> for Bitmap {
+    fn bitor_assign(&mut self, rhs: &Bitmap) {
+        assert_eq!(self.num_bits, rhs.num_bits);
+        let mut count_ones = 0;
+        for (a, &b) in self.bits.iter_mut().zip(rhs.bits.iter()) {
+            *a |= b;
+            count_ones += a.count_ones();
+        }
+        self.count_ones = count_ones as usize;
+    }
+}
+
+impl BitOrAssign<Bitmap> for Bitmap {
+    fn bitor_assign(&mut self, rhs: Bitmap) {
+        *self |= &rhs;
+    }
+}
+
 impl BitOr for Bitmap {
     type Output = Bitmap;
 
@@ -420,53 +469,68 @@ impl BitOr for Bitmap {
     }
 }
 
+impl BitXor for &Bitmap {
+    type Output = Bitmap;
+
+    fn bitxor(self, rhs: &Bitmap) -> Self::Output {
+        assert_eq!(self.num_bits, rhs.num_bits);
+        let bits = (self.bits.iter())
+            .zip(rhs.bits.iter())
+            .map(|(&a, &b)| a ^ b)
+            .collect();
+        Bitmap::from_vec_with_len(bits, self.num_bits)
+    }
+}
+
 impl<'a> Not for &'a Bitmap {
     type Output = Bitmap;
 
     fn not(self) -> Self::Output {
-        let bits = self.bits.iter().map(|b| !b).collect();
-        Bitmap::from_bytes_with_num_bits(bits, self.num_bits)
+        let mut bits: Vec<usize> = self.bits.iter().map(|b| !b).collect();
+        if self.num_bits % BITS != 0 {
+            bits[self.num_bits / BITS] &= (1 << (self.num_bits % BITS)) - 1;
+        }
+        Bitmap {
+            num_bits: self.num_bits,
+            count_ones: self.num_bits - self.count_ones,
+            bits: bits.into(),
+        }
     }
 }
 
 impl Not for Bitmap {
     type Output = Bitmap;
 
-    fn not(self) -> Self::Output {
-        (&self).not()
+    fn not(mut self) -> Self::Output {
+        self.bits.iter_mut().for_each(|x| *x = !*x);
+        if self.num_bits % BITS != 0 {
+            self.bits[self.num_bits / BITS] &= (1 << (self.num_bits % BITS)) - 1;
+        }
+        self.count_ones = self.num_bits - self.count_ones;
+        self
     }
 }
 
 impl FromIterator<bool> for Bitmap {
     fn from_iter<T: IntoIterator<Item = bool>>(iter: T) -> Self {
-        let iter = iter.into_iter();
-        let mut builder = BitmapBuilder::with_capacity(iter.size_hint().0);
-        for b in iter {
-            builder.append(b);
-        }
-        builder.finish()
+        let vec = iter.into_iter().collect::<Vec<_>>();
+        Self::from_bool_slice(&vec)
     }
 }
 
 impl FromIterator<Option<bool>> for Bitmap {
     fn from_iter<T: IntoIterator<Item = Option<bool>>>(iter: T) -> Self {
-        let iter = iter.into_iter();
-        let mut builder = BitmapBuilder::with_capacity(iter.size_hint().0);
-        for b in iter {
-            builder.append(b.unwrap_or(false));
-        }
-        builder.finish()
+        iter.into_iter().map(|b| b.unwrap_or(false)).collect()
     }
 }
 
 impl Bitmap {
     pub fn to_protobuf(&self) -> ProstBuffer {
-        let last_byte_num_bits = ((self.num_bits % 8) as u8).to_be_bytes();
-        let body = last_byte_num_bits
-            .into_iter()
-            .chain(self.bits.iter().copied())
-            .collect();
-
+        let mut body = Vec::with_capacity((self.num_bits + 7) % 8 + 1);
+        body.push((self.num_bits % 8) as u8);
+        body.extend_from_slice(unsafe {
+            std::slice::from_raw_parts(self.bits.as_ptr() as *const u8, (self.num_bits + 7) / 8)
+        });
         ProstBuffer {
             body,
             compression: CompressionType::None as i32,
@@ -476,31 +540,18 @@ impl Bitmap {
 
 impl From<&ProstBuffer> for Bitmap {
     fn from(buf: &ProstBuffer) -> Self {
-        let last_byte_num_bits = u8::from_be_bytes(buf.body[..1].try_into().unwrap());
-        let bits = Bytes::copy_from_slice(&buf.body[1..]); // TODO: avoid this allocation
-        let num_bits = (bits.len() << 3) - ((8 - last_byte_num_bits) % 8) as usize;
+        let last_byte_num_bits = buf.body[0];
+        let num_bits = ((buf.body.len() - 1) * 8) - ((8 - last_byte_num_bits) % 8) as usize;
 
-        Self::from_bytes_with_num_bits(bits, num_bits)
-    }
-}
-
-impl PartialEq for Bitmap {
-    fn eq(&self, other: &Self) -> bool {
-        // buffer equality considers capacity, but here we want to only compare
-        // actual data contents
-        if self.num_bits != other.num_bits {
-            return false;
-        }
-        // assume unset bits are always 0, and num_bits is always consistent with bits length.
-        // Note: If you new a Buffer without init, the PartialEq may have UB due to uninit mem cuz
-        // we are comparing bytes by bytes instead of bits by bits.
-        let length = (self.num_bits + 7) / 8;
-        self.bits[..length] == other.bits[..length]
+        let mut bitmap = Self::from_bytes(&buf.body[1..]);
+        bitmap.num_bits = num_bits;
+        bitmap
     }
 }
 
+/// Bitmap iterator.
 pub struct BitmapIter<'a> {
-    bits: &'a Bytes,
+    bits: &'a [usize],
     idx: usize,
     num_bits: usize,
 }
@@ -512,16 +563,26 @@ impl<'a> iter::Iterator for BitmapIter<'a> {
         if self.idx >= self.num_bits {
             return None;
         }
-        let b = unsafe { bit_util::get_bit_raw(self.bits.as_ptr(), self.idx) };
+        let b = unsafe { self.bits.get_unchecked(self.idx / BITS) } & (1 << (self.idx % BITS)) != 0;
         self.idx += 1;
         Some(b)
     }
+
+    fn size_hint(&self) -> (usize, Option<usize>) {
+        let remaining = self.num_bits - self.idx;
+        (remaining, Some(remaining))
+    }
+
+    fn nth(&mut self, n: usize) -> Option<Self::Item> {
+        self.idx += n;
+        self.next()
+    }
 }
 
+unsafe impl TrustedLen for BitmapIter<'_> {}
+
 #[cfg(test)]
 mod tests {
-    use itertools::Itertools;
-
     use super::*;
 
     #[test]
@@ -542,10 +603,10 @@ mod tests {
         };
         let byte1 = 0b0101_0110_u8;
         let byte2 = 0b1010_1101_u8;
-        let expected = Bitmap::from_bytes(Bytes::copy_from_slice(&[byte1, byte2]));
+        let expected = Bitmap::from_bytes(&[byte1, byte2]);
         assert_eq!(bitmap1, expected);
         assert_eq!(
-            bitmap1.num_high_bits(),
+            bitmap1.count_ones(),
             (byte1.count_ones() + byte2.count_ones()) as usize
         );
 
@@ -561,16 +622,16 @@ mod tests {
             builder.finish()
         };
         let byte1 = 0b0101_0110_u8;
-        let expected = Bitmap::from_bytes(Bytes::copy_from_slice(&[byte1]));
+        let expected = Bitmap::from_bytes(&[byte1]);
         assert_eq!(bitmap2, expected);
     }
 
     #[test]
     fn test_bitmap_all_high() {
         let num_bits = 3;
-        let bitmap = Bitmap::all_high_bits(num_bits);
+        let bitmap = Bitmap::ones(num_bits);
         assert_eq!(bitmap.len(), num_bits);
-        assert!(bitmap.is_all_set());
+        assert!(bitmap.all());
         for i in 0..num_bits {
             assert!(bitmap.is_set(i));
         }
@@ -631,27 +692,24 @@ mod tests {
 
     #[test]
     fn test_bitwise_or() {
-        let bitmap1 = Bitmap::from_bytes(Bytes::from_static(&[0b01101010]));
-        let bitmap2 = Bitmap::from_bytes(Bytes::from_static(&[0b01001110]));
-        assert_eq!(
-            Bitmap::from_bytes(Bytes::from_static(&[0b01101110])),
-            (bitmap1 | bitmap2)
-        );
+        let bitmap1 = Bitmap::from_bytes(&[0b01101010]);
+        let bitmap2 = Bitmap::from_bytes(&[0b01001110]);
+        assert_eq!(Bitmap::from_bytes(&[0b01101110]), (bitmap1 | bitmap2));
     }
 
     #[test]
     fn test_bitwise_saturate_subtract() {
-        let bitmap1 = Bitmap::from_bytes(Bytes::from_static(&[0b01101010]));
-        let bitmap2 = Bitmap::from_bytes(Bytes::from_static(&[0b01001110]));
+        let bitmap1 = Bitmap::from_bytes(&[0b01101010]);
+        let bitmap2 = Bitmap::from_bytes(&[0b01001110]);
         assert_eq!(
-            Bitmap::from_bytes(Bytes::from_static(&[0b00100000])),
+            Bitmap::from_bytes(&[0b00100000]),
             Bitmap::bit_saturate_subtract(&bitmap1, &bitmap2)
         );
     }
 
     #[test]
     fn test_bitmap_is_set() {
-        let bitmap = Bitmap::from_bytes(Bytes::from_static(&[0b01001010]));
+        let bitmap = Bitmap::from_bytes(&[0b01001010]);
         assert!(!bitmap.is_set(0));
         assert!(bitmap.is_set(1));
         assert!(!bitmap.is_set(2));
@@ -665,7 +723,7 @@ mod tests {
     #[test]
     fn test_bitmap_iter() {
         {
-            let bitmap = Bitmap::from_bytes(Bytes::from_static(&[0b01001010]));
+            let bitmap = Bitmap::from_bytes(&[0b01001010]);
             let mut booleans = vec![];
             for b in bitmap.iter() {
                 booleans.push(b as u8);
@@ -700,7 +758,7 @@ mod tests {
 
     #[test]
     fn test_bitmap_from_protobuf() {
-        let bitmap_bytes = vec![3u8 /* len % 8 */, 0b0101_0010, 0b110];
+        let bitmap_bytes = vec![3u8 /* len % BITS */, 0b0101_0010, 0b110];
         let buf = ProstBuffer {
             body: bitmap_bytes,
             compression: CompressionType::None as _,
@@ -709,70 +767,56 @@ mod tests {
         let actual_bytes: Vec<u8> = bitmap.iter().map(|b| b as u8).collect();
 
         assert_eq!(actual_bytes, vec![0, 1, 0, 0, 1, 0, 1, 0, /*  */ 0, 1, 1]); // in reverse order
-        assert_eq!(bitmap.num_high_bits(), 5);
+        assert_eq!(bitmap.count_ones(), 5);
     }
 
     #[test]
     fn test_bitmap_from_buffer() {
         let byte1 = 0b0110_1010_u8;
         let byte2 = 0b1011_0101_u8;
-        let bitmap = Bitmap::from_bytes(Bytes::from_static(&[0b0110_1010, 0b1011_0101]));
+        let bitmap = Bitmap::from_bytes(&[0b0110_1010, 0b1011_0101]);
         let expected = Bitmap::from_iter(vec![
             false, true, false, true, false, true, true, false, true, false, true, false, true,
             true, false, true,
         ]);
-        let num_high_bits = (byte1.count_ones() + byte2.count_ones()) as usize;
+        let count_ones = (byte1.count_ones() + byte2.count_ones()) as usize;
         assert_eq!(expected, bitmap);
-        assert_eq!(bitmap.num_high_bits(), num_high_bits);
-        assert_eq!(expected.num_high_bits(), num_high_bits);
+        assert_eq!(bitmap.count_ones(), count_ones);
+        assert_eq!(expected.count_ones(), count_ones);
     }
 
     #[test]
     fn test_bitmap_eq() {
-        let b1: Bitmap = (vec![false; 3]).into_iter().collect();
-        let b2: Bitmap = (vec![false; 5]).into_iter().collect();
+        let b1: Bitmap = Bitmap::zeros(3);
+        let b2: Bitmap = Bitmap::zeros(5);
         assert_ne!(b1, b2);
 
-        let b1: Bitmap = [true, false]
-            .iter()
-            .cycle()
-            .cloned()
-            .take(10000)
-            .collect_vec()
-            .into_iter()
-            .collect();
-        let b2: Bitmap = [true, false]
-            .iter()
-            .cycle()
-            .cloned()
-            .take(10000)
-            .collect_vec()
-            .into_iter()
-            .collect();
+        let b1: Bitmap = [true, false].iter().cycle().cloned().take(10000).collect();
+        let b2: Bitmap = [true, false].iter().cycle().cloned().take(10000).collect();
         assert_eq!(b1, b2);
     }
 
     #[test]
     fn test_bitmap_set() {
         let mut b = BitmapBuilder::zeroed(10);
-        assert_eq!(b.num_high_bits, 0);
+        assert_eq!(b.count_ones, 0);
 
         b.set(0, true);
         b.set(7, true);
         b.set(8, true);
         b.set(9, true);
-        assert_eq!(b.num_high_bits, 4);
+        assert_eq!(b.count_ones, 4);
 
         b.set(7, false);
         b.set(8, false);
-        assert_eq!(b.num_high_bits, 2);
+        assert_eq!(b.count_ones, 2);
 
         b.append(true);
         assert_eq!(b.len, 11);
-        assert_eq!(b.num_high_bits, 3);
+        assert_eq!(b.count_ones, 3);
 
         let b = b.finish();
-        assert_eq!(b.bits.to_vec(), &[0b0000_0001, 0b0000_0110]);
+        assert_eq!(&b.bits[..], &[0b0110_0000_0001]);
     }
 
     #[test]
diff --git a/src/common/src/lib.rs b/src/common/src/lib.rs
index be14c811e4017..e4fc4e38aee74 100644
--- a/src/common/src/lib.rs
+++ b/src/common/src/lib.rs
@@ -29,6 +29,10 @@
 #![feature(error_generic_member_access)]
 #![feature(provide_any)]
 #![feature(let_chains)]
+#![feature(return_position_impl_trait_in_trait)]
+#![feature(portable_simd)]
+#![feature(array_chunks)]
+#![allow(incomplete_features)]
 
 #[macro_use]
 pub mod error;
diff --git a/src/common/src/types/chrono_wrapper.rs b/src/common/src/types/chrono_wrapper.rs
index a92a6196e49f1..9253b731c1b26 100644
--- a/src/common/src/types/chrono_wrapper.rs
+++ b/src/common/src/types/chrono_wrapper.rs
@@ -72,39 +72,39 @@ impl Default for NaiveDateTimeWrapper {
 }
 
 impl ToText for NaiveDateWrapper {
-    fn to_text(&self) -> String {
-        self.0.to_string()
+    fn write<W: std::fmt::Write>(&self, f: &mut W) -> std::fmt::Result {
+        write!(f, "{}", self.0)
     }
 
-    fn to_text_with_type(&self, ty: &DataType) -> String {
+    fn write_with_type<W: std::fmt::Write>(&self, ty: &DataType, f: &mut W) -> std::fmt::Result {
         match ty {
-            super::DataType::Date => self.to_text(),
+            super::DataType::Date => self.write(f),
             _ => unreachable!(),
         }
     }
 }
 
 impl ToText for NaiveTimeWrapper {
-    fn to_text(&self) -> String {
-        self.0.to_string()
+    fn write<W: std::fmt::Write>(&self, f: &mut W) -> std::fmt::Result {
+        write!(f, "{}", self.0)
     }
 
-    fn to_text_with_type(&self, ty: &DataType) -> String {
+    fn write_with_type<W: std::fmt::Write>(&self, ty: &DataType, f: &mut W) -> std::fmt::Result {
         match ty {
-            super::DataType::Time => self.to_text(),
+            super::DataType::Time => self.write(f),
             _ => unreachable!(),
         }
     }
 }
 
 impl ToText for NaiveDateTimeWrapper {
-    fn to_text(&self) -> String {
-        self.0.to_string()
+    fn write<W: std::fmt::Write>(&self, f: &mut W) -> std::fmt::Result {
+        write!(f, "{}", self.0)
     }
 
-    fn to_text_with_type(&self, ty: &DataType) -> String {
+    fn write_with_type<W: std::fmt::Write>(&self, ty: &DataType, f: &mut W) -> std::fmt::Result {
         match ty {
-            super::DataType::Timestamp => self.to_text(),
+            super::DataType::Timestamp => self.write(f),
             _ => unreachable!(),
         }
     }
diff --git a/src/common/src/types/decimal.rs b/src/common/src/types/decimal.rs
index 1ea6b6930e8fb..557ebdbcf828b 100644
--- a/src/common/src/types/decimal.rs
+++ b/src/common/src/types/decimal.rs
@@ -27,6 +27,7 @@ use super::to_text::ToText;
 use super::DataType;
 use crate::array::ArrayResult;
 use crate::error::Result as RwResult;
+use crate::types::ordered_float::OrderedFloat;
 use crate::types::Decimal::Normalized;
 
 #[derive(Debug, Copy, parse_display::Display, Clone, PartialEq, Hash, Eq, Ord, PartialOrd)]
@@ -42,13 +43,13 @@ pub enum Decimal {
 }
 
 impl ToText for Decimal {
-    fn to_text(&self) -> String {
-        self.to_string()
+    fn write<W: std::fmt::Write>(&self, f: &mut W) -> std::fmt::Result {
+        write!(f, "{self}")
     }
 
-    fn to_text_with_type(&self, ty: &DataType) -> String {
+    fn write_with_type<W: std::fmt::Write>(&self, ty: &DataType, f: &mut W) -> std::fmt::Result {
         match ty {
-            DataType::Decimal => self.to_text(),
+            DataType::Decimal => self.write(f),
             _ => unreachable!(),
         }
     }
@@ -185,12 +186,15 @@ macro_rules! impl_try_from_decimal {
 }
 
 macro_rules! impl_try_from_float {
-    ($from_ty:ty, $to_ty:ty, $convert:path, $err:expr) => {
-        impl core::convert::TryFrom<$from_ty> for $to_ty {
-            type Error = Error;
-
-            fn try_from(value: $from_ty) -> Result<Self, Self::Error> {
-                $convert(value).ok_or_else(|| Error::from($err))
+    ($from_ty:ty, $to_ty:ty, $convert:path) => {
+        impl core::convert::From<$from_ty> for $to_ty {
+            fn from(value: $from_ty) -> Self {
+                $convert(value).expect("f32/f64 to decimal should not fail")
+            }
+        }
+        impl core::convert::From<OrderedFloat<$from_ty>> for $to_ty {
+            fn from(value: OrderedFloat<$from_ty>) -> Self {
+                $convert(value.0).expect("f32/f64 to decimal should not fail")
             }
         }
     };
@@ -213,18 +217,8 @@ macro_rules! checked_proxy {
 
 impl_try_from_decimal!(Decimal, f32, Decimal::to_f32, "Failed to convert to f32");
 impl_try_from_decimal!(Decimal, f64, Decimal::to_f64, "Failed to convert to f64");
-impl_try_from_float!(
-    f32,
-    Decimal,
-    Decimal::from_f32,
-    "Failed to convert to Decimal"
-);
-impl_try_from_float!(
-    f64,
-    Decimal,
-    Decimal::from_f64,
-    "Failed to convert to Decimal"
-);
+impl_try_from_float!(f32, Decimal, Decimal::from_f32);
+impl_try_from_float!(f64, Decimal, Decimal::from_f64);
 
 impl FromPrimitive for Decimal {
     impl_from_integer!([
@@ -554,18 +548,18 @@ impl Decimal {
         }
     }
 
-    pub fn abs(&self) -> Option<Self> {
+    pub fn abs(&self) -> Self {
         match self {
             Self::Normalized(d) => {
                 if d.is_sign_negative() {
-                    Some(Self::Normalized(-d))
+                    Self::Normalized(-d)
                 } else {
-                    Some(Self::Normalized(*d))
+                    Self::Normalized(*d)
                 }
             }
-            Self::NaN => Some(Self::NaN),
-            Self::PositiveInf => Some(Self::PositiveInf),
-            Self::NegativeInf => Some(Self::PositiveInf),
+            Self::NaN => Self::NaN,
+            Self::PositiveInf => Self::PositiveInf,
+            Self::NegativeInf => Self::PositiveInf,
         }
     }
 }
diff --git a/src/common/src/types/interval.rs b/src/common/src/types/interval.rs
index 5d7a5ae9451b3..a429b9b7782a6 100644
--- a/src/common/src/types/interval.rs
+++ b/src/common/src/types/interval.rs
@@ -14,7 +14,7 @@
 
 use std::cmp::Ordering;
 use std::error::Error;
-use std::fmt::{Display, Formatter, Write as _};
+use std::fmt::{Display, Formatter};
 use std::hash::{Hash, Hasher};
 use std::io::Write;
 use std::ops::{Add, Neg, Sub};
@@ -25,7 +25,6 @@ use bytes::BytesMut;
 use num_traits::{CheckedAdd, CheckedSub, Zero};
 use postgres_types::{to_sql_checked, FromSql};
 use risingwave_pb::data::IntervalUnit as IntervalUnitProto;
-use smallvec::SmallVec;
 
 use super::ops::IsNegative;
 use super::to_binary::ToBinary;
@@ -645,13 +644,13 @@ impl Neg for IntervalUnit {
 }
 
 impl ToText for crate::types::IntervalUnit {
-    fn to_text(&self) -> String {
-        self.to_string()
+    fn write<W: std::fmt::Write>(&self, f: &mut W) -> std::fmt::Result {
+        write!(f, "{self}")
     }
 
-    fn to_text_with_type(&self, ty: &DataType) -> String {
+    fn write_with_type<W: std::fmt::Write>(&self, ty: &DataType, f: &mut W) -> std::fmt::Result {
         match ty {
-            DataType::Interval => self.to_string(),
+            DataType::Interval => self.write(f),
             _ => unreachable!(),
         }
     }
@@ -662,37 +661,47 @@ impl Display for IntervalUnit {
         let years = self.months / 12;
         let months = self.months % 12;
         let days = self.days;
-        let mut v = SmallVec::<[String; 4]>::new();
+        let mut space = false;
+        let mut write = |arg: std::fmt::Arguments<'_>| {
+            if space {
+                write!(f, " ")?;
+            }
+            write!(f, "{arg}")?;
+            space = true;
+            Ok(())
+        };
         if years == 1 {
-            v.push(format!("{years} year"));
+            write(format_args!("{years} year"))?;
         } else if years != 0 {
-            v.push(format!("{years} years"));
+            write(format_args!("{years} years"))?;
         }
         if months == 1 {
-            v.push(format!("{months} mon"));
+            write(format_args!("{months} mon"))?;
         } else if months != 0 {
-            v.push(format!("{months} mons"));
+            write(format_args!("{months} mons"))?;
         }
         if days == 1 {
-            v.push(format!("{days} day"));
+            write(format_args!("{days} day"))?;
         } else if days != 0 {
-            v.push(format!("{days} days"));
+            write(format_args!("{days} days"))?;
         }
         if self.ms != 0 || self.months == 0 && self.days == 0 {
             let hours = self.ms / 1000 / 3600;
             let minutes = (self.ms / 1000 / 60) % 60;
             let seconds = self.ms % 60000 / 1000;
             let secs_fract = self.ms % 1000;
-            let mut format_time = format!("{hours:0>2}:{minutes:0>2}:{seconds:0>2}");
+            write(format_args!("{hours:0>2}:{minutes:0>2}:{seconds:0>2}"))?;
             if secs_fract != 0 {
-                write!(format_time, ".{:03}", secs_fract)?;
-                while format_time.ends_with('0') {
-                    format_time.pop();
-                }
+                let mut buf = [0u8; 4];
+                write!(buf.as_mut_slice(), ".{:03}", secs_fract).unwrap();
+                write!(
+                    f,
+                    "{}",
+                    std::str::from_utf8(&buf).unwrap().trim_end_matches('0')
+                )?;
             }
-            v.push(format_time);
         }
-        Display::fmt(&v.join(" "), f)
+        Ok(())
     }
 }
 
diff --git a/src/common/src/types/ordered_float.rs b/src/common/src/types/ordered_float.rs
index af94a27588c3a..e8296c3b4e07f 100644
--- a/src/common/src/types/ordered_float.rs
+++ b/src/common/src/types/ordered_float.rs
@@ -41,7 +41,6 @@
 //! Wrappers for total order on Floats.  See the [`OrderedFloat`] docs for details.
 
 use core::cmp::Ordering;
-use core::convert::TryFrom;
 use core::fmt;
 use core::hash::{Hash, Hasher};
 use core::iter::{Product, Sum};
@@ -1063,24 +1062,6 @@ mod impl_as_primitive {
 mod impl_from {
     use super::*;
 
-    macro_rules! impl_try_from_for {
-        ($ty:ty) => {
-            impl<F> TryFrom<OrderedFloat<F>> for $ty
-            where
-                F: 'static + Float,
-                Self: TryFrom<F>,
-            {
-                type Error = <Self as TryFrom<F>>::Error;
-
-                fn try_from(value: OrderedFloat<F>) -> Result<Self, Self::Error> {
-                    TryFrom::try_from(value.0)
-                }
-            }
-        };
-    }
-
-    impl_try_from_for!(crate::types::Decimal);
-
     macro_rules! impl_from_for {
         ($ty:ty) => {
             impl<F> From<OrderedFloat<F>> for $ty
diff --git a/src/common/src/types/to_text.rs b/src/common/src/types/to_text.rs
index 3bb7aec8f7d46..18dbec56afd0f 100644
--- a/src/common/src/types/to_text.rs
+++ b/src/common/src/types/to_text.rs
@@ -12,17 +12,27 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use std::fmt::Write;
+use std::fmt::{Result, Write};
 use std::num::FpCategory;
 
 use chrono::{TimeZone, Utc};
-use num_traits::ToPrimitive;
 
 use super::{DataType, DatumRef, ScalarRefImpl};
+use crate::for_all_scalar_variants;
 
 // Used to convert ScalarRef to text format
 pub trait ToText {
-    fn to_text_with_type(&self, ty: &DataType) -> String;
+    /// Write the text to the writer.
+    fn write<W: Write>(&self, f: &mut W) -> Result;
+
+    fn write_with_type<W: Write>(&self, _ty: &DataType, f: &mut W) -> Result;
+
+    fn to_text_with_type(&self, ty: &DataType) -> String {
+        let mut s = String::new();
+        self.write_with_type(ty, &mut s).unwrap();
+        s
+    }
+
     /// `to_text` is a special version of `to_text_with_type`, it convert the scalar to default type
     /// text. E.g. for Int64, it will convert to text as a Int64 type.
     /// We should prefer to use `to_text_with_type` because it's more clear and readable.
@@ -46,19 +56,23 @@ pub trait ToText {
     ///
     /// Exception:
     /// The scalar of `DataType::Timestampz` is the `ScalarRefImpl::Int64`.
-    fn to_text(&self) -> String;
+    fn to_text(&self) -> String {
+        let mut s = String::new();
+        self.write(&mut s).unwrap();
+        s
+    }
 }
 
 macro_rules! implement_using_to_string {
     ($({ $scalar_type:ty , $data_type:ident} ),*) => {
         $(
             impl ToText for $scalar_type {
-                fn to_text(&self) -> String {
-                    self.to_string()
+                fn write<W: Write>(&self, f: &mut W) -> Result {
+                    write!(f, "{self}")
                 }
-                fn to_text_with_type(&self, ty: &DataType) -> String {
+                fn write_with_type<W: Write>(&self, ty: &DataType, f: &mut W) -> Result {
                     match ty {
-                        DataType::$data_type => self.to_text(),
+                        DataType::$data_type => self.write(f),
                         _ => unreachable!(),
                     }
                 }
@@ -71,12 +85,12 @@ macro_rules! implement_using_itoa {
     ($({ $scalar_type:ty , $data_type:ident} ),*) => {
         $(
             impl ToText for $scalar_type {
-                fn to_text(&self) -> String {
-                    itoa::Buffer::new().format(*self).to_owned()
+                fn write<W: Write>(&self, f: &mut W) -> Result {
+                    write!(f, "{}", itoa::Buffer::new().format(*self))
                 }
-                fn to_text_with_type(&self, ty:&DataType) -> String {
+                fn write_with_type<W: Write>(&self, ty: &DataType, f: &mut W) -> Result {
                     match ty {
-                        DataType::$data_type => self.to_text(),
+                        DataType::$data_type => self.write(f),
                         _ => unreachable!(),
                     }
                 }
@@ -96,49 +110,44 @@ implement_using_itoa! {
 }
 
 macro_rules! implement_using_ryu {
-    ($({ $scalar_type:ty, $to_std_type:ident, $data_type:ident } ),*) => {
+    ($({ $scalar_type:ty, $data_type:ident } ),*) => {
             $(
             impl ToText for $scalar_type {
-                fn to_text(&self) -> String {
+                fn write<W: Write>(&self, f: &mut W) -> Result {
                     match self.classify() {
-                        FpCategory::Infinite if self.is_sign_negative() => "-Infinity".to_owned(),
-                        FpCategory::Infinite => "Infinity".to_owned(),
-                        FpCategory::Zero if self.is_sign_negative() => "-0".to_owned(),
-                        FpCategory::Nan => "NaN".to_owned(),
-                        _ => match self.$to_std_type() {
-                            Some(v) => {
-                                let mut buf = ryu::Buffer::new();
-                                let mut s = buf.format_finite(v);
-                                if let Some(trimmed) = s.strip_suffix(".0") {
-                                    s = trimmed;
+                        FpCategory::Infinite if self.is_sign_negative() => write!(f, "-Infinity"),
+                        FpCategory::Infinite => write!(f, "Infinity"),
+                        FpCategory::Zero if self.is_sign_negative() => write!(f, "-0"),
+                        FpCategory::Nan => write!(f, "NaN"),
+                        _ => {
+                            let mut buf = ryu::Buffer::new();
+                            let mut s = buf.format_finite(self.0);
+                            if let Some(trimmed) = s.strip_suffix(".0") {
+                                s = trimmed;
+                            }
+                            if let Some(mut idx) = s.as_bytes().iter().position(|x| *x == b'e') {
+                                idx += 1;
+                                write!(f, "{}", &s[..idx])?;
+                                if s.as_bytes()[idx] == b'-' {
+                                    write!(f, "-")?;
+                                    idx += 1;
+                                } else {
+                                    write!(f, "+")?;
                                 }
-                                let mut s_chars = s.chars().peekable();
-                                let mut s_owned = s.to_owned();
-                                let mut index = 0;
-                                while let Some(c) = s_chars.next() {
-                                    index += 1;
-                                    if c == 'e' {
-                                        if s_chars.peek() != Some(&'-') {
-                                            s_owned.insert(index, '+');
-                                        } else {
-                                            index += 1;
-                                        }
-
-                                        if index + 1 == s.len() {
-                                            s_owned.insert(index,'0');
-                                        }
-                                        break;
-                                    }
+                                if idx + 1 == s.len() {
+                                    write!(f, "0")?;
                                 }
-                                s_owned
+                                write!(f, "{}", &s[idx..])?;
+                            } else {
+                                write!(f, "{}", s)?;
                             }
-                            None => "NaN".to_owned(),
-                        },
+                            Ok(())
+                        }
                     }
                 }
-                fn to_text_with_type(&self, ty: &DataType) -> String {
+                fn write_with_type<W: Write>(&self, ty: &DataType, f: &mut W) -> Result {
                     match ty {
-                        DataType::$data_type => self.to_text(),
+                        DataType::$data_type => self.write(f),
                         _ => unreachable!(),
                     }
                 }
@@ -148,18 +157,18 @@ macro_rules! implement_using_ryu {
 }
 
 implement_using_ryu! {
-    { crate::types::OrderedF32, to_f32,Float32 },
-    { crate::types::OrderedF64, to_f64,Float64 }
+    { crate::types::OrderedF32, Float32 },
+    { crate::types::OrderedF64, Float64 }
 }
 
 impl ToText for i64 {
-    fn to_text(&self) -> String {
-        self.to_string()
+    fn write<W: Write>(&self, f: &mut W) -> Result {
+        write!(f, "{self}")
     }
 
-    fn to_text_with_type(&self, ty: &DataType) -> String {
+    fn write_with_type<W: Write>(&self, ty: &DataType, f: &mut W) -> Result {
         match ty {
-            DataType::Int64 => self.to_text(),
+            DataType::Int64 => self.write(f),
             DataType::Timestampz => {
                 // Just a meaningful representation as placeholder. The real implementation depends
                 // on TimeZone from session. See #3552.
@@ -168,7 +177,8 @@ impl ToText for i64 {
                 let instant = Utc.timestamp_opt(secs, nsecs as u32).unwrap();
                 // PostgreSQL uses a space rather than `T` to separate the date and time.
                 // https://www.postgresql.org/docs/current/datatype-datetime.html#DATATYPE-DATETIME-OUTPUT
-                instant.format("%Y-%m-%d %H:%M:%S%.f%:z").to_string()
+                // same as `instant.format("%Y-%m-%d %H:%M:%S%.f%:z")` but faster
+                write!(f, "{}+00:00", instant.naive_local())
             }
             _ => unreachable!(),
         }
@@ -176,91 +186,66 @@ impl ToText for i64 {
 }
 
 impl ToText for bool {
-    fn to_text(&self) -> String {
+    fn write<W: Write>(&self, f: &mut W) -> Result {
         if *self {
-            "t".to_string()
+            write!(f, "t")
         } else {
-            "f".to_string()
+            write!(f, "f")
         }
     }
 
-    fn to_text_with_type(&self, ty: &DataType) -> String {
+    fn write_with_type<W: Write>(&self, ty: &DataType, f: &mut W) -> Result {
         match ty {
-            DataType::Boolean => self.to_text(),
+            DataType::Boolean => self.write(f),
             _ => unreachable!(),
         }
     }
 }
 
 impl ToText for &[u8] {
-    fn to_text(&self) -> String {
-        let mut s = String::with_capacity(2 + 2 * self.len());
-        write!(s, "\\x{}", hex::encode(self)).unwrap();
-        s
+    fn write<W: Write>(&self, f: &mut W) -> Result {
+        write!(f, "\\x{}", hex::encode(self))
     }
 
-    fn to_text_with_type(&self, ty: &DataType) -> String {
+    fn write_with_type<W: Write>(&self, ty: &DataType, f: &mut W) -> Result {
         match ty {
-            DataType::Bytea => self.to_text(),
+            DataType::Bytea => self.write(f),
             _ => unreachable!(),
         }
     }
 }
 
-impl ToText for ScalarRefImpl<'_> {
-    fn to_text(&self) -> String {
-        match self {
-            ScalarRefImpl::Bool(b) => b.to_text(),
-            ScalarRefImpl::Int16(i) => i.to_text(),
-            ScalarRefImpl::Int32(i) => i.to_text(),
-            ScalarRefImpl::Int64(i) => i.to_text(),
-            ScalarRefImpl::Float32(f) => f.to_text(),
-            ScalarRefImpl::Float64(f) => f.to_text(),
-            ScalarRefImpl::Decimal(d) => d.to_text(),
-            ScalarRefImpl::Interval(i) => i.to_text(),
-            ScalarRefImpl::NaiveDate(d) => d.to_text(),
-            ScalarRefImpl::NaiveTime(t) => t.to_text(),
-            ScalarRefImpl::NaiveDateTime(dt) => dt.to_text(),
-            ScalarRefImpl::List(l) => l.to_text(),
-            ScalarRefImpl::Struct(s) => s.to_text(),
-            ScalarRefImpl::Utf8(v) => v.to_text(),
-            ScalarRefImpl::Bytea(v) => v.to_text(),
-        }
-    }
+macro_rules! impl_totext_for_scalar {
+    ($({ $variant_name:ident, $suffix_name:ident, $scalar:ty, $scalar_ref:ty }),*) => {
+        impl ToText for ScalarRefImpl<'_> {
+            fn write<W: Write>(&self, f: &mut W) -> Result {
+                match self {
+                    $(ScalarRefImpl::$variant_name(v) => v.write(f),)*
+                }
+            }
 
-    fn to_text_with_type(&self, ty: &DataType) -> String {
-        match self {
-            ScalarRefImpl::Bool(b) => b.to_text_with_type(ty),
-            ScalarRefImpl::Int16(i) => i.to_text_with_type(ty),
-            ScalarRefImpl::Int32(i) => i.to_text_with_type(ty),
-            ScalarRefImpl::Int64(i) => i.to_text_with_type(ty),
-            ScalarRefImpl::Float32(f) => f.to_text_with_type(ty),
-            ScalarRefImpl::Float64(f) => f.to_text_with_type(ty),
-            ScalarRefImpl::Decimal(d) => d.to_text_with_type(ty),
-            ScalarRefImpl::Interval(i) => i.to_text_with_type(ty),
-            ScalarRefImpl::NaiveDate(d) => d.to_text_with_type(ty),
-            ScalarRefImpl::NaiveTime(t) => t.to_text_with_type(ty),
-            ScalarRefImpl::NaiveDateTime(dt) => dt.to_text_with_type(ty),
-            ScalarRefImpl::List(l) => l.to_text_with_type(ty),
-            ScalarRefImpl::Struct(s) => s.to_text_with_type(ty),
-            ScalarRefImpl::Utf8(v) => v.to_text_with_type(ty),
-            ScalarRefImpl::Bytea(v) => v.to_text_with_type(ty),
+            fn write_with_type<W: Write>(&self, ty: &DataType, f: &mut W) -> Result {
+                match self {
+                    $(ScalarRefImpl::$variant_name(v) => v.write_with_type(ty, f),)*
+                }
+            }
         }
-    }
+    };
 }
+for_all_scalar_variants! { impl_totext_for_scalar }
 
 impl ToText for DatumRef<'_> {
-    fn to_text(&self) -> String {
+    fn write<W: Write>(&self, f: &mut W) -> Result {
         match self {
-            Some(data) => data.to_text(),
-            None => "NULL".to_string(),
+            Some(data) => data.write(f),
+            None => write!(f, "NULL"),
         }
     }
 
-    fn to_text_with_type(&self, ty: &DataType) -> String {
+    fn write_with_type<W: Write>(&self, ty: &DataType, f: &mut W) -> Result {
         match self {
-            Some(data) => data.to_text_with_type(ty),
-            None => "NULL".to_string(),
+            Some(data) => data.write_with_type(ty, f),
+            None => write!(f, "NULL"),
         }
     }
 }
diff --git a/src/common/src/util/addr.rs b/src/common/src/util/addr.rs
index 922f149c9f8c4..50ee49e429c01 100644
--- a/src/common/src/util/addr.rs
+++ b/src/common/src/util/addr.rs
@@ -16,9 +16,16 @@ use std::net::SocketAddr;
 use std::str::FromStr;
 
 use risingwave_pb::common::HostAddress as ProstHostAddress;
+use risingwave_pb::meta::MetaLeaderInfo;
 
 use crate::error::{internal_error, Result};
 
+pub fn leader_info_to_host_addr(mli: MetaLeaderInfo) -> HostAddr {
+    mli.node_address
+        .parse::<HostAddr>()
+        .expect("invalid leader addr")
+}
+
 /// General host address and port.
 #[derive(Debug, Clone, PartialEq, Eq, Hash)]
 pub struct HostAddr {
@@ -31,7 +38,6 @@ impl std::fmt::Display for HostAddr {
         write!(f, "{}:{}", self.host, self.port)
     }
 }
-
 impl From<SocketAddr> for HostAddr {
     fn from(addr: SocketAddr) -> Self {
         HostAddr {
diff --git a/src/common/src/util/bit_util.rs b/src/common/src/util/bit_util.rs
deleted file mode 100644
index 56488ea9f2e71..0000000000000
--- a/src/common/src/util/bit_util.rs
+++ /dev/null
@@ -1,338 +0,0 @@
-// Copyright 2022 Singularity Data
-//
-// Licensed under the Apache License, Version 2.0 (the "License");
-// you may not use this file except in compliance with the License.
-// You may obtain a copy of the License at
-//
-// http://www.apache.org/licenses/LICENSE-2.0
-//
-// Unless required by applicable law or agreed to in writing, software
-// distributed under the License is distributed on an "AS IS" BASIS,
-// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-// See the License for the specific language governing permissions and
-// limitations under the License.
-
-// Licensed to the Apache Software Foundation (ASF) under one
-// or more contributor license agreements.  See the NOTICE file
-// distributed with this work for additional information
-// regarding copyright ownership.  The ASF licenses this file
-// to you under the Apache License, Version 2.0 (the
-// "License"); you may not use this file except in compliance
-// with the License.  You may obtain a copy of the License at
-//
-//   http://www.apache.org/licenses/LICENSE-2.0
-//
-// Unless required by applicable law or agreed to in writing,
-// software distributed under the License is distributed on an
-// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
-// KIND, either express or implied.  See the License for the
-// specific language governing permissions and limitations
-// under the License.
-
-//! Utils for working with bits
-//! Adapted from [arrow-rs]([arrow-rs](https://github.com/apache/arrow-rs/blob/master/parquet/src/util/bit_util.rs) (commit `75432ed`).)
-
-#[cfg(feature = "simd")]
-use packed_simd::u8x64;
-
-const BIT_MASK: [u8; 8] = [1, 2, 4, 8, 16, 32, 64, 128];
-const UNSET_BIT_MASK: [u8; 8] = [
-    255 - 1,
-    255 - 2,
-    255 - 4,
-    255 - 8,
-    255 - 16,
-    255 - 32,
-    255 - 64,
-    255 - 128,
-];
-
-/// Returns the nearest number that is `>=` than `num` and is a multiple of 64
-#[inline]
-pub fn round_upto_multiple_of_64(num: usize) -> usize {
-    round_upto_power_of_2(num, 64)
-}
-
-/// Returns the nearest multiple of `factor` that is `>=` than `num`. Here `factor` must
-/// be a power of 2.
-pub fn round_upto_power_of_2(num: usize, factor: usize) -> usize {
-    debug_assert!(factor > 0 && (factor & (factor - 1)) == 0);
-    (num + (factor - 1)) & !(factor - 1)
-}
-
-/// Returns whether bit at position `i` in `data` is set or not
-#[inline]
-pub fn get_bit(data: &[u8], i: usize) -> bool {
-    (data[i >> 3] & BIT_MASK[i & 7]) != 0
-}
-
-/// Returns whether bit at position `i` in `data` is set or not.
-///
-/// # Safety
-///
-/// Note this doesn't do any bound checking, for performance reason. The caller is
-/// responsible to guarantee that `i` is within bounds.
-#[inline]
-pub unsafe fn get_bit_raw(data: *const u8, i: usize) -> bool {
-    (*data.add(i >> 3) & BIT_MASK[i & 7]) != 0
-}
-
-/// Sets bit at position `i` for `data` to 1
-#[inline]
-pub fn set_bit(data: &mut [u8], i: usize) {
-    data[i >> 3] |= BIT_MASK[i & 7];
-}
-
-/// Sets bit at position `i` for `data`
-///
-/// # Safety
-///
-/// Note this doesn't do any bound checking, for performance reason. The caller is
-/// responsible to guarantee that `i` is within bounds.
-#[inline]
-pub unsafe fn set_bit_raw(data: *mut u8, i: usize) {
-    *data.add(i >> 3) |= BIT_MASK[i & 7];
-}
-
-/// Sets bit at position `i` for `data` to 0
-#[inline]
-pub fn unset_bit(data: &mut [u8], i: usize) {
-    data[i >> 3] &= UNSET_BIT_MASK[i & 7];
-}
-
-/// Sets bit at position `i` for `data` to 0
-///
-/// # Safety
-///
-/// Note this doesn't do any bound checking, for performance reason. The caller is
-/// responsible to guarantee that `i` is within bounds.
-#[inline]
-pub unsafe fn unset_bit_raw(data: *mut u8, i: usize) {
-    *data.add(i >> 3) &= UNSET_BIT_MASK[i & 7];
-}
-
-/// Returns the ceil of `value`/`divisor`
-#[inline]
-pub fn ceil(value: usize, divisor: usize) -> usize {
-    let (quot, rem) = (value / divisor, value % divisor);
-    if rem > 0 && divisor > 0 {
-        quot + 1
-    } else {
-        quot
-    }
-}
-
-/// Performs SIMD bitwise binary operations.
-///
-/// # Safety
-///
-/// Note that each slice should be 64 bytes and it is the callers responsibility to ensure
-/// that this is the case.  If passed slices larger than 64 bytes the operation will only
-/// be performed on the first 64 bytes.  Slices less than 64 bytes will panic.
-#[cfg(feature = "simd")]
-pub unsafe fn bitwise_bin_op_simd<F>(left: &[u8], right: &[u8], result: &mut [u8], op: F)
-where
-    F: Fn(u8x64, u8x64) -> u8x64,
-{
-    let left_simd = u8x64::from_slice_unaligned_unchecked(left);
-    let right_simd = u8x64::from_slice_unaligned_unchecked(right);
-    let simd_result = op(left_simd, right_simd);
-    simd_result.write_to_slice_unaligned_unchecked(result);
-}
-
-#[cfg(all(test, feature = "test_utils"))]
-mod tests {
-    use std::collections::HashSet;
-
-    use rand::Rng;
-
-    use super::*;
-    use crate::util::test_util::seedable_rng;
-
-    #[test]
-    fn test_round_upto_multiple_of_64() {
-        assert_eq!(0, round_upto_multiple_of_64(0));
-        assert_eq!(64, round_upto_multiple_of_64(1));
-        assert_eq!(64, round_upto_multiple_of_64(63));
-        assert_eq!(64, round_upto_multiple_of_64(64));
-        assert_eq!(128, round_upto_multiple_of_64(65));
-        assert_eq!(192, round_upto_multiple_of_64(129));
-    }
-
-    #[test]
-    fn test_get_bit() {
-        // 00001101
-        assert!(get_bit(&[0b00001101], 0));
-        assert!(!get_bit(&[0b00001101], 1));
-        assert!(get_bit(&[0b00001101], 2));
-        assert!(get_bit(&[0b00001101], 3));
-
-        // 01001001 01010010
-        assert!(get_bit(&[0b01001001, 0b01010010], 0));
-        assert!(!get_bit(&[0b01001001, 0b01010010], 1));
-        assert!(!get_bit(&[0b01001001, 0b01010010], 2));
-        assert!(get_bit(&[0b01001001, 0b01010010], 3));
-        assert!(!get_bit(&[0b01001001, 0b01010010], 4));
-        assert!(!get_bit(&[0b01001001, 0b01010010], 5));
-        assert!(get_bit(&[0b01001001, 0b01010010], 6));
-        assert!(!get_bit(&[0b01001001, 0b01010010], 7));
-        assert!(!get_bit(&[0b01001001, 0b01010010], 8));
-        assert!(get_bit(&[0b01001001, 0b01010010], 9));
-        assert!(!get_bit(&[0b01001001, 0b01010010], 10));
-        assert!(!get_bit(&[0b01001001, 0b01010010], 11));
-        assert!(get_bit(&[0b01001001, 0b01010010], 12));
-        assert!(!get_bit(&[0b01001001, 0b01010010], 13));
-        assert!(get_bit(&[0b01001001, 0b01010010], 14));
-        assert!(!get_bit(&[0b01001001, 0b01010010], 15));
-    }
-
-    #[test]
-    fn test_get_bit_raw() {
-        const NUM_BYTE: usize = 10;
-        let mut buf = vec![0; NUM_BYTE];
-        let mut expected = vec![];
-        let mut rng = seedable_rng();
-        for i in 0..8 * NUM_BYTE {
-            let b = rng.gen_bool(0.5);
-            expected.push(b);
-            if b {
-                set_bit(&mut buf[..], i)
-            }
-        }
-
-        let raw_ptr = buf.as_ptr();
-        for (i, b) in expected.iter().enumerate() {
-            unsafe {
-                assert_eq!(*b, get_bit_raw(raw_ptr, i));
-            }
-        }
-    }
-
-    #[test]
-    fn test_set_bit() {
-        let mut b = [0b00000010];
-        set_bit(&mut b, 0);
-        assert_eq!([0b00000011], b);
-        set_bit(&mut b, 1);
-        assert_eq!([0b00000011], b);
-        set_bit(&mut b, 7);
-        assert_eq!([0b10000011], b);
-    }
-
-    #[test]
-    fn test_unset_bit() {
-        let mut b = [0b11111101];
-        unset_bit(&mut b, 0);
-        assert_eq!([0b11111100], b);
-        unset_bit(&mut b, 1);
-        assert_eq!([0b11111100], b);
-        unset_bit(&mut b, 7);
-        assert_eq!([0b01111100], b);
-    }
-
-    #[test]
-    fn test_set_bit_raw() {
-        const NUM_BYTE: usize = 10;
-        let mut buf = vec![0; NUM_BYTE];
-        let mut expected = vec![];
-        let mut rng = seedable_rng();
-        for i in 0..8 * NUM_BYTE {
-            let b = rng.gen_bool(0.5);
-            expected.push(b);
-            if b {
-                unsafe {
-                    set_bit_raw(buf.as_mut_ptr(), i);
-                }
-            }
-        }
-
-        let raw_ptr = buf.as_ptr();
-        for (i, b) in expected.iter().enumerate() {
-            unsafe {
-                assert_eq!(*b, get_bit_raw(raw_ptr, i));
-            }
-        }
-    }
-
-    #[test]
-    fn test_unset_bit_raw() {
-        const NUM_BYTE: usize = 10;
-        let mut buf = vec![255; NUM_BYTE];
-        let mut expected = vec![];
-        let mut rng = seedable_rng();
-        for i in 0..8 * NUM_BYTE {
-            let b = rng.gen_bool(0.5);
-            expected.push(b);
-            if !b {
-                unsafe {
-                    unset_bit_raw(buf.as_mut_ptr(), i);
-                }
-            }
-        }
-
-        let raw_ptr = buf.as_ptr();
-        for (i, b) in expected.iter().enumerate() {
-            unsafe {
-                assert_eq!(*b, get_bit_raw(raw_ptr, i));
-            }
-        }
-    }
-
-    #[test]
-    fn test_get_set_bit_roundtrip() {
-        const NUM_BYTES: usize = 10;
-        const NUM_SETS: usize = 10;
-
-        let mut buffer: [u8; NUM_BYTES * 8] = [0; NUM_BYTES * 8];
-        let mut v = HashSet::new();
-        let mut rng = seedable_rng();
-        for _ in 0..NUM_SETS {
-            let offset = rng.gen_range(0..8 * NUM_BYTES);
-            v.insert(offset);
-            set_bit(&mut buffer[..], offset);
-        }
-        for i in 0..NUM_BYTES * 8 {
-            assert_eq!(v.contains(&i), get_bit(&buffer[..], i));
-        }
-    }
-
-    #[test]
-    #[cfg(all(any(target_arch = "x86", target_arch = "x86_64")))]
-    fn test_ceil() {
-        assert_eq!(ceil(0, 1), 0);
-        assert_eq!(ceil(1, 1), 1);
-        assert_eq!(ceil(1, 2), 1);
-        assert_eq!(ceil(1, 8), 1);
-        assert_eq!(ceil(7, 8), 1);
-        assert_eq!(ceil(8, 8), 1);
-        assert_eq!(ceil(9, 8), 2);
-        assert_eq!(ceil(9, 9), 1);
-        assert_eq!(ceil(10000000000, 10), 1000000000);
-        assert_eq!(ceil(10, 10000000000), 1);
-        assert_eq!(ceil(10000000000, 1000000000), 10);
-    }
-
-    #[test]
-    #[cfg(feature = "simd")]
-    fn test_bitwise_and_simd() {
-        let buf1 = [0b00110011u8; 64];
-        let buf2 = [0b11110000u8; 64];
-        let mut buf3 = [0b00000000; 64];
-        unsafe { bitwise_bin_op_simd(&buf1, &buf2, &mut buf3, |a, b| a & b) };
-        for i in buf3.iter() {
-            assert_eq!(&0b00110000u8, i);
-        }
-    }
-
-    #[test]
-    #[cfg(feature = "simd")]
-    fn test_bitwise_or_simd() {
-        let buf1 = [0b00110011u8; 64];
-        let buf2 = [0b11110000u8; 64];
-        let mut buf3 = [0b00000000; 64];
-        unsafe { bitwise_bin_op_simd(&buf1, &buf2, &mut buf3, |a, b| a | b) };
-        for i in buf3.iter() {
-            assert_eq!(&0b11110011u8, i);
-        }
-    }
-}
diff --git a/src/common/src/util/chunk_coalesce.rs b/src/common/src/util/chunk_coalesce.rs
index 1bd358ed67ce3..aa9c4b7305092 100644
--- a/src/common/src/util/chunk_coalesce.rs
+++ b/src/common/src/util/chunk_coalesce.rs
@@ -12,9 +12,9 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
+use std::iter::FusedIterator;
 use std::mem::swap;
 
-use futures_async_stream::stream;
 use itertools::Itertools;
 
 use crate::array::column::Column;
@@ -71,7 +71,7 @@ impl DataChunkBuilder {
     /// If number of `batch_size` rows reached, it's returned as the second value of tuple.
     /// Otherwise it's `None`.
     #[must_use]
-    pub fn append_chunk(
+    fn append_chunk_inner(
         &mut self,
         input_chunk: SlicedDataChunk,
     ) -> (Option<SlicedDataChunk>, Option<DataChunk>) {
@@ -80,7 +80,7 @@ impl DataChunkBuilder {
         let mut new_return_offset = input_chunk.offset;
         match input_chunk.data_chunk.visibility() {
             Some(vis) => {
-                for vis in vis.iter_from(input_chunk.offset) {
+                for vis in vis.iter().skip(input_chunk.offset) {
                     new_return_offset += 1;
                     if !vis {
                         continue;
@@ -122,6 +122,16 @@ impl DataChunkBuilder {
         (returned_input_chunk, output_chunk)
     }
 
+    /// Returns an iterator that yields data chunks during appending the whole input data chunk. The
+    /// iterator must be fully consumed to ensure all data is appended.
+    #[must_use]
+    pub fn append_chunk(&mut self, data_chunk: DataChunk) -> AppendDataChunk<'_> {
+        AppendDataChunk {
+            builder: self,
+            remaining: Some(SlicedDataChunk::new_checked(data_chunk)),
+        }
+    }
+
     /// Returns all data in current buffer.
     ///
     /// If `buffered_count` is 0, `None` is returned.
@@ -218,28 +228,30 @@ impl DataChunkBuilder {
     pub fn data_types(&self) -> Vec<DataType> {
         self.data_types.clone()
     }
+}
 
-    #[stream(boxed, item = DataChunk)]
-    pub async fn trunc_data_chunk(&mut self, data_chunk: DataChunk) {
-        let mut sliced_data_chunk = SlicedDataChunk::new_checked(data_chunk);
-        loop {
-            let (left_data, output) = self.append_chunk(sliced_data_chunk);
-            match (left_data, output) {
-                (Some(left_data), Some(output)) => {
-                    sliced_data_chunk = left_data;
-                    yield output;
-                }
-                (None, Some(output)) => {
-                    yield output;
-                    break;
-                }
-                (None, None) => {
-                    break;
-                }
-                _ => {
-                    unreachable!();
-                }
-            }
+/// The iterator that yields data chunks during appending a data chunk to a [`DataChunkBuilder`].
+pub struct AppendDataChunk<'a> {
+    builder: &'a mut DataChunkBuilder,
+    remaining: Option<SlicedDataChunk>,
+}
+
+impl Iterator for AppendDataChunk<'_> {
+    type Item = DataChunk;
+
+    fn next(&mut self) -> Option<Self::Item> {
+        let (remaining, output) = self.builder.append_chunk_inner(self.remaining.take()?);
+        self.remaining = remaining;
+        output
+    }
+}
+
+impl FusedIterator for AppendDataChunk<'_> {}
+
+impl Drop for AppendDataChunk<'_> {
+    fn drop(&mut self) {
+        if self.remaining.is_some() {
+            tracing::warn!("dropping `AppendDataChunk` without exhausting it");
         }
     }
 }
@@ -261,6 +273,8 @@ impl SlicedDataChunk {
 
 #[cfg(test)]
 mod tests {
+    use itertools::Itertools;
+
     use crate::array::DataChunk;
     use crate::test_prelude::DataChunkTestExt;
     use crate::types::{DataType, ScalarImpl};
@@ -277,7 +291,7 @@ mod tests {
              . 7",
         ));
 
-        let (returned_input, output) = builder.append_chunk(input);
+        let (returned_input, output) = builder.append_chunk_inner(input);
         assert!(returned_input.is_none());
         assert!(output.is_none());
 
@@ -289,14 +303,14 @@ mod tests {
              4 8
              . 9",
         ));
-        let (returned_input, output) = builder.append_chunk(input);
+        let (returned_input, output) = builder.append_chunk_inner(input);
         assert_eq!(Some(1), returned_input.as_ref().map(|c| c.offset));
         assert_eq!(Some(3), output.as_ref().map(DataChunk::cardinality));
         assert_eq!(Some(3), output.as_ref().map(DataChunk::capacity));
         assert!(output.unwrap().visibility().is_none());
 
         // Append last input
-        let (returned_input, output) = builder.append_chunk(returned_input.unwrap());
+        let (returned_input, output) = builder.append_chunk_inner(returned_input.unwrap());
         assert!(returned_input.is_none());
         assert_eq!(Some(3), output.as_ref().map(DataChunk::cardinality));
         assert_eq!(Some(3), output.as_ref().map(DataChunk::capacity));
@@ -314,7 +328,7 @@ mod tests {
              . 7 D",
         ));
 
-        let (returned_input, output) = builder.append_chunk(input);
+        let (returned_input, output) = builder.append_chunk_inner(input);
         assert!(returned_input.is_none());
         assert!(output.is_none());
         assert_eq!(1, builder.buffered_count());
@@ -327,7 +341,7 @@ mod tests {
              4 8
              . 9 D",
         ));
-        let (returned_input, output) = builder.append_chunk(input);
+        let (returned_input, output) = builder.append_chunk_inner(input);
         assert_eq!(Some(3), returned_input.as_ref().map(|c| c.offset));
         assert_eq!(Some(3), output.as_ref().map(DataChunk::cardinality));
         assert_eq!(Some(3), output.as_ref().map(DataChunk::capacity));
@@ -335,12 +349,48 @@ mod tests {
         assert_eq!(0, builder.buffered_count());
 
         // Append last input
-        let (returned_input, output) = builder.append_chunk(returned_input.unwrap());
+        let (returned_input, output) = builder.append_chunk_inner(returned_input.unwrap());
         assert!(returned_input.is_none());
         assert!(output.is_none());
         assert_eq!(0, builder.buffered_count());
     }
 
+    #[test]
+    fn test_append_chunk_iter() {
+        let mut builder = DataChunkBuilder::new(vec![DataType::Int32, DataType::Int64], 3);
+
+        // Append a chunk with 2 rows
+        let input = DataChunk::from_pretty(
+            "i I
+             3 .
+             . 7",
+        );
+
+        let outputs = builder.append_chunk(input).collect_vec();
+        assert!(outputs.is_empty());
+
+        // Append a chunk with 4 rows
+        let input = DataChunk::from_pretty(
+            "i I
+             3 .
+             . 7
+             4 8
+             . 9",
+        );
+
+        let [output_1, output_2]: [_; 2] = builder
+            .append_chunk(input)
+            .collect_vec()
+            .try_into()
+            .unwrap();
+
+        for output in &[output_1, output_2] {
+            assert_eq!(3, output.cardinality());
+            assert_eq!(3, output.capacity());
+            assert!(output.visibility().is_none());
+        }
+    }
+
     #[test]
     fn test_consume_all() {
         let mut builder = DataChunkBuilder::new(vec![DataType::Int32, DataType::Int64], 3);
@@ -355,7 +405,7 @@ mod tests {
              . 7",
         ));
 
-        let (returned_input, output) = builder.append_chunk(input);
+        let (returned_input, output) = builder.append_chunk_inner(input);
         assert!(returned_input.is_none());
         assert!(output.is_none());
 
diff --git a/src/common/src/util/mod.rs b/src/common/src/util/mod.rs
index d69b3507e8dc1..f64a4e9942e7d 100644
--- a/src/common/src/util/mod.rs
+++ b/src/common/src/util/mod.rs
@@ -20,7 +20,6 @@ use crate::error::ErrorCode::InternalError;
 use crate::error::{Result, RwError};
 
 pub mod addr;
-pub mod bit_util;
 pub mod chunk_coalesce;
 pub mod compress;
 pub mod encoding_for_comparison;
diff --git a/src/common/src/util/prost.rs b/src/common/src/util/prost.rs
index 34e9692772a4b..990c2dce70d3d 100644
--- a/src/common/src/util/prost.rs
+++ b/src/common/src/util/prost.rs
@@ -12,9 +12,6 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use risingwave_pb::catalog::source_info::SourceInfo;
-use risingwave_pb::catalog::SourceInfo as StructSourceInfo;
-use risingwave_pb::stream_plan::SourceNode;
 use risingwave_pb::{batch_plan, data};
 
 pub trait TypeUrl {
@@ -32,13 +29,3 @@ impl TypeUrl for data::Column {
         "type.googleapis.com/data.Column"
     }
 }
-
-#[inline(always)]
-pub fn is_stream_source(source_node: &SourceNode) -> bool {
-    matches!(
-        source_node.info.as_ref(),
-        Some(StructSourceInfo {
-            source_info: Some(SourceInfo::StreamSource(_))
-        })
-    )
-}
diff --git a/src/compute/Cargo.toml b/src/compute/Cargo.toml
index 1850da076255f..aec0aa8833987 100644
--- a/src/compute/Cargo.toml
+++ b/src/compute/Cargo.toml
@@ -27,6 +27,7 @@ futures = { version = "0.3", default-features = false, features = ["alloc"] }
 futures-async-stream = "0.2"
 hyper = "0.14"
 itertools = "0.10"
+lru = { git = "https://github.com/risingwavelabs/lru-rs.git", branch = "evict_by_timestamp" }
 maplit = "1.0.2"
 num-traits = "0.2"
 parking_lot = "0.12"
@@ -52,6 +53,7 @@ smallvec = "1"
 static_assertions = "1"
 sysinfo = "0.26"
 thiserror = "1"
+tikv-jemalloc-ctl = "0.5"
 tokio = { version = "0.2", package = "madsim-tokio", features = [
     "rt",
     "rt-multi-thread",
diff --git a/src/compute/src/lib.rs b/src/compute/src/lib.rs
index 0ff842318e8f5..346cf59b87041 100644
--- a/src/compute/src/lib.rs
+++ b/src/compute/src/lib.rs
@@ -17,11 +17,14 @@
 #![feature(generators)]
 #![feature(type_alias_impl_trait)]
 #![feature(let_chains)]
+#![feature(result_option_inspect)]
+#![feature(allocator_api)]
 #![cfg_attr(coverage, feature(no_coverage))]
 
 #[macro_use]
 extern crate tracing;
 
+pub mod memory_management;
 pub mod rpc;
 pub mod server;
 
diff --git a/src/stream/src/cache/lru_manager.rs b/src/compute/src/memory_management/memory_manager.rs
similarity index 83%
rename from src/stream/src/cache/lru_manager.rs
rename to src/compute/src/memory_management/memory_manager.rs
index 44eae99168e29..06f88030e7743 100644
--- a/src/stream/src/cache/lru_manager.rs
+++ b/src/compute/src/memory_management/memory_manager.rs
@@ -12,23 +12,20 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use std::alloc::Allocator;
-use std::hash::{BuildHasher, Hash};
 use std::sync::atomic::{AtomicU64, Ordering};
 use std::sync::Arc;
 use std::time::Duration;
 
-use lru::LruCache;
+use risingwave_batch::task::BatchManager;
 use risingwave_common::util::epoch::Epoch;
+use risingwave_stream::executor::monitor::StreamingMetrics;
+use risingwave_stream::task::LocalStreamManager;
 use tikv_jemalloc_ctl::{epoch as jemalloc_epoch, stats as jemalloc_stats};
 use tracing;
 
-use super::ManagedLruCache;
-use crate::executor::monitor::StreamingMetrics;
-
-/// When `enable_managed_cache` is set, compute node will launch a [`LruManager`] to limit the
-/// memory usage.
-pub struct LruManager {
+/// When `enable_managed_cache` is set, compute node will launch a [`GlobalMemoryManager`] to limit
+/// the memory usage.
+pub struct GlobalMemoryManager {
     /// All cached data before the watermark should be evicted.
     watermark_epoch: Arc<AtomicU64>,
     /// Total memory can be allocated by the process.
@@ -38,9 +35,9 @@ pub struct LruManager {
     metrics: Arc<StreamingMetrics>,
 }
 
-pub type LruManagerRef = Arc<LruManager>;
+pub type GlobalMemoryManagerRef = Arc<GlobalMemoryManager>;
 
-impl LruManager {
+impl GlobalMemoryManager {
     const EVICTION_THRESHOLD_AGGRESSIVE: f64 = 0.9;
     const EVICTION_THRESHOLD_GRACEFUL: f64 = 0.7;
 
@@ -61,32 +58,8 @@ impl LruManager {
         })
     }
 
-    pub fn create_cache<K: Hash + Eq, V>(&self) -> ManagedLruCache<K, V> {
-        ManagedLruCache {
-            inner: LruCache::unbounded(),
-            watermark_epoch: self.watermark_epoch.clone(),
-        }
-    }
-
-    pub fn create_cache_with_hasher_in<K: Hash + Eq, V, S: BuildHasher, A: Clone + Allocator>(
-        &self,
-        hasher: S,
-        alloc: A,
-    ) -> ManagedLruCache<K, V, S, A> {
-        ManagedLruCache {
-            inner: LruCache::unbounded_with_hasher_in(hasher, alloc),
-            watermark_epoch: self.watermark_epoch.clone(),
-        }
-    }
-
-    pub fn create_cache_with_hasher<K: Hash + Eq, V, S: BuildHasher>(
-        &self,
-        hasher: S,
-    ) -> ManagedLruCache<K, V, S> {
-        ManagedLruCache {
-            inner: LruCache::unbounded_with_hasher(hasher),
-            watermark_epoch: self.watermark_epoch.clone(),
-        }
+    pub fn get_watermark_epoch(&self) -> Arc<AtomicU64> {
+        self.watermark_epoch.clone()
     }
 
     fn set_watermark_time_ms(&self, time_ms: u64) {
@@ -95,7 +68,14 @@ impl LruManager {
         watermark_epoch.store(epoch, Ordering::Relaxed);
     }
 
-    pub async fn run(self: Arc<Self>) {
+    /// Memory manager will get memory usage from batch and streaming, and do some actions.
+    /// 1. if batch exceeds, kill running query.
+    /// 2. if streaming exceeds, evict cache by watermark.
+    pub async fn run(
+        self: Arc<Self>,
+        _batch_mgr: Arc<BatchManager>,
+        _stream_mgr: Arc<LocalStreamManager>,
+    ) {
         let mem_threshold_graceful =
             (self.total_memory_available_bytes as f64 * Self::EVICTION_THRESHOLD_GRACEFUL) as usize;
         let mem_threshold_aggressive = (self.total_memory_available_bytes as f64
@@ -190,7 +170,7 @@ impl LruManager {
 
 #[cfg(test)]
 mod tests {
-    use crate::cache::EvictableHashMap;
+    use risingwave_stream::cache::EvictableHashMap;
 
     #[test]
     fn test_len_after_evict() {
diff --git a/src/compute/src/memory_management/mod.rs b/src/compute/src/memory_management/mod.rs
new file mode 100644
index 0000000000000..e21e8f249c8b7
--- /dev/null
+++ b/src/compute/src/memory_management/mod.rs
@@ -0,0 +1,15 @@
+// Copyright 2022 Singularity Data
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+pub mod memory_manager;
diff --git a/src/compute/src/rpc/service/stream_service.rs b/src/compute/src/rpc/service/stream_service.rs
index 1b67d2dbcf5db..534b909e62f0f 100644
--- a/src/compute/src/rpc/service/stream_service.rs
+++ b/src/compute/src/rpc/service/stream_service.rs
@@ -125,7 +125,7 @@ impl StreamService for StreamServiceImpl {
     ) -> std::result::Result<Response<ForceStopActorsResponse>, Status> {
         let req = request.into_inner();
         self.mgr.stop_all_actors().await?;
-        self.env.source_manager().clear_sources();
+        self.env.dml_manager_ref().clear();
         Ok(Response::new(ForceStopActorsResponse {
             request_id: req.request_id,
             status: None,
@@ -160,7 +160,8 @@ impl StreamService for StreamServiceImpl {
             .mgr
             .collect_barrier(req.prev_epoch)
             .stack_trace(format!("collect_barrier (epoch {})", req.prev_epoch))
-            .await?;
+            .await
+            .inspect_err(|err| tracing::error!("failed to collect barrier: {}", err))?;
         // Must finish syncing data written in the epoch before respond back to ensure persistence
         // of the state.
         let synced_sstables = if checkpoint {
diff --git a/src/compute/src/server.rs b/src/compute/src/server.rs
index 3cf7b26be28f3..f02600a1e84e5 100644
--- a/src/compute/src/server.rs
+++ b/src/compute/src/server.rs
@@ -35,7 +35,6 @@ use risingwave_pb::task_service::task_service_server::TaskServiceServer;
 use risingwave_rpc_client::{ComputeClientPool, ExtraInfoSourceRef, MetaClient};
 use risingwave_source::dml_manager::DmlManager;
 use risingwave_source::monitor::SourceMetrics;
-use risingwave_source::TableSourceManager;
 use risingwave_storage::hummock::compactor::{
     CompactionExecutor, Compactor, CompactorContext, Context,
 };
@@ -52,6 +51,7 @@ use risingwave_stream::task::{LocalStreamManager, StreamEnvironment};
 use tokio::sync::oneshot::Sender;
 use tokio::task::JoinHandle;
 
+use crate::memory_management::memory_manager::GlobalMemoryManager;
 use crate::rpc::service::config_service::ConfigServiceImpl;
 use crate::rpc::service::exchange_metrics::ExchangeServiceMetrics;
 use crate::rpc::service::exchange_service::ExchangeServiceImpl;
@@ -212,12 +212,32 @@ pub async fn compute_node_serve(
         streaming_metrics.clone(),
         config.streaming.clone(),
         async_stack_trace_config,
-        opts.total_memory_bytes,
-    ));
-    let source_mgr = Arc::new(TableSourceManager::new(
-        source_metrics,
-        stream_config.developer.stream_connector_message_buffer_size,
     ));
+
+    // Spawn LRU Manager that have access to collect memory from batch mgr and stream mgr.
+    let batch_mgr_clone = batch_mgr.clone();
+    let stream_mgr_clone = stream_mgr.clone();
+    let create_lru_manager = move || {
+        let mgr = GlobalMemoryManager::new(
+            opts.total_memory_bytes,
+            config.streaming.barrier_interval_ms,
+            streaming_metrics.clone(),
+        );
+        // Run a background memory monitor
+        tokio::spawn(mgr.clone().run(batch_mgr_clone, stream_mgr_clone));
+        mgr
+    };
+
+    let watermark_epoch = config
+        .streaming
+        .developer
+        .stream_enable_managed_cache
+        .then(create_lru_manager)
+        .map(|mgr| mgr.get_watermark_epoch());
+    // Set back watermark epoch to stream mgr. Executor will read epoch from stream manager instead
+    // of lru manager.
+    stream_mgr.set_watermark_epoch(watermark_epoch).await;
+
     let grpc_stack_trace_mgr = async_stack_trace_config
         .map(|config| GrpcStackTraceManagerRef::new(StackTraceManager::new(config).into()));
     let dml_mgr = Arc::new(DmlManager::default());
@@ -225,7 +245,6 @@ pub async fn compute_node_serve(
     // Initialize batch environment.
     let client_pool = Arc::new(ComputeClientPool::new(config.server.connection_pool_size));
     let batch_env = BatchEnvironment::new(
-        source_mgr.clone(),
         batch_mgr.clone(),
         client_addr.clone(),
         batch_config,
@@ -234,6 +253,7 @@ pub async fn compute_node_serve(
         batch_task_metrics.clone(),
         client_pool,
         dml_mgr.clone(),
+        source_metrics.clone(),
     );
 
     let connector_params = risingwave_connector::ConnectorParams {
@@ -241,13 +261,13 @@ pub async fn compute_node_serve(
     };
     // Initialize the streaming environment.
     let stream_env = StreamEnvironment::new(
-        source_mgr,
         client_addr.clone(),
         connector_params,
         stream_config,
         worker_id,
         state_store,
         dml_mgr,
+        source_metrics,
     );
 
     // Generally, one may use `risedev ctl trace` to manually get the trace reports. However, if
diff --git a/src/compute/tests/integration_tests.rs b/src/compute/tests/integration_tests.rs
index 65f80f435b35f..9885d30f660ea 100644
--- a/src/compute/tests/integration_tests.rs
+++ b/src/compute/tests/integration_tests.rs
@@ -17,10 +17,10 @@
 
 use std::sync::Arc;
 
-use bytes::Bytes;
 use futures::stream::StreamExt;
 use futures_async_stream::try_stream;
 use itertools::Itertools;
+use maplit::{convert_args, hashmap};
 use risingwave_batch::executor::{
     BoxedDataChunkStream, BoxedExecutor, DeleteExecutor, Executor as BatchExecutor, InsertExecutor,
     RowSeqScanExecutor, ScanRange,
@@ -36,21 +36,24 @@ use risingwave_common::types::{DataType, IntoOrdered};
 use risingwave_common::util::epoch::EpochPair;
 use risingwave_common::util::sort_util::{OrderPair, OrderType};
 use risingwave_hummock_sdk::to_committed_batch_query_epoch;
-use risingwave_source::table_test_utils::create_table_source_desc_builder;
-use risingwave_source::{TableSourceManager, TableSourceManagerRef};
+use risingwave_pb::catalog::StreamSourceInfo;
+use risingwave_pb::plan_common::RowFormatType as ProstRowFormatType;
+use risingwave_source::connector_test_utils::create_source_desc_builder;
+use risingwave_source::dml_manager::DmlManager;
 use risingwave_storage::memory::MemoryStateStore;
+use risingwave_storage::panic_store::PanicStateStore;
 use risingwave_storage::table::batch_table::storage_table::StorageTable;
 use risingwave_stream::common::table::state_table::StateTable;
 use risingwave_stream::error::StreamResult;
+use risingwave_stream::executor::dml::DmlExecutor;
 use risingwave_stream::executor::monitor::StreamingMetrics;
-use risingwave_stream::executor::state_table_handler::SourceStateTableHandler;
+use risingwave_stream::executor::row_id_gen::RowIdGenExecutor;
+use risingwave_stream::executor::source_executor_v2::SourceExecutorV2;
 use risingwave_stream::executor::{
-    ActorContext, Barrier, Executor, MaterializeExecutor, Message, PkIndices, SourceExecutor,
+    ActorContext, Barrier, Executor, MaterializeExecutor, Message, PkIndices,
 };
 use tokio::sync::mpsc::unbounded_channel;
 
-const MOCK_SOURCE_NAME: &str = "mock_source";
-
 struct SingleChunkExecutor {
     chunk: Option<DataChunk>,
     schema: Schema,
@@ -93,26 +96,37 @@ impl SingleChunkExecutor {
 #[tokio::test]
 async fn test_table_materialize() -> StreamResult<()> {
     use risingwave_common::types::DataType;
-    use risingwave_stream::executor::state_table_handler::default_source_internal_table;
 
     let memory_state_store = MemoryStateStore::new();
-    let source_manager: TableSourceManagerRef = Arc::new(TableSourceManager::default());
-    let source_table_id = TableId::default();
+    let dml_manager = Arc::new(DmlManager::default());
+    let table_id = TableId::default();
     let schema = Schema {
         fields: vec![
             Field::unnamed(DataType::Int64),
             Field::unnamed(DataType::Float64),
         ],
     };
-    let source_builder = create_table_source_desc_builder(
+    let source_info = StreamSourceInfo {
+        row_format: ProstRowFormatType::Json as i32,
+        ..Default::default()
+    };
+    let properties = convert_args!(hashmap!(
+        "connector" => "datagen",
+        "fields.v1.min" => "1",
+        "fields.v1.max" => "1000",
+        "fields.v1.seed" => "12345",
+    ));
+    let pk_column_ids = vec![0];
+    let row_id_index: usize = 0;
+    let source_builder = create_source_desc_builder(
         &schema,
-        source_table_id,
-        Some(0),
-        vec![0],
-        source_manager.clone(),
+        pk_column_ids,
+        Some(row_id_index as _),
+        source_info,
+        properties,
     );
 
-    // Ensure the source exists
+    // Ensure the source exists.
     let source_desc = source_builder.build().await.unwrap();
     let get_schema = |column_ids: &[ColumnId]| {
         let mut fields = Vec::with_capacity(column_ids.len());
@@ -127,43 +141,66 @@ async fn test_table_materialize() -> StreamResult<()> {
         Schema::new(fields)
     };
 
-    // Create a `SourceExecutor` to read the changes
     let all_column_ids = vec![ColumnId::from(0), ColumnId::from(1)];
     let all_schema = get_schema(&all_column_ids);
+    let pk_indices = PkIndices::from([0]);
+    let column_descs = all_column_ids
+        .iter()
+        .zip_eq(all_schema.fields.iter().cloned())
+        .map(|(column_id, field)| ColumnDesc {
+            data_type: field.data_type,
+            column_id: *column_id,
+            name: field.name,
+            field_descs: vec![],
+            type_name: "".to_string(),
+        })
+        .collect_vec();
     let (barrier_tx, barrier_rx) = unbounded_channel();
-    let vnodes = Bitmap::from_bytes(Bytes::from_static(&[0b11111111]));
-    let state_table = SourceStateTableHandler::from_table_catalog(
-        &default_source_internal_table(0x2333),
-        MemoryStateStore::new(),
-    )
-    .await;
-    let stream_source = SourceExecutor::new(
-        ActorContext::create(0x3f3f3f),
-        source_builder,
-        source_table_id,
-        MOCK_SOURCE_NAME.to_string(),
-        vnodes,
-        state_table,
-        all_column_ids.clone(),
+    let vnodes = Bitmap::from_bytes(&[0b11111111]);
+
+    let actor_ctx = ActorContext::create(0x3f3f3f);
+
+    // Create a `SourceExecutor` to read the changes.
+    let source_executor = SourceExecutorV2::<PanicStateStore>::new(
+        actor_ctx.clone(),
         all_schema.clone(),
-        PkIndices::from([0]),
-        barrier_rx,
-        1,
-        1,
-        "SourceExecutor".to_string(),
+        pk_indices.clone(),
+        None, // There is no external stream source.
         Arc::new(StreamingMetrics::unused()),
+        barrier_rx,
         u64::MAX,
-    )?;
+        1,
+    );
 
-    // Create a `Materialize` to write the changes to storage
+    // Create a `DmlExecutor` to accept data change from users.
+    let dml_executor = DmlExecutor::new(
+        Box::new(source_executor),
+        all_schema.clone(),
+        pk_indices.clone(),
+        2,
+        dml_manager.clone(),
+        table_id,
+        column_descs.clone(),
+    );
+
+    let row_id_gen_executor = RowIdGenExecutor::new(
+        actor_ctx,
+        Box::new(dml_executor),
+        all_schema.clone(),
+        pk_indices.clone(),
+        3,
+        row_id_index,
+        vnodes,
+    );
 
+    // Create a `MaterializeExecutor` to write the changes to storage.
     let mut materialize = MaterializeExecutor::for_test(
-        Box::new(stream_source),
+        Box::new(row_id_gen_executor),
         memory_state_store.clone(),
-        source_table_id,
+        table_id,
         vec![OrderPair::new(0, OrderType::Ascending)],
         all_column_ids.clone(),
-        2,
+        4,
         None,
         0,
         false,
@@ -176,19 +213,24 @@ async fn test_table_materialize() -> StreamResult<()> {
     // Test insertion
     //
 
-    // Add some data using `InsertExecutor`, assuming we are inserting into the "mv"
+    // Add some data using `InsertExecutor`. Assume we are inserting into the "mv".
     let chunk = DataChunk::from_pretty(
         "F
          1.14
          5.14",
     );
-    let insert_inner: BoxedExecutor = Box::new(SingleChunkExecutor::new(chunk, all_schema.clone()));
+    let insert_inner: BoxedExecutor = Box::new(SingleChunkExecutor::new(
+        chunk,
+        get_schema(&[ColumnId::from(1)]),
+    ));
     let insert = Box::new(InsertExecutor::new(
-        source_table_id,
-        source_manager.clone(),
+        table_id,
+        dml_manager.clone(),
         insert_inner,
+        1024,
         "InsertExecutor".to_string(),
         vec![], // ignore insertion order
+        Some(row_id_index),
     ));
 
     tokio::spawn(async move {
@@ -197,22 +239,10 @@ async fn test_table_materialize() -> StreamResult<()> {
         Ok::<_, RwError>(())
     });
 
-    let column_descs = all_column_ids
-        .into_iter()
-        .zip_eq(all_schema.fields.iter().cloned())
-        .map(|(column_id, field)| ColumnDesc {
-            data_type: field.data_type,
-            column_id,
-            name: field.name,
-            field_descs: vec![],
-            type_name: "".to_string(),
-        })
-        .collect_vec();
-
     // Since we have not polled `Materialize`, we cannot scan anything from this table
     let table = StorageTable::for_test(
         memory_state_store.clone(),
-        source_table_id,
+        table_id,
         column_descs.clone(),
         vec![OrderType::Ascending],
         vec![0],
@@ -229,9 +259,9 @@ async fn test_table_materialize() -> StreamResult<()> {
     ));
     let mut stream = scan.execute();
     let result = stream.next().await;
-
     assert!(result.is_none());
-    // Send a barrier to start materialized view
+
+    // Send a barrier to start materialized view.
     let curr_epoch = 1919;
     barrier_tx
         .send(Barrier::new_test_barrier(curr_epoch))
@@ -246,7 +276,7 @@ async fn test_table_materialize() -> StreamResult<()> {
         }) if epoch.curr == curr_epoch
     ));
 
-    // Poll `Materialize`, should output the same insertion stream chunk
+    // Poll `Materialize`, should output the same insertion stream chunk.
     let message = materialize.next().await.unwrap()?;
     let mut col_row_ids = vec![];
     match message {
@@ -265,7 +295,7 @@ async fn test_table_materialize() -> StreamResult<()> {
         Message::Barrier(_) => panic!(),
     }
 
-    // Send a barrier and poll again, should write changes to storage
+    // Send a barrier and poll again, should write changes to storage.
     let curr_epoch = 1920;
     barrier_tx
         .send(Barrier::new_test_barrier(curr_epoch))
@@ -303,7 +333,7 @@ async fn test_table_materialize() -> StreamResult<()> {
     // Test deletion
     //
 
-    // Delete some data using `DeleteExecutor`, assuming we are inserting into the "mv"
+    // Delete some data using `DeleteExecutor`, assuming we are inserting into the "mv".
     let columns = vec![
         column_nonnull! { I64Array, [ col_row_ids[0]] }, // row id column
         column_nonnull! { F64Array, [1.14] },
@@ -311,9 +341,10 @@ async fn test_table_materialize() -> StreamResult<()> {
     let chunk = DataChunk::new(columns.clone(), 1);
     let delete_inner: BoxedExecutor = Box::new(SingleChunkExecutor::new(chunk, all_schema.clone()));
     let delete = Box::new(DeleteExecutor::new(
-        source_table_id,
-        source_manager.clone(),
+        table_id,
+        dml_manager.clone(),
         delete_inner,
+        1024,
         "DeleteExecutor".to_string(),
     ));
 
@@ -323,7 +354,7 @@ async fn test_table_materialize() -> StreamResult<()> {
         Ok::<_, RwError>(())
     });
 
-    // Poll `Materialize`, should output the same deletion stream chunk
+    // Poll `Materialize`, should output the same deletion stream chunk.
     let message = materialize.next().await.unwrap()?;
     match message {
         Message::Watermark(_) => {
@@ -339,7 +370,7 @@ async fn test_table_materialize() -> StreamResult<()> {
         Message::Barrier(_) => panic!(),
     }
 
-    // Send a barrier and poll again, should write changes to storage
+    // Send a barrier and poll again, should write changes to storage.
     barrier_tx
         .send(Barrier::new_test_barrier(curr_epoch + 1))
         .unwrap();
diff --git a/src/connector/src/lib.rs b/src/connector/src/lib.rs
index 0e9848d9c9793..c276d12279f98 100644
--- a/src/connector/src/lib.rs
+++ b/src/connector/src/lib.rs
@@ -24,6 +24,7 @@
 #![feature(once_cell)]
 #![feature(result_option_inspect)]
 #![feature(let_chains)]
+#![feature(box_into_inner)]
 
 pub mod aws_utils;
 pub mod error;
diff --git a/src/connector/src/sink/kafka.rs b/src/connector/src/sink/kafka.rs
index 225be27e69ddb..428ce8eb5097d 100644
--- a/src/connector/src/sink/kafka.rs
+++ b/src/connector/src/sink/kafka.rs
@@ -318,7 +318,7 @@ fn datum_to_json_object(field: &Field, datum: DatumRef<'_>) -> ArrayResult<Value
 
     let data_type = field.data_type();
 
-    tracing::info!("datum_to_json_object: {:?}, {:?}", data_type, scalar_ref);
+    tracing::debug!("datum_to_json_object: {:?}, {:?}", data_type, scalar_ref);
 
     let value = match (data_type, scalar_ref) {
         (DataType::Boolean, ScalarRefImpl::Bool(v)) => {
@@ -357,26 +357,24 @@ fn datum_to_json_object(field: &Field, datum: DatumRef<'_>) -> ArrayResult<Value
         ) => {
             json!(scalar.to_text_with_type(&dt))
         }
-        (DataType::List { .. }, ScalarRefImpl::List(list_ref)) => {
-            let mut vec = Vec::with_capacity(field.sub_fields.len());
-            for (sub_datum_ref, sub_field) in list_ref
-                .values_ref()
-                .into_iter()
-                .zip_eq(field.sub_fields.iter())
-            {
-                let value = datum_to_json_object(sub_field, sub_datum_ref)?;
+        (DataType::List { datatype }, ScalarRefImpl::List(list_ref)) => {
+            let mut vec = Vec::with_capacity(list_ref.values_ref().len());
+            let inner_field = Field::unnamed(Box::<DataType>::into_inner(datatype));
+            for sub_datum_ref in list_ref.values_ref() {
+                let value = datum_to_json_object(&inner_field, sub_datum_ref)?;
                 vec.push(value);
             }
             json!(vec)
         }
-        (DataType::Struct { .. }, ScalarRefImpl::Struct(struct_ref)) => {
-            let mut map = Map::with_capacity(field.sub_fields.len());
-            for (sub_datum_ref, sub_field) in struct_ref
-                .fields_ref()
-                .into_iter()
-                .zip_eq(field.sub_fields.iter())
-            {
-                let value = datum_to_json_object(sub_field, sub_datum_ref)?;
+        (DataType::Struct(st), ScalarRefImpl::Struct(struct_ref)) => {
+            let mut map = Map::with_capacity(st.fields.len());
+            for (sub_datum_ref, sub_field) in struct_ref.fields_ref().into_iter().zip_eq(
+                st.fields
+                    .iter()
+                    .zip_eq(st.field_names.iter())
+                    .map(|(dt, name)| Field::with_name(dt.clone(), name)),
+            ) {
+                let value = datum_to_json_object(&sub_field, sub_datum_ref)?;
                 map.insert(sub_field.name.clone(), value);
             }
             json!(map)
diff --git a/src/connector/src/sink/remote.rs b/src/connector/src/sink/remote.rs
index 39dd6fea14ef5..a60278d6d25d1 100644
--- a/src/connector/src/sink/remote.rs
+++ b/src/connector/src/sink/remote.rs
@@ -27,14 +27,13 @@ use risingwave_common::row::Row;
 use risingwave_common::types::DataType;
 use risingwave_common::types::{DatumRef, ScalarRefImpl};
 use risingwave_pb::connector_service::connector_service_client::ConnectorServiceClient;
-use risingwave_pb::connector_service::sink_config::table_schema::Column;
-use risingwave_pb::connector_service::sink_config::TableSchema;
 use risingwave_pb::connector_service::sink_stream_request::write_batch::json_payload::RowOp;
 use risingwave_pb::connector_service::sink_stream_request::write_batch::{JsonPayload, Payload};
 use risingwave_pb::connector_service::sink_stream_request::{
     Request as SinkRequest, StartEpoch, StartSink, SyncBatch, WriteBatch,
 };
-use risingwave_pb::connector_service::{SinkConfig, SinkResponse, SinkStreamRequest};
+use risingwave_pb::connector_service::table_schema::Column;
+use risingwave_pb::connector_service::{SinkConfig, SinkResponse, SinkStreamRequest, TableSchema};
 use serde_json::Value;
 use serde_json::Value::Number;
 use tokio::sync::mpsc;
diff --git a/src/connector/src/source/base.rs b/src/connector/src/source/base.rs
index 8b8125150e015..de159c08625fd 100644
--- a/src/connector/src/source/base.rs
+++ b/src/connector/src/source/base.rs
@@ -24,6 +24,7 @@ use futures::{pin_mut, Stream, StreamExt};
 use itertools::Itertools;
 use prost::Message;
 use risingwave_common::error::ErrorCode;
+use risingwave_pb::connector_service::TableSchema;
 use risingwave_pb::source::ConnectorSplit;
 use serde::{Deserialize, Serialize};
 use tokio::runtime::Runtime;
@@ -129,19 +130,17 @@ impl ConnectorProperties {
         }
     }
 
-    pub fn set_source_id_for_cdc(&mut self, source_id: u32) {
+    pub fn init_properties_for_cdc(
+        &mut self,
+        source_id: u32,
+        rpc_addr: String,
+        table_schema: Option<TableSchema>,
+    ) {
         match self {
             ConnectorProperties::MySqlCdc(c) | ConnectorProperties::PostgresCdc(c) => {
                 c.source_id = source_id;
-            }
-            _ => {}
-        }
-    }
-
-    pub fn set_connector_node_addr(&mut self, addr: String) {
-        match self {
-            ConnectorProperties::MySqlCdc(c) | ConnectorProperties::PostgresCdc(c) => {
-                c.connector_node_addr = addr;
+                c.connector_node_addr = rpc_addr;
+                c.table_schema = table_schema;
             }
             _ => {}
         }
diff --git a/src/connector/src/source/cdc/enumerator/mod.rs b/src/connector/src/source/cdc/enumerator/mod.rs
index 38a18030aa6d2..6e886f8d9d405 100644
--- a/src/connector/src/source/cdc/enumerator/mod.rs
+++ b/src/connector/src/source/cdc/enumerator/mod.rs
@@ -12,7 +12,11 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
+use std::str::FromStr;
+
 use async_trait::async_trait;
+use risingwave_common::util::addr::HostAddr;
+use risingwave_rpc_client::ConnectorClient;
 
 use crate::source::cdc::{CdcProperties, CdcSplit};
 use crate::source::SplitEnumerator;
@@ -29,6 +33,20 @@ impl SplitEnumerator for DebeziumSplitEnumerator {
     type Split = CdcSplit;
 
     async fn new(props: CdcProperties) -> anyhow::Result<DebeziumSplitEnumerator> {
+        let cdc_client =
+            ConnectorClient::new(HostAddr::from_str(&props.connector_node_addr)?).await?;
+
+        // validate connector properties
+        cdc_client
+            .validate_properties(
+                props.source_id as u64,
+                props.source_type_enum()?,
+                props.props,
+                props.table_schema,
+            )
+            .await?;
+
+        tracing::debug!("validate properties success");
         Ok(Self {
             source_id: props.source_id,
         })
diff --git a/src/connector/src/source/cdc/mod.rs b/src/connector/src/source/cdc/mod.rs
index 66946bb64d29b..7f06ceebc6497 100644
--- a/src/connector/src/source/cdc/mod.rs
+++ b/src/connector/src/source/cdc/mod.rs
@@ -18,7 +18,9 @@ pub mod split;
 
 use std::collections::HashMap;
 
+use anyhow::anyhow;
 pub use enumerator::*;
+use risingwave_pb::connector_service::{SourceType, TableSchema};
 use serde::Deserialize;
 pub use source::*;
 pub use split::*;
@@ -36,4 +38,17 @@ pub struct CdcProperties {
     pub source_type: String,
     /// Properties specified in the WITH clause by user
     pub props: HashMap<String, String>,
+
+    /// Schema of the source specified by users
+    pub table_schema: Option<TableSchema>,
+}
+
+impl CdcProperties {
+    pub fn source_type_enum(&self) -> anyhow::Result<SourceType> {
+        match self.source_type.as_str() {
+            "mysql" => Ok(SourceType::Mysql),
+            "postgres" => Ok(SourceType::Postgres),
+            _ => Err(anyhow!("unknown source type")),
+        }
+    }
 }
diff --git a/src/connector/src/source/cdc/source/reader.rs b/src/connector/src/source/cdc/source/reader.rs
index e6d8ba1fa779b..365cc0c90a6f9 100644
--- a/src/connector/src/source/cdc/source/reader.rs
+++ b/src/connector/src/source/cdc/source/reader.rs
@@ -82,13 +82,14 @@ impl CdcSplitReader {
             ConnectorClient::new(HostAddr::from_str(&self.conn_props.connector_node_addr)?).await?;
 
         let cdc_stream = cdc_client
-            .get_event_stream(
+            .start_source_stream(
                 self.source_id,
-                self.conn_props.source_type,
+                self.conn_props.source_type_enum()?,
                 self.start_offset,
                 self.conn_props.props,
             )
-            .await?;
+            .await
+            .inspect_err(|err| tracing::error!("connector node start stream error: {}", err))?;
         pin_mut!(cdc_stream);
         #[for_await]
         for event_res in cdc_stream {
diff --git a/src/expr/Cargo.toml b/src/expr/Cargo.toml
index 4f3a04349ce2e..d2a3d114dd578 100644
--- a/src/expr/Cargo.toml
+++ b/src/expr/Cargo.toml
@@ -24,6 +24,7 @@ hex = "0.4.3"
 itertools = "0.10"
 md5 = "0.7.0"
 num-traits = "0.2"
+ouroboros = "0.15"
 parse-display = "0.6"
 paste = "1"
 postgres-types = { version = "0.2.4", features = ["derive","with-chrono-0_4"] }
diff --git a/src/expr/README.md b/src/expr/README.md
new file mode 100644
index 0000000000000..57773f9ac6f58
--- /dev/null
+++ b/src/expr/README.md
@@ -0,0 +1,10 @@
+## Run Microbenchmarks
+
+```sh
+# run all benches
+cargo bench --bench expr -- --quick
+# list all benches
+cargo bench --bench expr -- --list
+# run specified benches
+cargo bench --bench expr -- --quick "add\(int32,int32\)"
+```
diff --git a/src/expr/benches/expr.rs b/src/expr/benches/expr.rs
index fda0cd4e35c99..e2c268f34456d 100644
--- a/src/expr/benches/expr.rs
+++ b/src/expr/benches/expr.rs
@@ -20,13 +20,19 @@
 #![allow(clippy::disallowed_methods)]
 
 use criterion::{criterion_group, criterion_main, Criterion};
-use risingwave_common::array::{Array, DataChunk, I32Array};
-use risingwave_common::types::DataType;
-use risingwave_expr::expr::expr_binary_nonnull::*;
+use risingwave_common::array::*;
+use risingwave_common::types::{
+    DataType, DataTypeName, Decimal, IntervalUnit, NaiveDateTimeWrapper, NaiveDateWrapper,
+    NaiveTimeWrapper, OrderedF32, OrderedF64,
+};
+use risingwave_expr::expr::expr_unary::new_unary_expr;
 use risingwave_expr::expr::*;
+use risingwave_expr::sig::agg::agg_func_sigs;
+use risingwave_expr::sig::cast::cast_sigs;
+use risingwave_expr::sig::func::func_sigs;
 use risingwave_expr::vector_op::agg::create_agg_state_unary;
 use risingwave_expr::ExprError;
-use risingwave_pb::expr::expr_node::Type;
+use risingwave_pb::expr::expr_node::{RexNode, Type as ExprType};
 
 criterion_group!(benches, bench_expr, bench_raw);
 criterion_main!(benches);
@@ -34,49 +40,285 @@ criterion_main!(benches);
 const CHUNK_SIZE: usize = 1024;
 
 fn bench_expr(c: &mut Criterion) {
+    use itertools::Itertools;
+
     let input = DataChunk::new(
         vec![
-            I32Array::from_iter(0..CHUNK_SIZE as i32).into(),
-            I32Array::from_iter(0..CHUNK_SIZE as i32).into(),
+            BoolArray::from_iter((1..=CHUNK_SIZE).map(|i| i % 2 == 0)).into(),
+            I16Array::from_iter((1..=CHUNK_SIZE).map(|_| 1)).into(),
+            I32Array::from_iter((1..=CHUNK_SIZE).map(|_| 1)).into(),
+            I64Array::from_iter((1..=CHUNK_SIZE).map(|_| 1)).into(),
+            F32Array::from_iter((1..=CHUNK_SIZE).map(|i| OrderedF32::from(i as f32))).into(),
+            F64Array::from_iter((1..=CHUNK_SIZE).map(|i| OrderedF64::from(i as f64))).into(),
+            DecimalArray::from_iter((1..=CHUNK_SIZE).map(Decimal::from)).into(),
+            NaiveDateArray::from_iter((1..=CHUNK_SIZE).map(|_| NaiveDateWrapper::default())).into(),
+            NaiveTimeArray::from_iter((1..=CHUNK_SIZE).map(|_| NaiveTimeWrapper::default())).into(),
+            NaiveDateTimeArray::from_iter(
+                (1..=CHUNK_SIZE).map(|_| NaiveDateTimeWrapper::default()),
+            )
+            .into(),
+            I64Array::from_iter(1..=CHUNK_SIZE as i64).into(),
+            IntervalArray::from_iter((1..=CHUNK_SIZE).map(|i| IntervalUnit::from_days(i as _)))
+                .into(),
+            Utf8Array::from_iter_display((1..=CHUNK_SIZE).map(Some)).into(),
+            Utf8Array::from_iter_display((1..=CHUNK_SIZE).map(Some))
+                .into_bytes_array()
+                .into(),
+            // special varchar arrays
+            // 14: timezone
+            Utf8Array::from_iter_display((1..=CHUNK_SIZE).map(|_| Some("Australia/Sydney"))).into(),
+            // 15: time field
+            Utf8Array::from_iter_display(
+                [
+                    "microseconds",
+                    "milliseconds",
+                    "second",
+                    "minute",
+                    "hour",
+                    "day",
+                    // "week",
+                    "month",
+                    "quarter",
+                    "year",
+                    "decade",
+                    "century",
+                    "millennium",
+                ]
+                .into_iter()
+                .cycle()
+                .take(CHUNK_SIZE)
+                .map(Some),
+            )
+            .into(),
+            // 16: extract field for date
+            Utf8Array::from_iter_display(
+                ["DAY", "MONTH", "YEAR", "DOW", "DOY"]
+                    .into_iter()
+                    .cycle()
+                    .take(CHUNK_SIZE)
+                    .map(Some),
+            )
+            .into(),
+            // 17: extract field for time
+            Utf8Array::from_iter_display(
+                ["HOUR", "MINUTE", "SECOND"]
+                    .into_iter()
+                    .cycle()
+                    .take(CHUNK_SIZE)
+                    .map(Some),
+            )
+            .into(),
+            // 18: extract field for timestampz
+            Utf8Array::from_iter_display(["EPOCH"].into_iter().cycle().take(CHUNK_SIZE).map(Some))
+                .into(),
+            // 19: boolean string
+            Utf8Array::from_iter_display([Some(true)].into_iter().cycle().take(CHUNK_SIZE)).into(),
+            // 20: date string
+            Utf8Array::from_iter_display(
+                [Some(NaiveDateWrapper::default())]
+                    .into_iter()
+                    .cycle()
+                    .take(CHUNK_SIZE),
+            )
+            .into(),
+            // 21: time string
+            Utf8Array::from_iter_display(
+                [Some(NaiveTimeWrapper::default())]
+                    .into_iter()
+                    .cycle()
+                    .take(CHUNK_SIZE),
+            )
+            .into(),
+            // 22: timestamp string
+            Utf8Array::from_iter_display(
+                [Some(NaiveDateTimeWrapper::default())]
+                    .into_iter()
+                    .cycle()
+                    .take(CHUNK_SIZE),
+            )
+            .into(),
+            // 23: timestampz string
+            Utf8Array::from_iter_display(
+                [Some("2021-04-01 00:00:00+00:00")]
+                    .into_iter()
+                    .cycle()
+                    .take(CHUNK_SIZE),
+            )
+            .into(),
+            // 24: interval string
+            Utf8Array::from_iter_display(
+                [Some(IntervalUnit::default())]
+                    .into_iter()
+                    .cycle()
+                    .take(CHUNK_SIZE),
+            )
+            .into(),
         ],
-        1024,
+        CHUNK_SIZE,
     );
+    let inputrefs = [
+        InputRefExpression::new(DataType::Boolean, 0),
+        InputRefExpression::new(DataType::Int16, 1),
+        InputRefExpression::new(DataType::Int32, 2),
+        InputRefExpression::new(DataType::Int64, 3),
+        InputRefExpression::new(DataType::Float32, 4),
+        InputRefExpression::new(DataType::Float64, 5),
+        InputRefExpression::new(DataType::Decimal, 6),
+        InputRefExpression::new(DataType::Date, 7),
+        InputRefExpression::new(DataType::Time, 8),
+        InputRefExpression::new(DataType::Timestamp, 9),
+        InputRefExpression::new(DataType::Timestampz, 10),
+        InputRefExpression::new(DataType::Interval, 11),
+        InputRefExpression::new(DataType::Varchar, 12),
+        InputRefExpression::new(DataType::Bytea, 13),
+    ];
+    let inputref_for_type = |ty: DataType| {
+        inputrefs
+            .iter()
+            .find(|r| r.return_type() == ty)
+            .expect("expression not found")
+    };
+    const TIMEZONE: i32 = 14;
+    const TIME_FIELD: i32 = 15;
+    const EXTRACT_FIELD_DATE: i32 = 16;
+    const EXTRACT_FIELD_TIME: i32 = 17;
+    const EXTRACT_FIELD_TIMESTAMP: i32 = 16;
+    const EXTRACT_FIELD_TIMESTAMPZ: i32 = 18;
+    const BOOL_STRING: i32 = 19;
+    const NUMBER_STRING: i32 = 12;
+    const DATE_STRING: i32 = 20;
+    const TIME_STRING: i32 = 21;
+    const TIMESTAMP_STRING: i32 = 22;
+    const TIMESTAMPZ_STRING: i32 = 23;
+    const INTERVAL_STRING: i32 = 24;
 
-    let i0 = || InputRefExpression::new(DataType::Int32, 0).boxed();
-    let i1 = || InputRefExpression::new(DataType::Int32, 1).boxed();
-    c.bench_function("expr/inputref", |bencher| {
-        let inputref = i0();
+    c.bench_function("inputref", |bencher| {
+        let inputref = inputrefs[0].clone().boxed();
         bencher.iter(|| inputref.eval(&input).unwrap())
     });
-    c.bench_function("expr/constant", |bencher| {
+    c.bench_function("constant", |bencher| {
         let constant = LiteralExpression::new(DataType::Int32, Some(1_i32.into()));
         bencher.iter(|| constant.eval(&input).unwrap())
     });
-    c.bench_function("expr/add/i32", |bencher| {
-        let add = new_binary_expr(Type::Add, DataType::Int32, i0(), i1()).unwrap();
-        bencher.iter(|| add.eval(&input).unwrap())
-    });
-    c.bench_function("expr/mul/i32", |bencher| {
-        let mul = new_binary_expr(Type::Multiply, DataType::Int32, i0(), i1()).unwrap();
-        bencher.iter(|| mul.eval(&input).unwrap())
-    });
-    c.bench_function("expr/eq/i32", |bencher| {
-        let mul = new_binary_expr(Type::Equal, DataType::Int32, i0(), i1()).unwrap();
-        bencher.iter(|| mul.eval(&input).unwrap())
-    });
-    c.bench_function("expr/sum/i32", |bencher| {
-        let mut sum =
-            create_agg_state_unary(DataType::Int32, 0, AggKind::Sum, DataType::Int64, false)
-                .unwrap();
-        bencher.iter(|| sum.update_multi(&input, 0, 1024).unwrap())
-    });
+
+    let sigs = func_sigs();
+    let sigs = sigs.sorted_by_cached_key(|sig| sig.to_string_no_return());
+    for sig in sigs {
+        if sig
+            .inputs_type
+            .iter()
+            .any(|t| matches!(t, DataTypeName::Struct | DataTypeName::List))
+        {
+            // TODO: support struct and list
+            println!("todo: {}", sig.to_string_no_return());
+            continue;
+        }
+
+        let mut prost = make_expression(
+            sig.func,
+            &sig.inputs_type
+                .iter()
+                .map(|t| DataType::from(*t).prost_type_name())
+                .collect_vec(),
+            &sig.inputs_type
+                .iter()
+                .enumerate()
+                .map(|(idx, t)| match (sig.func, idx) {
+                    (ExprType::AtTimeZone, 1) => TIMEZONE,
+                    (ExprType::DateTrunc, 0) => TIME_FIELD,
+                    (ExprType::DateTrunc, 2) => TIMEZONE,
+                    (ExprType::Extract, 0) => match sig.inputs_type[1] {
+                        DataTypeName::Date => EXTRACT_FIELD_DATE,
+                        DataTypeName::Time => EXTRACT_FIELD_TIME,
+                        DataTypeName::Timestamp => EXTRACT_FIELD_TIMESTAMP,
+                        DataTypeName::Timestampz => EXTRACT_FIELD_TIMESTAMPZ,
+                        t => panic!("unexpected type: {t:?}"),
+                    },
+                    _ => inputref_for_type((*t).into()).index() as i32,
+                })
+                .collect_vec(),
+        );
+        if sig.func == ExprType::ToChar {
+            let RexNode::FuncCall(f) = prost.rex_node.as_mut().unwrap() else { unreachable!() };
+            f.children[1] = make_string_literal("YYYY/MM/DD HH:MM:SS");
+        }
+        let expr = match build_from_prost(&prost) {
+            Ok(expr) => expr,
+            Err(e) => {
+                println!("error: {e}");
+                continue;
+            }
+        };
+        c.bench_function(&sig.to_string_no_return(), |bencher| {
+            bencher.iter(|| expr.eval(&input).unwrap())
+        });
+    }
+
+    for sig in agg_func_sigs() {
+        if sig.inputs_type.len() != 1 {
+            println!("todo: {}", sig.to_string_no_return());
+            continue;
+        }
+        let mut agg = match create_agg_state_unary(
+            sig.inputs_type[0].into(),
+            inputref_for_type(sig.inputs_type[0].into()).index(),
+            sig.func,
+            sig.ret_type.into(),
+            false,
+        ) {
+            Ok(agg) => agg,
+            Err(e) => {
+                println!("error: {e}");
+                continue;
+            }
+        };
+        c.bench_function(&sig.to_string_no_return(), |bencher| {
+            bencher.iter(|| agg.update_multi(&input, 0, CHUNK_SIZE).unwrap())
+        });
+    }
+
+    for sig in cast_sigs() {
+        let expr = match new_unary_expr(
+            ExprType::Cast,
+            sig.to_type.into(),
+            if matches!(sig.from_type, DataTypeName::Varchar) {
+                use DataTypeName::*;
+                let idx = match sig.to_type {
+                    Boolean => BOOL_STRING,
+                    Int16 | Int32 | Int64 | Float32 | Float64 | Decimal => NUMBER_STRING,
+                    Date => DATE_STRING,
+                    Time => TIME_STRING,
+                    Timestamp => TIMESTAMP_STRING,
+                    Timestampz => TIMESTAMPZ_STRING,
+                    Interval => INTERVAL_STRING,
+                    Bytea => NUMBER_STRING, // any
+                    _ => {
+                        println!("todo: {}", sig.to_string_no_return());
+                        continue;
+                    }
+                };
+                InputRefExpression::new(DataType::Varchar, idx as usize).boxed()
+            } else {
+                inputref_for_type(sig.from_type.into()).clone().boxed()
+            },
+        ) {
+            Ok(expr) => expr,
+            Err(e) => {
+                println!("error: {e}");
+                continue;
+            }
+        };
+        c.bench_function(&sig.to_string_no_return(), |bencher| {
+            bencher.iter(|| expr.eval(&input).unwrap())
+        });
+    }
 
     // ~360ns
     // This should be the optimization goal for our add expression.
-    c.bench_function("expr/add/i32/TBD", |bencher| {
+    c.bench_function("TBD/add(int32,int32)", |bencher| {
         bencher.iter(|| {
-            let a = input.column_at(0).array_ref().as_int32();
-            let b = input.column_at(1).array_ref().as_int32();
+            let a = input.column_at(2).array_ref().as_int32();
+            let b = input.column_at(2).array_ref().as_int32();
             assert_eq!(a.len(), b.len());
             let mut c = (a.raw_iter())
                 .zip(b.raw_iter())
diff --git a/src/expr/src/expr/build_expr_from_prost.rs b/src/expr/src/expr/build_expr_from_prost.rs
index 0e5256b708ef7..20a57a3b6bdf4 100644
--- a/src/expr/src/expr/build_expr_from_prost.rs
+++ b/src/expr/src/expr/build_expr_from_prost.rs
@@ -236,7 +236,7 @@ pub fn build_to_char_expr(prost: &ExprNode) -> Result<BoxedExpression> {
 
         Ok(ExprToCharConstTmpl {
             ctx: ExprToCharConstTmplContext {
-                chrono_tmpl: pattern,
+                chrono_pattern: pattern,
             },
             child: data_expr,
         }.boxed())
diff --git a/src/expr/src/expr/expr_binary_nonnull.rs b/src/expr/src/expr/expr_binary_nonnull.rs
index 8f429fe552c7b..9b320b13852ce 100644
--- a/src/expr/src/expr/expr_binary_nonnull.rs
+++ b/src/expr/src/expr/expr_binary_nonnull.rs
@@ -22,7 +22,7 @@ use risingwave_pb::expr::expr_node::Type;
 use super::Expression;
 use crate::expr::expr_binary_bytes::new_concat_op;
 use crate::expr::template::BinaryExpression;
-use crate::expr::BoxedExpression;
+use crate::expr::{template_fast, BoxedExpression};
 use crate::vector_op::arithmetic_op::*;
 use crate::vector_op::bitwise_op::*;
 use crate::vector_op::cmp::*;
@@ -81,6 +81,31 @@ macro_rules! gen_atm_impl {
     };
 }
 
+macro_rules! gen_atm_impl_fast {
+    ([$l:expr, $r:expr, $ret:expr], $( { $i1:ident, $i2:ident, $rt:ident, $func:ident },)*) => {
+        match ($l.return_type(), $r.return_type()) {
+            $(
+                ($i1! { type_match_pattern }, $i2! { type_match_pattern }) => {
+                    template_fast::BinaryExpression::new(
+                        $l, $r, $ret,
+                        $func::<
+                            <$i1! { type_array } as Array>::OwnedItem,
+                            <$i2! { type_array } as Array>::OwnedItem,
+                            <$rt! { type_array } as Array>::OwnedItem
+                        >,
+                    ).boxed()
+                },
+            )*
+            _ => {
+                return Err(ExprError::UnsupportedFunction(format!(
+                    "{:?} atm {:?}",
+                    $l.return_type(), $r.return_type()
+                )));
+            }
+        }
+    };
+}
+
 /// This macro helps create comparison expression. Its output array is a bool array
 /// Similar to `gen_atm_impl`.
 macro_rules! gen_cmp_impl {
@@ -88,23 +113,15 @@ macro_rules! gen_cmp_impl {
         match ($l.return_type(), $r.return_type()) {
             $(
                 ($i1! { type_match_pattern }, $i2! { type_match_pattern }) => {
-                    Box::new(
-                        BinaryExpression::<
-                            $i1! { type_array },
-                            $i2! { type_array },
-                            BoolArray,
-                            _
-                        >::new(
-                            $l,
-                            $r,
-                            $ret,
-                            $func::<
-                                <$i1! { type_array } as Array>::OwnedItem,
-                                <$i2! { type_array } as Array>::OwnedItem,
-                                <$cast! { type_array } as Array>::OwnedItem
-                            >,
-                        )
-                    ) as BoxedExpression
+                    template_fast::CompareExpression::new(
+                        $l,
+                        $r,
+                        $func::<
+                            <$i1! { type_array } as Array>::OwnedItem,
+                            <$i2! { type_array } as Array>::OwnedItem,
+                            <$cast! { type_array } as Array>::OwnedItem
+                        >,
+                    ).boxed()
                 }
             ),*
             _ => {
@@ -159,10 +176,20 @@ macro_rules! gen_shift_impl {
 /// * `$ret`: returned expression
 /// * `macro`: a macro helps create expression
 /// * `general_f`: generic cmp function (require a common ``TryInto`` type for two input).
+/// * `boolean_f`: boolean cmp function
 /// * `str_f`: cmp function between str
 macro_rules! gen_binary_expr_cmp {
-    ($macro:ident, $general_f:ident, $op:ident, $l:expr, $r:expr, $ret:expr) => {
+    ($macro:ident, $general_f:ident, $boolean_f:ident, $op:ident, $l:expr, $r:expr, $ret:expr) => {
         match ($l.return_type(), $r.return_type()) {
+            (DataType::Boolean, DataType::Boolean) => {
+                template_fast::BooleanBinaryExpression::new($l, $r, $boolean_f, |l, r| {
+                    match (l, r) {
+                        (Some(l), Some(r)) => Some($general_f::<bool, bool, bool>(l, r)),
+                        _ => None,
+                    }
+                })
+                .boxed()
+            }
             (DataType::Varchar, DataType::Varchar) => {
                 Box::new(BinaryExpression::<Utf8Array, Utf8Array, BoolArray, _>::new(
                     $l,
@@ -447,22 +474,22 @@ pub fn new_binary_expr(
     use crate::expr::data_types::*;
     let expr = match expr_type {
         Type::Equal => {
-            gen_binary_expr_cmp! {gen_cmp_impl, general_eq, EQ, l, r, ret}
+            gen_binary_expr_cmp! {gen_cmp_impl, general_eq, boolean_eq, EQ, l, r, ret}
         }
         Type::NotEqual => {
-            gen_binary_expr_cmp! {gen_cmp_impl, general_ne, NE, l, r, ret}
+            gen_binary_expr_cmp! {gen_cmp_impl, general_ne, boolean_ne, NE, l, r, ret}
         }
         Type::LessThan => {
-            gen_binary_expr_cmp! {gen_cmp_impl, general_lt, LT, l, r, ret}
+            gen_binary_expr_cmp! {gen_cmp_impl, general_lt, boolean_lt, LT, l, r, ret}
         }
         Type::GreaterThan => {
-            gen_binary_expr_cmp! {gen_cmp_impl, general_gt, GT, l, r, ret}
+            gen_binary_expr_cmp! {gen_cmp_impl, general_gt, boolean_gt, GT, l, r, ret}
         }
         Type::GreaterThanOrEqual => {
-            gen_binary_expr_cmp! {gen_cmp_impl, general_ge, GE, l, r, ret}
+            gen_binary_expr_cmp! {gen_cmp_impl, general_ge, boolean_ge, GE, l, r, ret}
         }
         Type::LessThanOrEqual => {
-            gen_binary_expr_cmp! {gen_cmp_impl, general_le, LE, l, r, ret}
+            gen_binary_expr_cmp! {gen_cmp_impl, general_le, boolean_le, LE, l, r, ret}
         }
         Type::Add => {
             gen_binary_expr_atm! {
@@ -573,7 +600,7 @@ pub fn new_binary_expr(
         }
         Type::BitwiseAnd => {
             gen_binary_expr_bitwise! {
-                gen_atm_impl,
+                gen_atm_impl_fast,
                 l, r, ret,
                 general_bitand,
                 {
@@ -582,7 +609,7 @@ pub fn new_binary_expr(
         }
         Type::BitwiseOr => {
             gen_binary_expr_bitwise! {
-                gen_atm_impl,
+                gen_atm_impl_fast,
                 l, r, ret,
                 general_bitor,
                 {
@@ -591,7 +618,7 @@ pub fn new_binary_expr(
         }
         Type::BitwiseXor => {
             gen_binary_expr_bitwise! {
-                gen_atm_impl,
+                gen_atm_impl_fast,
                 l, r, ret,
                 general_bitxor,
                 {
@@ -600,14 +627,12 @@ pub fn new_binary_expr(
         }
         Type::Extract => build_extract_expr(ret, l, r)?,
         Type::AtTimeZone => build_at_time_zone_expr(ret, l, r)?,
-        Type::RoundDigit => Box::new(
-            BinaryExpression::<DecimalArray, I32Array, DecimalArray, _>::new(
-                l,
-                r,
-                ret,
-                round_digits,
-            ),
-        ),
+        Type::RoundDigit => Box::new(template_fast::BinaryExpression::new(
+            l,
+            r,
+            ret,
+            round_digits::<i32>,
+        )),
         Type::Position => Box::new(BinaryExpression::<Utf8Array, Utf8Array, I32Array, _>::new(
             l, r, ret, position,
         )),
@@ -679,6 +704,42 @@ pub fn new_like_default(
     ))
 }
 
+fn boolean_eq(l: &BoolArray, r: &BoolArray) -> BoolArray {
+    let data = !(l.data() ^ r.data());
+    let bitmap = l.null_bitmap() & r.null_bitmap();
+    BoolArray::new(data, bitmap)
+}
+
+fn boolean_ne(l: &BoolArray, r: &BoolArray) -> BoolArray {
+    let data = l.data() ^ r.data();
+    let bitmap = l.null_bitmap() & r.null_bitmap();
+    BoolArray::new(data, bitmap)
+}
+
+fn boolean_gt(l: &BoolArray, r: &BoolArray) -> BoolArray {
+    let data = l.data() & !r.data();
+    let bitmap = l.null_bitmap() & r.null_bitmap();
+    BoolArray::new(data, bitmap)
+}
+
+fn boolean_lt(l: &BoolArray, r: &BoolArray) -> BoolArray {
+    let data = !l.data() & r.data();
+    let bitmap = l.null_bitmap() & r.null_bitmap();
+    BoolArray::new(data, bitmap)
+}
+
+fn boolean_ge(l: &BoolArray, r: &BoolArray) -> BoolArray {
+    let data = l.data() | !r.data();
+    let bitmap = l.null_bitmap() & r.null_bitmap();
+    BoolArray::new(data, bitmap)
+}
+
+fn boolean_le(l: &BoolArray, r: &BoolArray) -> BoolArray {
+    let data = !l.data() | r.data();
+    let bitmap = l.null_bitmap() & r.null_bitmap();
+    BoolArray::new(data, bitmap)
+}
+
 #[cfg(test)]
 mod tests {
     use risingwave_common::array::interval_array::IntervalArray;
diff --git a/src/expr/src/expr/expr_binary_nullable.rs b/src/expr/src/expr/expr_binary_nullable.rs
index 92418d97c0320..66d60cabf64e3 100644
--- a/src/expr/src/expr/expr_binary_nullable.rs
+++ b/src/expr/src/expr/expr_binary_nullable.rs
@@ -16,44 +16,38 @@
 
 use std::sync::Arc;
 
-use itertools::{multizip, Itertools};
 use risingwave_common::array::*;
+use risingwave_common::buffer::Bitmap;
 use risingwave_common::row::OwnedRow;
 use risingwave_common::types::{DataType, Datum, Scalar};
 use risingwave_pb::expr::expr_node::Type;
 
 use super::{BoxedExpression, Expression};
 use crate::expr::template::BinaryNullableExpression;
+use crate::expr::template_fast;
 use crate::vector_op::array_access::array_access;
 use crate::vector_op::cmp::{
-    general_is_distinct_from, general_is_not_distinct_from, str_is_distinct_from,
+    general_is_distinct_from, general_is_not_distinct_from, general_ne, str_is_distinct_from,
     str_is_not_distinct_from,
 };
 use crate::vector_op::conjunction::{and, or};
 use crate::{for_all_cmp_variants, ExprError, Result};
 
-macro_rules! gen_nullable_cmp_impl {
+macro_rules! gen_is_distinct_from_impl {
     ([$l:expr, $r:expr, $ret:expr], $( { $i1:ident, $i2:ident, $cast:ident, $func:ident} ),* $(,)?) => {
         match ($l.return_type(), $r.return_type()) {
             $(
                 ($i1! { type_match_pattern }, $i2! { type_match_pattern }) => {
-                    Box::new(
-                        BinaryNullableExpression::<
-                            $i1! { type_array },
-                            $i2! { type_array },
-                            BoolArray,
-                            _
-                        >::new(
-                            $l,
-                            $r,
-                            $ret,
-                            $func::<
-                                <$i1! { type_array } as Array>::OwnedItem,
-                                <$i2! { type_array } as Array>::OwnedItem,
-                                <$cast! { type_array } as Array>::OwnedItem
-                            >,
-                        )
-                    )
+                    template_fast::IsDistinctFromExpression::new(
+                        $l,
+                        $r,
+                        general_ne::<
+                            <$i1! { type_array } as Array>::OwnedItem,
+                            <$i2! { type_array } as Array>::OwnedItem,
+                            <$cast! { type_array } as Array>::OwnedItem
+                        >,
+                        $func,
+                    ).boxed()
                 }
             ),*
             _ => {
@@ -88,87 +82,56 @@ impl Expression for BinaryShortCircuitExpression {
     }
 
     fn eval(&self, input: &DataChunk) -> Result<ArrayRef> {
-        let init_vis = input.vis();
-        let mut input = input.clone();
-        let len = input.capacity();
-        let mut children_array = Vec::with_capacity(2);
-        for child in [&self.expr_ia1, &self.expr_ia2] {
-            let res = child.eval_checked(&input)?;
-            let res_bool = res.as_bool();
-            let orig_vis = input.vis();
-            let res_vis: Vis = match self.expr_type {
-                // For `Or` operator, if res of left part is not null and is true, we do not want to
-                // calculate right part because the result must be true.
-                Type::Or => (!(res_bool.to_bitmap())).into(),
-                // For `And` operator, If res of left part is not null and is false, we do not want
-                // to calculate right part because the result must be false.
-                Type::And => (res_bool.to_bitmap() | !res_bool.null_bitmap()).into(),
-                _ => unimplemented!(),
-            };
-            let new_vis = orig_vis & res_vis;
-            input.set_vis(new_vis);
-            children_array.push(res);
-        }
-        let mut builder =
-            <BoolArray as Array>::Builder::with_meta(len, (&self.return_type()).into());
-        match self.expr_type {
+        let left = self.expr_ia1.eval_checked(input)?;
+        let left = left.as_bool();
+
+        let res_vis: Vis = match self.expr_type {
+            // For `Or` operator, if res of left part is not null and is true, we do not want to
+            // calculate right part because the result must be true.
+            Type::Or => (!left.to_bitmap()).into(),
+            // For `And` operator, If res of left part is not null and is false, we do not want
+            // to calculate right part because the result must be false.
+            Type::And => (left.data() | !left.null_bitmap()).into(),
+            _ => unimplemented!(),
+        };
+        let new_vis = input.vis() & res_vis;
+        let mut input1 = input.clone();
+        input1.set_vis(new_vis);
+
+        let right = self.expr_ia2.eval_checked(&input1)?;
+        let right = right.as_bool();
+        assert_eq!(left.len(), right.len());
+
+        let mut bitmap = match input.visibility() {
+            Some(vis) => vis.clone(),
+            None => Bitmap::ones(input.capacity()),
+        };
+        bitmap &= left.null_bitmap();
+        bitmap &= right.null_bitmap();
+
+        let c = match self.expr_type {
             Type::Or => {
-                for (((v_ia1, v_ia2), init_visible), final_visible) in multizip((
-                    children_array[0].as_bool().iter(),
-                    children_array[1].as_bool().iter(),
-                ))
-                .zip_eq(init_vis.iter())
-                .zip_eq(input.vis().iter())
-                {
-                    if init_visible {
-                        builder.append(if final_visible {
-                            or(v_ia1, v_ia2)?
-                        } else {
-                            Some(true)
-                        });
-                    } else {
-                        builder.append_null()
-                    }
-                }
+                let data = left.to_bitmap() | right.to_bitmap();
+                bitmap |= &data; // is_true || is_true
+                BoolArray::new(data, bitmap)
             }
             Type::And => {
-                for (((v_ia1, v_ia2), init_visible), final_visible) in multizip((
-                    children_array[0].as_bool().iter(),
-                    children_array[1].as_bool().iter(),
-                ))
-                .zip_eq(init_vis.iter())
-                .zip_eq(input.vis().iter())
-                {
-                    if init_visible {
-                        builder.append(if final_visible {
-                            and(v_ia1, v_ia2)?
-                        } else {
-                            Some(false)
-                        });
-                    } else {
-                        builder.append_null()
-                    }
-                }
+                let data = left.to_bitmap() & right.to_bitmap();
+                bitmap |= !left.data() & left.null_bitmap(); // is_false
+                bitmap |= !right.data() & right.null_bitmap(); // is_false
+                BoolArray::new(data, bitmap)
             }
             _ => unimplemented!(),
-        }
-        Ok(Arc::new(builder.finish().into()))
+        };
+        Ok(Arc::new(c.into()))
     }
 
     fn eval_row(&self, input: &OwnedRow) -> Result<Datum> {
         let ret_ia1 = self.expr_ia1.eval_row(input)?.map(|x| x.into_bool());
         match self.expr_type {
-            Type::Or => {
-                if ret_ia1 == Some(true) {
-                    return Ok(Some(true.to_scalar_value()));
-                }
-            }
-            Type::And => {
-                if ret_ia1 == Some(false) {
-                    return Ok(Some(false.to_scalar_value()));
-                }
-            }
-            _ => unimplemented!(),
+            Type::Or if ret_ia1 == Some(true) => return Ok(Some(true.to_scalar_value())),
+            Type::And if ret_ia1 == Some(false) => return Ok(Some(false.to_scalar_value())),
+            _ => {}
         }
         let ret_ia2 = self.expr_ia2.eval_row(input)?.map(|x| x.into_bool());
         match self.expr_type {
@@ -259,6 +222,17 @@ pub fn new_distinct_from_expr(
     use crate::expr::data_types::*;
 
     let expr: BoxedExpression = match (l.return_type(), r.return_type()) {
+        (DataType::Boolean, DataType::Boolean) => template_fast::BooleanBinaryExpression::new(
+            l,
+            r,
+            |l, r| {
+                let data = ((l.data() ^ r.data()) & (l.null_bitmap() & r.null_bitmap()))
+                    | (l.null_bitmap() ^ r.null_bitmap());
+                BoolArray::new(data, Bitmap::ones(l.len()))
+            },
+            |l, r| Some(general_is_distinct_from::<bool, bool, bool>(l, r)),
+        )
+        .boxed(),
         (DataType::Varchar, DataType::Varchar) => Box::new(BinaryNullableExpression::<
             Utf8Array,
             Utf8Array,
@@ -268,7 +242,7 @@ pub fn new_distinct_from_expr(
             l, r, ret, str_is_distinct_from
         )),
         _ => {
-            for_all_cmp_variants! {gen_nullable_cmp_impl, l, r, ret, general_is_distinct_from}
+            for_all_cmp_variants! { gen_is_distinct_from_impl, l, r, ret, false }
         }
     };
     Ok(expr)
@@ -282,6 +256,17 @@ pub fn new_not_distinct_from_expr(
     use crate::expr::data_types::*;
 
     let expr: BoxedExpression = match (l.return_type(), r.return_type()) {
+        (DataType::Boolean, DataType::Boolean) => template_fast::BooleanBinaryExpression::new(
+            l,
+            r,
+            |l, r| {
+                let data = !(((l.data() ^ r.data()) & (l.null_bitmap() & r.null_bitmap()))
+                    | (l.null_bitmap() ^ r.null_bitmap()));
+                BoolArray::new(data, Bitmap::ones(l.len()))
+            },
+            |l, r| Some(general_is_not_distinct_from::<bool, bool, bool>(l, r)),
+        )
+        .boxed(),
         (DataType::Varchar, DataType::Varchar) => Box::new(BinaryNullableExpression::<
             Utf8Array,
             Utf8Array,
@@ -291,7 +276,7 @@ pub fn new_not_distinct_from_expr(
             l, r, ret, str_is_not_distinct_from
         )),
         _ => {
-            for_all_cmp_variants! {gen_nullable_cmp_impl, l, r, ret, general_is_not_distinct_from}
+            for_all_cmp_variants! { gen_is_distinct_from_impl, l, r, ret, true }
         }
     };
     Ok(expr)
diff --git a/src/expr/src/expr/expr_case.rs b/src/expr/src/expr/expr_case.rs
index 00c60bf81701f..ad46d2eb5d3b1 100644
--- a/src/expr/src/expr/expr_case.rs
+++ b/src/expr/src/expr/expr_case.rs
@@ -74,7 +74,7 @@ impl Expression for CaseExpression {
             input.set_vis(calc_then_vis.clone());
             let then_res = then.eval_checked(&input)?;
             calc_then_vis
-                .ones()
+                .iter_ones()
                 .for_each(|pos| selection[pos] = Some(when_idx));
             input.set_vis(&input_vis & (!&calc_then_vis));
             result_array.push(then_res);
@@ -83,7 +83,7 @@ impl Expression for CaseExpression {
             let else_res = else_expr.eval_checked(&input)?;
             input
                 .vis()
-                .ones()
+                .iter_ones()
                 .for_each(|pos| selection[pos] = Some(when_len));
             result_array.push(else_res);
         }
diff --git a/src/expr/src/expr/expr_coalesce.rs b/src/expr/src/expr/expr_coalesce.rs
index 629ee822d490e..4e3ff919b2005 100644
--- a/src/expr/src/expr/expr_coalesce.rs
+++ b/src/expr/src/expr/expr_coalesce.rs
@@ -50,7 +50,7 @@ impl Expression for CoalesceExpression {
             orig_vis
                 .as_ref()
                 .bitand(res_bitmap_ref)
-                .ones()
+                .iter_ones()
                 .for_each(|pos| {
                     selection[pos] = Some(child_idx);
                 });
diff --git a/src/expr/src/expr/expr_concat_ws.rs b/src/expr/src/expr/expr_concat_ws.rs
index a6b5e6a1db11d..b0953518fd56e 100644
--- a/src/expr/src/expr/expr_concat_ws.rs
+++ b/src/expr/src/expr/expr_concat_ws.rs
@@ -13,6 +13,7 @@
 // limitations under the License.
 
 use std::convert::TryFrom;
+use std::fmt::Write;
 use std::sync::Arc;
 
 use risingwave_common::array::{
@@ -74,15 +75,15 @@ impl Expression for ConcatWsExpression {
             let mut string_columns = string_columns_ref.iter();
             for string_column in string_columns.by_ref() {
                 if let Some(string) = string_column.value_at(row_idx) {
-                    writer.write_ref(string);
+                    writer.write_str(string).unwrap();
                     break;
                 }
             }
 
             for string_column in string_columns {
                 if let Some(string) = string_column.value_at(row_idx) {
-                    writer.write_ref(sep);
-                    writer.write_ref(string);
+                    writer.write_str(sep).unwrap();
+                    writer.write_str(string).unwrap();
                 }
             }
 
diff --git a/src/expr/src/expr/expr_in.rs b/src/expr/src/expr/expr_in.rs
index 1170c6f90e16d..6a864247bc88f 100644
--- a/src/expr/src/expr/expr_in.rs
+++ b/src/expr/src/expr/expr_in.rs
@@ -224,7 +224,7 @@ mod tests {
         for (i, input_ref) in input_refs.into_iter().enumerate() {
             let search_expr =
                 InExpression::new(input_ref, data[i].clone().into_iter(), DataType::Boolean);
-            let vis = data_chunks[i].get_visibility_ref();
+            let vis = data_chunks[i].visibility();
             let res = search_expr
                 .eval(&data_chunks[i])
                 .unwrap()
diff --git a/src/expr/src/expr/expr_input_ref.rs b/src/expr/src/expr/expr_input_ref.rs
index e4d4047f3ea78..ea3e2392dfd46 100644
--- a/src/expr/src/expr/expr_input_ref.rs
+++ b/src/expr/src/expr/expr_input_ref.rs
@@ -25,7 +25,7 @@ use crate::expr::Expression;
 use crate::{bail, ensure, ExprError, Result};
 
 /// `InputRefExpression` references to a column in input relation
-#[derive(Debug)]
+#[derive(Debug, Clone)]
 pub struct InputRefExpression {
     return_type: DataType,
     idx: usize,
diff --git a/src/expr/src/expr/expr_is_null.rs b/src/expr/src/expr/expr_is_null.rs
index 3cb84cffd9c1d..2c1c80d36699a 100644
--- a/src/expr/src/expr/expr_is_null.rs
+++ b/src/expr/src/expr/expr_is_null.rs
@@ -25,44 +25,33 @@ use crate::Result;
 #[derive(Debug)]
 pub struct IsNullExpression {
     child: BoxedExpression,
-    return_type: DataType,
 }
 
 #[derive(Debug)]
 pub struct IsNotNullExpression {
     child: BoxedExpression,
-    return_type: DataType,
 }
 
 impl IsNullExpression {
     pub(crate) fn new(child: BoxedExpression) -> Self {
-        Self {
-            child,
-            return_type: DataType::Boolean,
-        }
+        Self { child }
     }
 }
 
 impl IsNotNullExpression {
     pub(crate) fn new(child: BoxedExpression) -> Self {
-        Self {
-            child,
-            return_type: DataType::Boolean,
-        }
+        Self { child }
     }
 }
 
 impl Expression for IsNullExpression {
     fn return_type(&self) -> DataType {
-        self.return_type.clone()
+        DataType::Boolean
     }
 
     fn eval(&self, input: &DataChunk) -> Result<ArrayRef> {
         let child_arr = self.child.eval_checked(input)?;
-        let arr = BoolArray::new(
-            Bitmap::all_high_bits(input.capacity()),
-            !child_arr.null_bitmap(),
-        );
+        let arr = BoolArray::new(!child_arr.null_bitmap(), Bitmap::ones(input.capacity()));
 
         Ok(Arc::new(ArrayImpl::Bool(arr)))
     }
@@ -76,7 +65,7 @@ impl Expression for IsNullExpression {
 
 impl Expression for IsNotNullExpression {
     fn return_type(&self) -> DataType {
-        self.return_type.clone()
+        DataType::Boolean
     }
 
     fn eval(&self, input: &DataChunk) -> Result<ArrayRef> {
@@ -85,7 +74,7 @@ impl Expression for IsNotNullExpression {
             Ok(child_arr) => child_arr.into_null_bitmap(),
             Err(child_arr) => child_arr.null_bitmap().clone(),
         };
-        let arr = BoolArray::new(Bitmap::all_high_bits(input.capacity()), null_bitmap);
+        let arr = BoolArray::new(null_bitmap, Bitmap::ones(input.capacity()));
 
         Ok(Arc::new(ArrayImpl::Bool(arr)))
     }
diff --git a/src/expr/src/expr/expr_regexp.rs b/src/expr/src/expr/expr_regexp.rs
index 132e19845fa46..96bcd819ddc10 100644
--- a/src/expr/src/expr/expr_regexp.rs
+++ b/src/expr/src/expr/expr_regexp.rs
@@ -88,22 +88,14 @@ impl RegexpMatchExpression {
     fn match_one(&self, text: Option<&str>) -> Option<ListValue> {
         // If there are multiple captures, then the first one is the whole match, and should be
         // ignored in PostgreSQL's behavior.
-        let mut skip_flag = self.ctx.0.captures_len() > 1;
+        let skip_flag = self.ctx.0.captures_len() > 1;
 
         if let Some(text) = text {
             if let Some(capture) = self.ctx.0.captures(text) {
                 let list = capture
                     .iter()
-                    .skip_while(|_| {
-                        if skip_flag {
-                            skip_flag = false;
-                            true
-                        } else {
-                            false
-                        }
-                    })
-                    .flatten()
-                    .map(|mat| Some(mat.as_str().into()))
+                    .skip(if skip_flag { 1 } else { 0 })
+                    .map(|mat| mat.map(|m| m.as_str().into()))
                     .collect_vec();
                 let list = ListValue::new(list);
                 Some(list)
diff --git a/src/expr/src/expr/expr_to_char_const_tmpl.rs b/src/expr/src/expr/expr_to_char_const_tmpl.rs
index e5931e4e24da9..f2a77fc1d4392 100644
--- a/src/expr/src/expr/expr_to_char_const_tmpl.rs
+++ b/src/expr/src/expr/expr_to_char_const_tmpl.rs
@@ -12,6 +12,7 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
+use std::fmt::Write;
 use std::sync::Arc;
 
 use itertools::Itertools;
@@ -20,10 +21,11 @@ use risingwave_common::row::OwnedRow;
 use risingwave_common::types::{DataType, Datum, ScalarImpl};
 
 use super::Expression;
+use crate::vector_op::to_char::ChronoPattern;
 
 #[derive(Debug)]
 pub(crate) struct ExprToCharConstTmplContext {
-    pub(crate) chrono_tmpl: String,
+    pub(crate) chrono_pattern: ChronoPattern,
 }
 
 #[derive(Debug)]
@@ -48,8 +50,12 @@ impl Expression for ExprToCharConstTmpl {
             if !vis {
                 output.append_null();
             } else if let Some(data) = data {
-                let res = data.0.format(&self.ctx.chrono_tmpl).to_string();
-                output.append(Some(res.as_str()));
+                let mut writer = output.writer().begin();
+                let fmt = data
+                    .0
+                    .format_with_items(self.ctx.chrono_pattern.borrow_items().iter());
+                write!(writer, "{fmt}").unwrap();
+                writer.finish();
             } else {
                 output.append_null();
             }
@@ -61,7 +67,12 @@ impl Expression for ExprToCharConstTmpl {
     fn eval_row(&self, input: &OwnedRow) -> crate::Result<Datum> {
         let data = self.child.eval_row(input)?;
         Ok(if let Some(ScalarImpl::NaiveDateTime(data)) = data {
-            Some(data.0.format(&self.ctx.chrono_tmpl).to_string().into())
+            Some(
+                data.0
+                    .format_with_items(self.ctx.chrono_pattern.borrow_items().iter())
+                    .to_string()
+                    .into(),
+            )
         } else {
             None
         })
diff --git a/src/expr/src/expr/expr_unary.rs b/src/expr/src/expr/expr_unary.rs
index d08886fb5a90f..4595f296831ab 100644
--- a/src/expr/src/expr/expr_unary.rs
+++ b/src/expr/src/expr/expr_unary.rs
@@ -15,13 +15,14 @@
 //! For expression that only accept one value as input (e.g. CAST)
 
 use risingwave_common::array::*;
+use risingwave_common::buffer::Bitmap;
 use risingwave_common::types::*;
 use risingwave_pb::expr::expr_node::Type as ProstType;
 
 use super::template::{UnaryBytesExpression, UnaryExpression};
 use crate::expr::expr_is_null::{IsNotNullExpression, IsNullExpression};
-use crate::expr::template::UnaryNullableExpression;
-use crate::expr::BoxedExpression;
+use crate::expr::template_fast::BooleanUnaryExpression;
+use crate::expr::{template_fast, BoxedExpression, Expression};
 use crate::vector_op::arithmetic_op::{decimal_abs, general_abs, general_neg};
 use crate::vector_op::ascii::ascii;
 use crate::vector_op::bitwise_op::general_bitnot;
@@ -67,6 +68,19 @@ macro_rules! gen_unary_impl {
     };
 }
 
+macro_rules! gen_unary_impl_fast {
+    ([$expr_name: literal, $child:expr, $ret:expr], $( { $input:ident, $rt: ident, $func:expr },)*) => {
+        match ($child.return_type()) {
+            $(
+                $input! { type_match_pattern } => template_fast::UnaryExpression::new($child, $ret, $func).boxed(),
+            )*
+            _ => {
+                return Err(ExprError::UnsupportedFunction(format!("{}({:?}) -> {:?}", $expr_name, $child.return_type(), $ret)));
+            }
+        }
+    };
+}
+
 macro_rules! gen_unary_atm_expr  {
     (
         $expr_name: literal,
@@ -99,7 +113,7 @@ macro_rules! gen_round_expr {
         $float64_round_func:ident,
         $decimal_round_func:ident
     ) => {
-        gen_unary_impl! {
+        gen_unary_impl_fast! {
             [$expr_name, $child, $ret],
             { float64, float64, $float64_round_func },
             { decimal, decimal, $decimal_round_func },
@@ -148,68 +162,69 @@ pub fn new_unary_expr(
         )),
         (ProstType::Cast, _, _) => {
             macro_rules! gen_cast_impl {
-                ($( { $input:ident, $cast:ident, $func:expr } ),*) => {
+                ($( { $input:ident, $cast:ident, $func:expr, $infallible:ident } ),*) => {
                     match (child_expr.return_type(), return_type.clone()) {
                         $(
-                            ($input! { type_match_pattern }, $cast! { type_match_pattern }) => Box::new(
-                                UnaryExpression::< $input! { type_array }, $cast! { type_array }, _>::new(
-                                    child_expr,
-                                    return_type.clone(),
-                                    $func
-                                )
-                            ),
+                            ($input! { type_match_pattern }, $cast! { type_match_pattern }) => gen_cast_impl!(arm: $input, $cast, $func, $infallible),
                         )*
                         _ => {
                             return Err(ExprError::UnsupportedCast(child_expr.return_type(), return_type));
                         }
                     }
                 };
+                (arm: $input:ident, varchar, $func:expr, false) => {
+                    UnaryBytesExpression::< $input! { type_array }, _>::new(
+                        child_expr,
+                        return_type.clone(),
+                        $func
+                    ).boxed()
+                };
+                (arm: $input:ident, $cast:ident, $func:expr, false) => {
+                    UnaryExpression::< $input! { type_array }, $cast! { type_array }, _>::new(
+                        child_expr,
+                        return_type.clone(),
+                        $func
+                    ).boxed()
+                };
+                (arm: $input:ident, $cast:ident, $func:expr, true) => {
+                    template_fast::UnaryExpression::new(
+                        child_expr,
+                        return_type.clone(),
+                        $func
+                    ).boxed()
+                };
             }
 
             for_all_cast_variants! { gen_cast_impl }
         }
-        (ProstType::BoolOut, _, DataType::Boolean) => {
-            Box::new(UnaryExpression::<BoolArray, Utf8Array, _>::new(
-                child_expr,
-                return_type,
-                bool_out,
-            ))
-        }
-        (ProstType::Not, _, _) => {
-            Box::new(UnaryNullableExpression::<BoolArray, BoolArray, _>::new(
-                child_expr,
-                return_type,
-                conjunction::not,
-            ))
-        }
-        (ProstType::IsTrue, _, _) => {
-            Box::new(UnaryNullableExpression::<BoolArray, BoolArray, _>::new(
-                child_expr,
-                return_type,
-                is_true,
-            ))
-        }
-        (ProstType::IsNotTrue, _, _) => {
-            Box::new(UnaryNullableExpression::<BoolArray, BoolArray, _>::new(
-                child_expr,
-                return_type,
-                is_not_true,
-            ))
-        }
-        (ProstType::IsFalse, _, _) => {
-            Box::new(UnaryNullableExpression::<BoolArray, BoolArray, _>::new(
-                child_expr,
-                return_type,
-                is_false,
-            ))
-        }
-        (ProstType::IsNotFalse, _, _) => {
-            Box::new(UnaryNullableExpression::<BoolArray, BoolArray, _>::new(
-                child_expr,
-                return_type,
-                is_not_false,
-            ))
-        }
+        (ProstType::BoolOut, _, DataType::Boolean) => Box::new(
+            UnaryBytesExpression::<BoolArray, _>::new(child_expr, return_type, bool_out),
+        ),
+        (ProstType::Not, _, _) => Box::new(BooleanUnaryExpression::new(
+            child_expr,
+            |a| BoolArray::new(!a.data() & a.null_bitmap(), a.null_bitmap().clone()),
+            conjunction::not,
+        )),
+        (ProstType::IsTrue, _, _) => Box::new(BooleanUnaryExpression::new(
+            child_expr,
+            |a| BoolArray::new(a.to_bitmap(), Bitmap::ones(a.len())),
+            is_true,
+        )),
+        (ProstType::IsNotTrue, _, _) => Box::new(BooleanUnaryExpression::new(
+            child_expr,
+            |a| BoolArray::new(!a.to_bitmap(), Bitmap::ones(a.len())),
+            is_not_true,
+        )),
+        (ProstType::IsFalse, _, _) => Box::new(BooleanUnaryExpression::new(
+            child_expr,
+            |a| BoolArray::new(!a.data() & a.null_bitmap(), Bitmap::ones(a.len())),
+            is_false,
+        )),
+        (ProstType::IsNotFalse, _, _) => Box::new(BooleanUnaryExpression::new(
+            child_expr,
+            |a| BoolArray::new(a.data() | !a.null_bitmap(), Bitmap::ones(a.len())),
+            is_not_false,
+        )),
         (ProstType::IsNull, _, _) => Box::new(IsNullExpression::new(child_expr)),
         (ProstType::IsNotNull, _, _) => Box::new(IsNotNullExpression::new(child_expr)),
         (ProstType::Upper, _, _) => Box::new(UnaryBytesExpression::<Utf8Array, _>::new(
@@ -262,12 +277,11 @@ pub fn new_unary_expr(
             }
         }
         (ProstType::BitwiseNot, _, _) => {
-            gen_unary_impl! {
+            gen_unary_impl_fast! {
                 [ "BitwiseNot", child_expr, return_type],
-                { int16, int16, general_bitnot },
-                { int32, int32, general_bitnot },
-                { int64, int64, general_bitnot },
-
+                { int16, int16, general_bitnot::<i16> },
+                { int32, int32, general_bitnot::<i32> },
+                { int64, int64, general_bitnot::<i64> },
             }
         }
         (ProstType::Ceil, _, _) => {
@@ -341,12 +355,12 @@ mod tests {
 
     use super::super::*;
     use crate::expr::test_utils::{make_expression, make_input_ref};
-    use crate::vector_op::cast::{general_cast, str_parse};
+    use crate::vector_op::cast::{str_parse, try_cast};
 
     #[test]
     fn test_unary() {
         test_unary_bool::<BoolArray, _>(|x| !x, Type::Not);
-        test_unary_date::<NaiveDateTimeArray, _>(|x| general_cast(x).unwrap(), Type::Cast);
+        test_unary_date::<NaiveDateTimeArray, _>(|x| try_cast(x).unwrap(), Type::Cast);
         test_str_to_int16::<I16Array, _>(|x| str_parse(x).unwrap());
     }
 
diff --git a/src/expr/src/expr/mod.rs b/src/expr/src/expr/mod.rs
index 1b842fa329030..bfc318427810e 100644
--- a/src/expr/src/expr/mod.rs
+++ b/src/expr/src/expr/mod.rs
@@ -35,6 +35,7 @@ mod expr_to_char_const_tmpl;
 pub mod expr_unary;
 mod expr_vnode;
 mod template;
+mod template_fast;
 
 use std::convert::TryFrom;
 use std::sync::Arc;
diff --git a/src/expr/src/expr/template.rs b/src/expr/src/expr/template.rs
index e2af5ce73dd65..da6c722369ad4 100644
--- a/src/expr/src/expr/template.rs
+++ b/src/expr/src/expr/template.rs
@@ -19,10 +19,7 @@ use std::sync::Arc;
 
 use itertools::{multizip, Itertools};
 use paste::paste;
-use risingwave_common::array::{
-    Array, ArrayBuilder, ArrayImpl, ArrayRef, DataChunk, StringWriter, Utf8Array, Utf8ArrayBuilder,
-    WrittenGuard,
-};
+use risingwave_common::array::{Array, ArrayBuilder, ArrayImpl, ArrayRef, DataChunk, Utf8Array};
 use risingwave_common::row::OwnedRow;
 use risingwave_common::types::{option_as_scalar_ref, DataType, Datum, Scalar};
 
@@ -37,7 +34,7 @@ macro_rules! gen_eval {
                     let [<arr_ $arg:lower>]: &$arg = [<ret_ $arg:lower>].as_ref().into();
                 )*
 
-                let bitmap = data_chunk.get_visibility_ref();
+                let bitmap = data_chunk.visibility();
                 let mut output_array = <$OA as Array>::Builder::with_meta(data_chunk.capacity(), (&self.return_type).into());
                 Ok(Arc::new(match bitmap {
                     Some(bitmap) => {
@@ -100,12 +97,12 @@ macro_rules! eval_normal_row {
 }
 
 macro_rules! gen_expr_normal {
-    ($ty_name:ident, { $($arg:ident),* }, { $($lt:lifetime),* }) => {
+    ($ty_name:ident, { $($arg:ident),* }) => {
         paste! {
             pub struct $ty_name<
                 $($arg: Array, )*
                 OA: Array,
-                F: for<$($lt),*> Fn($($arg::RefItem<$lt>, )*) -> $crate::Result<OA::OwnedItem>,
+                F: Fn($($arg::RefItem<'_>, )*) -> $crate::Result<OA::OwnedItem>,
             > {
                 $([<expr_ $arg:lower>]: BoxedExpression,)*
                 return_type: DataType,
@@ -115,7 +112,7 @@ macro_rules! gen_expr_normal {
 
             impl<$($arg: Array, )*
                 OA: Array,
-                F: for<$($lt),*> Fn($($arg::RefItem<$lt>, )*) -> $crate::Result<OA::OwnedItem> + Sized + Sync + Send,
+                F: Fn($($arg::RefItem<'_>, )*) -> $crate::Result<OA::OwnedItem> + Sync + Send,
             > fmt::Debug for $ty_name<$($arg, )* OA, F> {
                 fn fmt(&self, f: &mut fmt::Formatter<'_>) -> fmt::Result {
                     f.debug_struct(stringify!($ty_name))
@@ -128,7 +125,7 @@ macro_rules! gen_expr_normal {
 
             impl<$($arg: Array, )*
                 OA: Array,
-                F: for<$($lt),*> Fn($($arg::RefItem<$lt>, )*) -> $crate::Result<OA::OwnedItem> + Sized + Sync + Send,
+                F: Fn($($arg::RefItem<'_>, )*) -> $crate::Result<OA::OwnedItem> + Sync + Send,
             > Expression for $ty_name<$($arg, )* OA, F>
             where
                 $(for<'a> &'a $arg: std::convert::From<&'a ArrayImpl>,)*
@@ -143,7 +140,7 @@ macro_rules! gen_expr_normal {
 
             impl<$($arg: Array, )*
                 OA: Array,
-                F: for<$($lt),*> Fn($($arg::RefItem<$lt>, )*) -> $crate::Result<OA::OwnedItem> + Sized + Sync + Send,
+                F: Fn($($arg::RefItem<'_>, )*) -> $crate::Result<OA::OwnedItem> + Sync + Send,
             > $ty_name<$($arg, )* OA, F> {
                 #[allow(dead_code)]
                 pub fn new(
@@ -167,8 +164,9 @@ macro_rules! eval_bytes {
     ($self:ident, $output_array:ident, $($arg:ident,)*) => {
         if let ($(Some($arg), )*) = ($($arg, )*) {
             {
-                let writer = $output_array.writer();
-                let _guard = ($self.func)($($arg, )* writer)?;
+                let mut writer = $output_array.writer().begin();
+                ($self.func)($($arg, )* &mut writer)?;
+                writer.finish();
             }
         } else {
             $output_array.append(None);
@@ -178,11 +176,9 @@ macro_rules! eval_bytes {
 macro_rules! eval_bytes_row {
     ($self:ident, $($arg:ident,)*) => {
         if let ($(Some($arg), )*) = ($($arg, )*) {
-            let mut builder = Utf8ArrayBuilder::new(1);
-            let writer = builder.writer();
-            let _guard = ($self.func)($($arg, )* writer)?;
-            let array = builder.finish();
-            array.into_single_value() // take the single value from the array
+            let mut writer = String::new();
+            ($self.func)($($arg, )* &mut writer)?;
+            Some(Box::<str>::from(writer))
         } else {
             None
         }
@@ -190,11 +186,11 @@ macro_rules! eval_bytes_row {
 }
 
 macro_rules! gen_expr_bytes {
-    ($ty_name:ident, { $($arg:ident),* }, { $($lt:lifetime),* }) => {
+    ($ty_name:ident, { $($arg:ident),* }) => {
         paste! {
             pub struct $ty_name<
                 $($arg: Array, )*
-                F: for<$($lt),*, 'writer> Fn($($arg::RefItem<$lt>, )* StringWriter<'writer>) -> $crate::Result<WrittenGuard>,
+                F: Fn($($arg::RefItem<'_>, )* &mut dyn std::fmt::Write) -> $crate::Result<()>,
             > {
                 $([<expr_ $arg:lower>]: BoxedExpression,)*
                 return_type: DataType,
@@ -203,7 +199,7 @@ macro_rules! gen_expr_bytes {
             }
 
             impl<$($arg: Array, )*
-                F: for<$($lt),*, 'writer> Fn($($arg::RefItem<$lt>, )* StringWriter<'writer>) -> $crate::Result<WrittenGuard> + Sized + Sync + Send,
+                F: Fn($($arg::RefItem<'_>, )* &mut dyn std::fmt::Write) -> $crate::Result<()> + Sync + Send,
             > fmt::Debug for $ty_name<$($arg, )* F> {
                 fn fmt(&self, f: &mut fmt::Formatter<'_>) -> fmt::Result {
                     f.debug_struct(stringify!($ty_name))
@@ -215,7 +211,7 @@ macro_rules! gen_expr_bytes {
             }
 
             impl<$($arg: Array, )*
-                F: for<$($lt),*, 'writer> Fn($($arg::RefItem<$lt>, )* StringWriter<'writer>) -> $crate::Result<WrittenGuard> + Sized + Sync + Send,
+                F: Fn($($arg::RefItem<'_>, )* &mut dyn std::fmt::Write) -> $crate::Result<()> + Sync + Send,
             > Expression for $ty_name<$($arg, )* F>
             where
                 $(for<'a> &'a $arg: std::convert::From<&'a ArrayImpl>,)*
@@ -228,7 +224,7 @@ macro_rules! gen_expr_bytes {
             }
 
             impl<$($arg: Array, )*
-                F: for<$($lt),*, 'writer> Fn($($arg::RefItem<$lt>, )* StringWriter<'writer>) -> $crate::Result<WrittenGuard> + Sized + Sync + Send,
+                F: Fn($($arg::RefItem<'_>, )* &mut dyn std::fmt::Write) -> $crate::Result<()> + Sync + Send,
             > $ty_name<$($arg, )* F> {
                 pub fn new(
                     $([<expr_ $arg:lower>]: BoxedExpression, )*
@@ -262,12 +258,12 @@ macro_rules! eval_nullable_row {
 }
 
 macro_rules! gen_expr_nullable {
-    ($ty_name:ident, { $($arg:ident),* }, { $($lt:lifetime),* }) => {
+    ($ty_name:ident, { $($arg:ident),* }) => {
         paste! {
             pub struct $ty_name<
                 $($arg: Array, )*
                 OA: Array,
-                F: for<$($lt),*> Fn($(Option<$arg::RefItem<$lt>>, )*) -> $crate::Result<Option<OA::OwnedItem>>,
+                F: Fn($(Option<$arg::RefItem<'_>>, )*) -> $crate::Result<Option<OA::OwnedItem>>,
             > {
                 $([<expr_ $arg:lower>]: BoxedExpression,)*
                 return_type: DataType,
@@ -277,7 +273,7 @@ macro_rules! gen_expr_nullable {
 
             impl<$($arg: Array, )*
                 OA: Array,
-                F: for<$($lt),*> Fn($(Option<$arg::RefItem<$lt>>, )*) -> $crate::Result<Option<OA::OwnedItem>> + Sized + Sync + Send,
+                F: Fn($(Option<$arg::RefItem<'_>>, )*) -> $crate::Result<Option<OA::OwnedItem>> + Sync + Send,
             > fmt::Debug for $ty_name<$($arg, )* OA, F> {
                 fn fmt(&self, f: &mut fmt::Formatter<'_>) -> fmt::Result {
                     f.debug_struct(stringify!($ty_name))
@@ -290,7 +286,7 @@ macro_rules! gen_expr_nullable {
 
             impl<$($arg: Array, )*
                 OA: Array,
-                F: for<$($lt),*> Fn($(Option<$arg::RefItem<$lt>>, )*) -> $crate::Result<Option<OA::OwnedItem>> + Sized + Sync + Send,
+                F: Fn($(Option<$arg::RefItem<'_>>, )*) -> $crate::Result<Option<OA::OwnedItem>> + Sync + Send,
             > Expression for $ty_name<$($arg, )* OA, F>
             where
                 $(for<'a> &'a $arg: std::convert::From<&'a ArrayImpl>,)*
@@ -305,7 +301,7 @@ macro_rules! gen_expr_nullable {
 
             impl<$($arg: Array, )*
                 OA: Array,
-                F: for<$($lt),*> Fn($(Option<$arg::RefItem<$lt>>, )*) -> $crate::Result<Option<OA::OwnedItem>> + Sized + Sync + Send,
+                F: Fn($(Option<$arg::RefItem<'_>>, )*) -> $crate::Result<Option<OA::OwnedItem>> + Sync + Send,
             > $ty_name<$($arg, )* OA, F> {
                 // Compile failed due to some GAT lifetime issues so make this field private.
                 // Check issues #742.
@@ -326,17 +322,16 @@ macro_rules! gen_expr_nullable {
     }
 }
 
-gen_expr_normal!(UnaryExpression, { IA1 }, { 'ia1 });
-gen_expr_normal!(BinaryExpression, { IA1, IA2 }, { 'ia1, 'ia2 });
-gen_expr_normal!(TernaryExpression, { IA1, IA2, IA3 }, { 'ia1, 'ia2, 'ia3 });
+gen_expr_normal!(UnaryExpression, { IA1 });
+gen_expr_normal!(BinaryExpression, { IA1, IA2 });
+gen_expr_normal!(TernaryExpression, { IA1, IA2, IA3 });
 
-gen_expr_bytes!(UnaryBytesExpression, { IA1 }, { 'ia1 });
-gen_expr_bytes!(BinaryBytesExpression, { IA1, IA2 }, { 'ia1, 'ia2 });
-gen_expr_bytes!(TernaryBytesExpression, { IA1, IA2, IA3 }, { 'ia1, 'ia2, 'ia3 });
-gen_expr_bytes!(QuaternaryBytesExpression, { IA1, IA2, IA3, IA4 }, { 'ia1, 'ia2, 'ia3, 'ia4 });
+gen_expr_bytes!(UnaryBytesExpression, { IA1 });
+gen_expr_bytes!(BinaryBytesExpression, { IA1, IA2 });
+gen_expr_bytes!(TernaryBytesExpression, { IA1, IA2, IA3 });
+gen_expr_bytes!(QuaternaryBytesExpression, { IA1, IA2, IA3, IA4 });
 
-gen_expr_nullable!(UnaryNullableExpression, { IA1 }, { 'ia1 });
-gen_expr_nullable!(BinaryNullableExpression, { IA1, IA2 }, { 'ia1, 'ia2 });
+gen_expr_nullable!(BinaryNullableExpression, { IA1, IA2 });
 
 /// `for_all_cmp_types` helps in matching and casting types when building comparison expressions
 ///  such as <= or IS DISTINCT FROM.
@@ -386,7 +381,6 @@ macro_rules! for_all_cmp_variants {
             { interval, interval, interval, $general_f },
             { time, time, time, $general_f },
             { date, date, date, $general_f },
-            { boolean, boolean, boolean, $general_f },
             { timestamp, date, timestamp, $general_f },
             { date, timestamp, timestamp, $general_f },
             { interval, time, interval, $general_f },
diff --git a/src/expr/src/expr/template_fast.rs b/src/expr/src/expr/template_fast.rs
new file mode 100644
index 0000000000000..ee9e014669b15
--- /dev/null
+++ b/src/expr/src/expr/template_fast.rs
@@ -0,0 +1,497 @@
+// Copyright 2022 Singularity Data
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+//! Generic expressions for fast evaluation.
+//!
+//! Expressions in this module utilize auto-vectorization (SIMD) to speed up evaluation.
+//!
+//! It contains:
+//! - [`BooleanUnaryExpression`] for boolean operations, like `not`.
+//! - [`BooleanBinaryExpression`] for boolean comparisons, like `eq`.
+//! - [`UnaryExpression`] for unary operations on [`PrimitiveArray`], like `bitwise_not`.
+//! - [`BinaryExpression`] for binary operations on [`PrimitiveArray`], like `bitwise_and`.
+//! - [`CompareExpression`] for comparisons on [`PrimitiveArray`], like `eq`.
+//! - [`IsDistinctFromExpression`] for `is[_not]_distinct_from` on [`PrimitiveArray`].
+//!
+//! Note that to enable vectorization, operations must be applied to every element in the array,
+//! without any branching. So it is only suitable for infallible operations.
+
+// allow using `zip` for performance reasons
+#![allow(clippy::disallowed_methods)]
+
+use std::fmt;
+use std::marker::PhantomData;
+use std::sync::Arc;
+
+use risingwave_common::array::{
+    Array, ArrayImpl, ArrayRef, BoolArray, DataChunk, PrimitiveArray, PrimitiveArrayItemType,
+};
+use risingwave_common::buffer::Bitmap;
+use risingwave_common::row::OwnedRow;
+use risingwave_common::types::{DataType, Datum, Scalar};
+
+use super::{BoxedExpression, Expression};
+
+pub struct BooleanUnaryExpression<FA, FV> {
+    child: BoxedExpression,
+    f_array: FA,
+    f_value: FV,
+}
+
+impl<FA, FV> fmt::Debug for BooleanUnaryExpression<FA, FV> {
+    fn fmt(&self, f: &mut fmt::Formatter<'_>) -> fmt::Result {
+        f.debug_struct("BooleanUnaryExpression")
+            .field("child", &self.child)
+            .finish()
+    }
+}
+
+impl<FA, FV> BooleanUnaryExpression<FA, FV>
+where
+    FA: Fn(&BoolArray) -> BoolArray + Send + Sync,
+    FV: Fn(Option<bool>) -> Option<bool> + Send + Sync,
+{
+    pub fn new(child: BoxedExpression, f_array: FA, f_value: FV) -> Self {
+        BooleanUnaryExpression {
+            child,
+            f_array,
+            f_value,
+        }
+    }
+}
+
+impl<FA, FV> Expression for BooleanUnaryExpression<FA, FV>
+where
+    FA: Fn(&BoolArray) -> BoolArray + Send + Sync,
+    FV: Fn(Option<bool>) -> Option<bool> + Send + Sync,
+{
+    fn return_type(&self) -> DataType {
+        DataType::Boolean
+    }
+
+    fn eval(&self, data_chunk: &DataChunk) -> crate::Result<ArrayRef> {
+        let child = self.child.eval_checked(data_chunk)?;
+        let a = child.as_bool();
+        let c = (self.f_array)(a);
+        Ok(Arc::new(c.into()))
+    }
+
+    fn eval_row(&self, row: &OwnedRow) -> crate::Result<Datum> {
+        let datum = self.child.eval_row(row)?;
+        let scalar = datum.map(|s| *s.as_bool());
+        let output_scalar = (self.f_value)(scalar);
+        let output_datum = output_scalar.map(|s| s.to_scalar_value());
+        Ok(output_datum)
+    }
+}
+
+pub struct BooleanBinaryExpression<FA, FV> {
+    left: BoxedExpression,
+    right: BoxedExpression,
+    f_array: FA,
+    f_value: FV,
+}
+
+impl<FA, FV> fmt::Debug for BooleanBinaryExpression<FA, FV> {
+    fn fmt(&self, f: &mut fmt::Formatter<'_>) -> fmt::Result {
+        f.debug_struct("BooleanBinaryExpression")
+            .field("left", &self.left)
+            .field("right", &self.right)
+            .finish()
+    }
+}
+
+impl<FA, FV> BooleanBinaryExpression<FA, FV>
+where
+    FA: Fn(&BoolArray, &BoolArray) -> BoolArray + Send + Sync,
+    FV: Fn(Option<bool>, Option<bool>) -> Option<bool> + Send + Sync,
+{
+    pub fn new(left: BoxedExpression, right: BoxedExpression, f_array: FA, f_value: FV) -> Self {
+        BooleanBinaryExpression {
+            left,
+            right,
+            f_array,
+            f_value,
+        }
+    }
+}
+
+impl<FA, FV> Expression for BooleanBinaryExpression<FA, FV>
+where
+    FA: Fn(&BoolArray, &BoolArray) -> BoolArray + Send + Sync,
+    FV: Fn(Option<bool>, Option<bool>) -> Option<bool> + Send + Sync,
+{
+    fn return_type(&self) -> DataType {
+        DataType::Boolean
+    }
+
+    fn eval(&self, data_chunk: &DataChunk) -> crate::Result<ArrayRef> {
+        let left = self.left.eval_checked(data_chunk)?;
+        let right = self.right.eval_checked(data_chunk)?;
+        let a = left.as_bool();
+        let b = right.as_bool();
+        let c = (self.f_array)(a, b);
+        Ok(Arc::new(c.into()))
+    }
+
+    fn eval_row(&self, row: &OwnedRow) -> crate::Result<Datum> {
+        let left = self.left.eval_row(row)?.map(|s| *s.as_bool());
+        let right = self.right.eval_row(row)?.map(|s| *s.as_bool());
+        let output_scalar = (self.f_value)(left, right);
+        let output_datum = output_scalar.map(|s| s.to_scalar_value());
+        Ok(output_datum)
+    }
+}
+
+pub struct UnaryExpression<F, A, T> {
+    child: BoxedExpression,
+    return_type: DataType,
+    func: F,
+    _marker: PhantomData<(A, T)>,
+}
+
+impl<F, A, T> fmt::Debug for UnaryExpression<F, A, T> {
+    fn fmt(&self, f: &mut fmt::Formatter<'_>) -> fmt::Result {
+        f.debug_struct("UnaryExpression")
+            .field("child", &self.child)
+            .finish()
+    }
+}
+
+impl<F, A, T> UnaryExpression<F, A, T>
+where
+    F: Fn(A) -> T + Send + Sync,
+    A: PrimitiveArrayItemType,
+    T: PrimitiveArrayItemType,
+    for<'a> &'a PrimitiveArray<A>: From<&'a ArrayImpl>,
+{
+    pub fn new(child: BoxedExpression, return_type: DataType, func: F) -> Self {
+        UnaryExpression {
+            child,
+            return_type,
+            func,
+            _marker: PhantomData,
+        }
+    }
+}
+
+impl<F, A, T> Expression for UnaryExpression<F, A, T>
+where
+    F: Fn(A) -> T + Send + Sync,
+    A: PrimitiveArrayItemType,
+    T: PrimitiveArrayItemType,
+    for<'a> &'a PrimitiveArray<A>: From<&'a ArrayImpl>,
+{
+    fn return_type(&self) -> DataType {
+        self.return_type.clone()
+    }
+
+    fn eval(&self, data_chunk: &DataChunk) -> crate::Result<ArrayRef> {
+        let child = self.child.eval_checked(data_chunk)?;
+
+        let bitmap = match data_chunk.visibility() {
+            Some(vis) => vis & child.null_bitmap(),
+            None => child.null_bitmap().clone(),
+        };
+        let a: &PrimitiveArray<A> = (&*child).into();
+        let c = PrimitiveArray::<T>::from_iter_bitmap(a.raw_iter().map(|a| (self.func)(a)), bitmap);
+        Ok(Arc::new(c.into()))
+    }
+
+    fn eval_row(&self, row: &OwnedRow) -> crate::Result<Datum> {
+        let datum = self.child.eval_row(row)?;
+        let scalar = datum
+            .as_ref()
+            .map(|s| s.as_scalar_ref_impl().try_into().unwrap());
+
+        let output_scalar = scalar.map(&self.func);
+        let output_datum = output_scalar.map(|s| s.to_scalar_value());
+        Ok(output_datum)
+    }
+}
+
+pub struct BinaryExpression<F, A, B, T> {
+    left: BoxedExpression,
+    right: BoxedExpression,
+    return_type: DataType,
+    func: F,
+    _marker: PhantomData<(A, B, T)>,
+}
+
+impl<F, A, B, T> fmt::Debug for BinaryExpression<F, A, B, T> {
+    fn fmt(&self, f: &mut fmt::Formatter<'_>) -> fmt::Result {
+        f.debug_struct("BinaryExpression")
+            .field("left", &self.left)
+            .field("right", &self.right)
+            .finish()
+    }
+}
+
+impl<F, A, B, T> BinaryExpression<F, A, B, T>
+where
+    F: Fn(A, B) -> T + Send + Sync,
+    A: PrimitiveArrayItemType,
+    B: PrimitiveArrayItemType,
+    T: PrimitiveArrayItemType,
+    for<'a> &'a PrimitiveArray<A>: From<&'a ArrayImpl>,
+    for<'a> &'a PrimitiveArray<B>: From<&'a ArrayImpl>,
+{
+    pub fn new(
+        left: BoxedExpression,
+        right: BoxedExpression,
+        return_type: DataType,
+        func: F,
+    ) -> Self {
+        BinaryExpression {
+            left,
+            right,
+            return_type,
+            func,
+            _marker: PhantomData,
+        }
+    }
+}
+
+impl<F, A, B, T> Expression for BinaryExpression<F, A, B, T>
+where
+    F: Fn(A, B) -> T + Send + Sync,
+    A: PrimitiveArrayItemType,
+    B: PrimitiveArrayItemType,
+    T: PrimitiveArrayItemType,
+    for<'a> &'a PrimitiveArray<A>: From<&'a ArrayImpl>,
+    for<'a> &'a PrimitiveArray<B>: From<&'a ArrayImpl>,
+{
+    fn return_type(&self) -> DataType {
+        self.return_type.clone()
+    }
+
+    fn eval(&self, data_chunk: &DataChunk) -> crate::Result<ArrayRef> {
+        let left = self.left.eval_checked(data_chunk)?;
+        let right = self.right.eval_checked(data_chunk)?;
+        assert_eq!(left.len(), right.len());
+
+        let mut bitmap = match data_chunk.visibility() {
+            Some(vis) => vis.clone(),
+            None => Bitmap::ones(data_chunk.capacity()),
+        };
+        bitmap &= left.null_bitmap();
+        bitmap &= right.null_bitmap();
+        let a: &PrimitiveArray<A> = (&*left).into();
+        let b: &PrimitiveArray<B> = (&*right).into();
+        let c = PrimitiveArray::<T>::from_iter_bitmap(
+            a.raw_iter()
+                .zip(b.raw_iter())
+                .map(|(a, b)| (self.func)(a, b)),
+            bitmap,
+        );
+        Ok(Arc::new(c.into()))
+    }
+
+    fn eval_row(&self, row: &OwnedRow) -> crate::Result<Datum> {
+        let datum1 = self.left.eval_row(row)?;
+        let datum2 = self.right.eval_row(row)?;
+        let scalar1 = datum1
+            .as_ref()
+            .map(|s| s.as_scalar_ref_impl().try_into().unwrap());
+        let scalar2 = datum2
+            .as_ref()
+            .map(|s| s.as_scalar_ref_impl().try_into().unwrap());
+
+        let output_scalar = match (scalar1, scalar2) {
+            (Some(l), Some(r)) => Some((self.func)(l, r)),
+            _ => None,
+        };
+        let output_datum = output_scalar.map(|s| s.to_scalar_value());
+        Ok(output_datum)
+    }
+}
+
+// Basically the same as `BinaryExpression`, but output the `BoolArray`.
+pub struct CompareExpression<F, A, B> {
+    left: BoxedExpression,
+    right: BoxedExpression,
+    func: F,
+    _marker: PhantomData<(A, B)>,
+}
+
+impl<F, A, B> fmt::Debug for CompareExpression<F, A, B> {
+    fn fmt(&self, f: &mut fmt::Formatter<'_>) -> fmt::Result {
+        f.debug_struct("CompareExpression")
+            .field("left", &self.left)
+            .field("right", &self.right)
+            .finish()
+    }
+}
+
+impl<F, A, B> CompareExpression<F, A, B>
+where
+    F: Fn(A, B) -> bool + Send + Sync,
+    A: PrimitiveArrayItemType,
+    B: PrimitiveArrayItemType,
+    for<'a> &'a PrimitiveArray<A>: From<&'a ArrayImpl>,
+    for<'a> &'a PrimitiveArray<B>: From<&'a ArrayImpl>,
+{
+    pub fn new(left: BoxedExpression, right: BoxedExpression, func: F) -> Self {
+        CompareExpression {
+            left,
+            right,
+            func,
+            _marker: PhantomData,
+        }
+    }
+}
+
+impl<F, A, B> Expression for CompareExpression<F, A, B>
+where
+    F: Fn(A, B) -> bool + Send + Sync,
+    A: PrimitiveArrayItemType,
+    B: PrimitiveArrayItemType,
+    for<'a> &'a PrimitiveArray<A>: From<&'a ArrayImpl>,
+    for<'a> &'a PrimitiveArray<B>: From<&'a ArrayImpl>,
+{
+    fn return_type(&self) -> DataType {
+        DataType::Boolean
+    }
+
+    fn eval(&self, data_chunk: &DataChunk) -> crate::Result<ArrayRef> {
+        let left = self.left.eval_checked(data_chunk)?;
+        let right = self.right.eval_checked(data_chunk)?;
+        assert_eq!(left.len(), right.len());
+
+        let mut bitmap = match data_chunk.visibility() {
+            Some(vis) => vis.clone(),
+            None => Bitmap::ones(data_chunk.capacity()),
+        };
+        bitmap &= left.null_bitmap();
+        bitmap &= right.null_bitmap();
+        let a: &PrimitiveArray<A> = (&*left).into();
+        let b: &PrimitiveArray<B> = (&*right).into();
+        let c = BoolArray::new(
+            a.raw_iter()
+                .zip(b.raw_iter())
+                .map(|(a, b)| (self.func)(a, b))
+                .collect(),
+            bitmap,
+        );
+        Ok(Arc::new(c.into()))
+    }
+
+    fn eval_row(&self, row: &OwnedRow) -> crate::Result<Datum> {
+        let datum1 = self.left.eval_row(row)?;
+        let datum2 = self.right.eval_row(row)?;
+        let scalar1 = datum1
+            .as_ref()
+            .map(|s| s.as_scalar_ref_impl().try_into().unwrap());
+        let scalar2 = datum2
+            .as_ref()
+            .map(|s| s.as_scalar_ref_impl().try_into().unwrap());
+
+        let output_scalar = match (scalar1, scalar2) {
+            (Some(l), Some(r)) => Some((self.func)(l, r)),
+            _ => None,
+        };
+        let output_datum = output_scalar.map(|s| s.to_scalar_value());
+        Ok(output_datum)
+    }
+}
+
+pub struct IsDistinctFromExpression<F, A, B> {
+    left: BoxedExpression,
+    right: BoxedExpression,
+    ne: F,
+    not: bool,
+    _marker: PhantomData<(A, B)>,
+}
+
+impl<F, A, B> fmt::Debug for IsDistinctFromExpression<F, A, B> {
+    fn fmt(&self, f: &mut fmt::Formatter<'_>) -> fmt::Result {
+        f.debug_struct("IsDistinctFromExpression")
+            .field("left", &self.left)
+            .field("right", &self.right)
+            .finish()
+    }
+}
+
+impl<F, A, B> IsDistinctFromExpression<F, A, B>
+where
+    F: Fn(A, B) -> bool + Send + Sync,
+    A: PrimitiveArrayItemType,
+    B: PrimitiveArrayItemType,
+    for<'a> &'a PrimitiveArray<A>: From<&'a ArrayImpl>,
+    for<'a> &'a PrimitiveArray<B>: From<&'a ArrayImpl>,
+{
+    pub fn new(left: BoxedExpression, right: BoxedExpression, ne: F, not: bool) -> Self {
+        IsDistinctFromExpression {
+            left,
+            right,
+            ne,
+            not,
+            _marker: PhantomData,
+        }
+    }
+}
+
+impl<F, A, B> Expression for IsDistinctFromExpression<F, A, B>
+where
+    F: Fn(A, B) -> bool + Send + Sync,
+    A: PrimitiveArrayItemType,
+    B: PrimitiveArrayItemType,
+    for<'a> &'a PrimitiveArray<A>: From<&'a ArrayImpl>,
+    for<'a> &'a PrimitiveArray<B>: From<&'a ArrayImpl>,
+{
+    fn return_type(&self) -> DataType {
+        DataType::Boolean
+    }
+
+    fn eval(&self, data_chunk: &DataChunk) -> crate::Result<ArrayRef> {
+        let left = self.left.eval_checked(data_chunk)?;
+        let right = self.right.eval_checked(data_chunk)?;
+        assert_eq!(left.len(), right.len());
+
+        let a: &PrimitiveArray<A> = (&*left).into();
+        let b: &PrimitiveArray<B> = (&*right).into();
+
+        let mut data: Bitmap = a
+            .raw_iter()
+            .zip(b.raw_iter())
+            .map(|(a, b)| (self.ne)(a, b))
+            .collect();
+        data &= left.null_bitmap();
+        data &= right.null_bitmap();
+        data |= left.null_bitmap() ^ right.null_bitmap();
+        if self.not {
+            data = !data;
+        }
+        let c = BoolArray::new(data, Bitmap::ones(a.len()));
+        Ok(Arc::new(c.into()))
+    }
+
+    fn eval_row(&self, row: &OwnedRow) -> crate::Result<Datum> {
+        let datum1 = self.left.eval_row(row)?;
+        let datum2 = self.right.eval_row(row)?;
+        let scalar1 = datum1
+            .as_ref()
+            .map(|s| s.as_scalar_ref_impl().try_into().unwrap());
+        let scalar2 = datum2
+            .as_ref()
+            .map(|s| s.as_scalar_ref_impl().try_into().unwrap());
+
+        let output_scalar = match (scalar1, scalar2) {
+            (Some(l), Some(r)) => (self.ne)(l, r),
+            (Some(_), None) | (None, Some(_)) => true,
+            (None, None) => false,
+        } ^ self.not;
+        Ok(Some(output_scalar.to_scalar_value()))
+    }
+}
diff --git a/src/expr/src/expr/test_utils.rs b/src/expr/src/expr/test_utils.rs
index e6f0c651e1822..29bc6b60bb663 100644
--- a/src/expr/src/expr/test_utils.rs
+++ b/src/expr/src/expr/test_utils.rs
@@ -62,6 +62,19 @@ pub fn make_i32_literal(data: i32) -> ExprNode {
     }
 }
 
+pub fn make_string_literal(data: &str) -> ExprNode {
+    ExprNode {
+        expr_type: Type::ConstantValue as i32,
+        return_type: Some(ProstDataType {
+            type_name: TypeName::Varchar as i32,
+            ..Default::default()
+        }),
+        rex_node: Some(RexNode::Constant(ProstDatum {
+            body: serialize_datum(Some(ScalarImpl::Utf8(data.into())).as_ref()),
+        })),
+    }
+}
+
 pub fn make_field_function(children: Vec<ExprNode>, ret: TypeName) -> ExprNode {
     ExprNode {
         expr_type: Field as i32,
diff --git a/src/expr/src/lib.rs b/src/expr/src/lib.rs
index e9cfd45523149..2bf5767099b31 100644
--- a/src/expr/src/lib.rs
+++ b/src/expr/src/lib.rs
@@ -25,9 +25,11 @@
 #![feature(generators)]
 #![feature(iterator_try_collect)]
 #![feature(exclusive_range_pattern)]
+#![feature(once_cell)]
 
 pub mod error;
 pub mod expr;
+pub mod sig;
 pub mod table_function;
 pub mod vector_op;
 
diff --git a/src/expr/src/sig/agg.rs b/src/expr/src/sig/agg.rs
new file mode 100644
index 0000000000000..edeeed27e5a5e
--- /dev/null
+++ b/src/expr/src/sig/agg.rs
@@ -0,0 +1,171 @@
+// Copyright 2022 Singularity Data
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+use std::collections::HashMap;
+use std::sync::LazyLock;
+
+use risingwave_common::types::{DataType, DataTypeName};
+
+use crate::expr::AggKind;
+
+// Same as FuncSign in func.rs except this is for aggregate function
+#[derive(PartialEq, Eq, Hash, Clone, Debug)]
+pub struct AggFuncSig {
+    pub func: AggKind,
+    pub inputs_type: Vec<DataTypeName>,
+    pub ret_type: DataTypeName,
+}
+
+impl AggFuncSig {
+    /// Returns a string describing the aggregation without return type.
+    pub fn to_string_no_return(&self) -> String {
+        format!(
+            "{}({})",
+            self.func,
+            self.inputs_type
+                .iter()
+                .map(|t| format!("{t:?}"))
+                .collect::<Vec<_>>()
+                .join(",")
+        )
+        .to_lowercase()
+    }
+}
+
+// Same as FuncSigMap in func.rs except this is for aggregate function
+#[derive(Default)]
+pub struct AggFuncSigMap(HashMap<(AggKind, usize), Vec<AggFuncSig>>);
+impl AggFuncSigMap {
+    fn insert(&mut self, func: AggKind, param_types: Vec<DataTypeName>, ret_type: DataTypeName) {
+        let arity = param_types.len();
+        let inputs_type = param_types.into_iter().map(Into::into).collect();
+        let sig = AggFuncSig {
+            func,
+            inputs_type,
+            ret_type,
+        };
+        self.0.entry((func, arity)).or_default().push(sig)
+    }
+}
+
+/// This function builds type derived map for all built-in aggregate functions that take a fixed
+/// number of arguments (In fact mostly is one).
+static AGG_FUNC_SIG_MAP: LazyLock<AggFuncSigMap> = LazyLock::new(|| {
+    use {AggKind as A, DataTypeName as T};
+    let mut map = AggFuncSigMap::default();
+
+    let all_types = [
+        T::Boolean,
+        T::Int16,
+        T::Int32,
+        T::Int64,
+        T::Decimal,
+        T::Float32,
+        T::Float64,
+        T::Varchar,
+        T::Date,
+        T::Timestamp,
+        T::Timestampz,
+        T::Time,
+        T::Interval,
+    ];
+
+    // Call infer_return_type to check the return type. If it throw error shows that the type is not
+    // inferred.
+    for agg in [
+        A::Sum,
+        A::Min,
+        A::Max,
+        A::Count,
+        A::Avg,
+        A::ApproxCountDistinct,
+    ] {
+        for input in all_types {
+            if let Some(v) = infer_return_type(&agg, &[DataType::from(input)]) {
+                map.insert(agg, vec![input], DataTypeName::from(v));
+            }
+        }
+    }
+    // Handle special case for `string_agg`, for it accepts two input arguments.
+    map.insert(
+        AggKind::StringAgg,
+        vec![DataTypeName::Varchar, DataTypeName::Varchar],
+        DataTypeName::Varchar,
+    );
+    map
+});
+
+/// The table of function signatures.
+pub fn agg_func_sigs() -> impl Iterator<Item = &'static AggFuncSig> {
+    AGG_FUNC_SIG_MAP.0.values().flatten()
+}
+
+/// Infer the return type for the given agg call.
+/// Returns `None` if not supported or the arguments are invalid.
+pub fn infer_return_type(agg_kind: &AggKind, inputs: &[DataType]) -> Option<DataType> {
+    // The function signatures are aligned with postgres, see
+    // https://www.postgresql.org/docs/current/functions-aggregate.html.
+    let return_type = match (&agg_kind, inputs) {
+        // Min, Max, FirstValue
+        (AggKind::Min | AggKind::Max | AggKind::FirstValue, [input]) => input.clone(),
+        (AggKind::Min | AggKind::Max | AggKind::FirstValue, _) => return None,
+
+        // Avg
+        (AggKind::Avg, [input]) => match input {
+            DataType::Int16 | DataType::Int32 | DataType::Int64 | DataType::Decimal => {
+                DataType::Decimal
+            }
+            DataType::Float32 | DataType::Float64 => DataType::Float64,
+            DataType::Interval => DataType::Interval,
+            _ => return None,
+        },
+        (AggKind::Avg, _) => return None,
+
+        // Sum
+        (AggKind::Sum, [input]) => match input {
+            DataType::Int16 => DataType::Int64,
+            DataType::Int32 => DataType::Int64,
+            DataType::Int64 => DataType::Decimal,
+            DataType::Decimal => DataType::Decimal,
+            DataType::Float32 => DataType::Float32,
+            DataType::Float64 => DataType::Float64,
+            DataType::Interval => DataType::Interval,
+            _ => return None,
+        },
+        (AggKind::Sum, _) => return None,
+
+        (AggKind::Sum0, [DataType::Int64]) => DataType::Int64,
+        (AggKind::Sum0, _) => return None,
+
+        // ApproxCountDistinct
+        (AggKind::ApproxCountDistinct, [_]) => DataType::Int64,
+        (AggKind::ApproxCountDistinct, _) => return None,
+
+        // Count
+        (AggKind::Count, [] | [_]) => DataType::Int64,
+        (AggKind::Count, _) => return None,
+
+        // StringAgg
+        (AggKind::StringAgg, [DataType::Varchar, DataType::Varchar]) => DataType::Varchar,
+        (AggKind::StringAgg, _) => return None,
+
+        // ArrayAgg
+        (AggKind::ArrayAgg, [input]) => DataType::List {
+            datatype: Box::new(input.clone()),
+        },
+        (AggKind::ArrayAgg, _) => return None,
+    };
+
+    Some(return_type)
+}
diff --git a/src/expr/src/sig/cast.rs b/src/expr/src/sig/cast.rs
new file mode 100644
index 0000000000000..da9ba30e51338
--- /dev/null
+++ b/src/expr/src/sig/cast.rs
@@ -0,0 +1,124 @@
+// Copyright 2022 Singularity Data
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+use std::collections::BTreeMap;
+use std::sync::LazyLock;
+
+use parse_display::Display;
+use risingwave_common::types::DataTypeName;
+
+#[derive(Clone)]
+pub struct CastSig {
+    pub from_type: DataTypeName,
+    pub to_type: DataTypeName,
+    pub context: CastContext,
+}
+
+/// The context a cast operation is invoked in. An implicit cast operation is allowed in a context
+/// that allows explicit casts, but not vice versa. See details in
+/// [PG](https://www.postgresql.org/docs/current/catalog-pg-cast.html).
+#[derive(Clone, Copy, Debug, Display, Eq, Ord, PartialEq, PartialOrd)]
+#[display(style = "UPPERCASE")]
+pub enum CastContext {
+    Implicit,
+    Assign,
+    Explicit,
+}
+
+impl CastSig {
+    /// Returns a string describing the cast.
+    pub fn to_string_no_return(&self) -> String {
+        format!("cast({:?}->{:?})", self.from_type, self.to_type).to_lowercase()
+    }
+}
+
+pub type CastMap = BTreeMap<(DataTypeName, DataTypeName), CastContext>;
+
+pub fn cast_sigs() -> impl Iterator<Item = CastSig> {
+    CAST_MAP
+        .iter()
+        .map(|((from_type, to_type), context)| CastSig {
+            from_type: *from_type,
+            to_type: *to_type,
+            context: *context,
+        })
+}
+
+pub static CAST_MAP: LazyLock<CastMap> = LazyLock::new(|| {
+    use DataTypeName as T;
+
+    // Implicit cast operations in PG are organized in 3 sequences, with the reverse direction being
+    // assign cast operations.
+    // https://github.com/postgres/postgres/blob/e0064f0ff6dfada2695330c6bc1945fa7ae813be/src/include/catalog/pg_cast.dat#L18-L20
+    let mut m = BTreeMap::new();
+    insert_cast_seq(
+        &mut m,
+        &[
+            T::Int16,
+            T::Int32,
+            T::Int64,
+            T::Decimal,
+            T::Float32,
+            T::Float64,
+        ],
+    );
+    insert_cast_seq(&mut m, &[T::Date, T::Timestamp, T::Timestampz]);
+    insert_cast_seq(&mut m, &[T::Time, T::Interval]);
+
+    // Casting to and from string type.
+    for t in [
+        T::Boolean,
+        T::Int16,
+        T::Int32,
+        T::Int64,
+        T::Decimal,
+        T::Float32,
+        T::Float64,
+        T::Date,
+        T::Timestamp,
+        T::Timestampz,
+        T::Time,
+        T::Interval,
+    ] {
+        m.insert((t, T::Varchar), CastContext::Assign);
+        m.insert((T::Varchar, t), CastContext::Explicit);
+    }
+
+    // Misc casts allowed by PG that are neither in implicit cast sequences nor from/to string.
+    m.insert((T::Timestamp, T::Time), CastContext::Assign);
+    m.insert((T::Timestampz, T::Time), CastContext::Assign);
+    m.insert((T::Boolean, T::Int32), CastContext::Explicit);
+    m.insert((T::Int32, T::Boolean), CastContext::Explicit);
+    m
+});
+
+fn insert_cast_seq(
+    m: &mut BTreeMap<(DataTypeName, DataTypeName), CastContext>,
+    types: &[DataTypeName],
+) {
+    for (source_index, source_type) in types.iter().enumerate() {
+        for (target_index, target_type) in types.iter().enumerate() {
+            let cast_context = match source_index.cmp(&target_index) {
+                std::cmp::Ordering::Less => CastContext::Implicit,
+                // Unnecessary cast between the same type should have been removed.
+                // Note that sizing cast between `NUMERIC(18, 3)` and `NUMERIC(20, 4)` or between
+                // `int` and `int not null` may still be necessary. But we do not have such types
+                // yet.
+                std::cmp::Ordering::Equal => continue,
+                std::cmp::Ordering::Greater => CastContext::Assign,
+            };
+            m.insert((*source_type, *target_type), cast_context);
+        }
+    }
+}
diff --git a/src/expr/src/sig/func.rs b/src/expr/src/sig/func.rs
new file mode 100644
index 0000000000000..636054d207c69
--- /dev/null
+++ b/src/expr/src/sig/func.rs
@@ -0,0 +1,329 @@
+// Copyright 2022 Singularity Data
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+//! Function signatures.
+
+use std::collections::HashMap;
+use std::ops::Deref;
+use std::sync::LazyLock;
+
+use itertools::iproduct;
+use risingwave_common::types::DataTypeName;
+use risingwave_pb::expr::expr_node::Type as ExprType;
+
+pub static FUNC_SIG_MAP: LazyLock<FuncSigMap> = LazyLock::new(build_type_derive_map);
+
+/// The table of function signatures.
+pub fn func_sigs() -> impl Iterator<Item = &'static FuncSign> {
+    FUNC_SIG_MAP.0.values().flatten()
+}
+
+/// A function signature.
+#[derive(PartialEq, Eq, Hash, Clone, Debug)]
+pub struct FuncSign {
+    pub func: ExprType,
+    pub inputs_type: Vec<DataTypeName>,
+    pub ret_type: DataTypeName,
+}
+
+impl FuncSign {
+    /// Returns a string describing the function without return type.
+    pub fn to_string_no_return(&self) -> String {
+        format!(
+            "{}({})",
+            self.func.as_str_name(),
+            self.inputs_type
+                .iter()
+                .map(|t| format!("{t:?}"))
+                .collect::<Vec<_>>()
+                .join(",")
+        )
+        .to_lowercase()
+    }
+}
+
+#[derive(Default)]
+pub struct FuncSigMap(HashMap<(ExprType, usize), Vec<FuncSign>>);
+
+impl Deref for FuncSigMap {
+    type Target = HashMap<(ExprType, usize), Vec<FuncSign>>;
+
+    fn deref(&self) -> &Self::Target {
+        &self.0
+    }
+}
+
+impl FuncSigMap {
+    pub fn insert(
+        &mut self,
+        func: ExprType,
+        param_types: Vec<DataTypeName>,
+        ret_type: DataTypeName,
+    ) {
+        let arity = param_types.len();
+        let inputs_type = param_types.into_iter().map(Into::into).collect();
+        let sig = FuncSign {
+            func,
+            inputs_type,
+            ret_type,
+        };
+        self.0.entry((func, arity)).or_default().push(sig)
+    }
+}
+
+/// This function builds type derived map for all built-in functions that take a fixed number
+/// of arguments.  They can be determined to have one or more type signatures since some are
+/// compatible with more than one type.
+/// Type signatures and arities of variadic functions are checked
+/// [elsewhere](crate::expr::FunctionCall::new).
+fn build_type_derive_map() -> FuncSigMap {
+    use {DataTypeName as T, ExprType as E};
+    let mut map = FuncSigMap::default();
+    let all_types = [
+        T::Boolean,
+        T::Int16,
+        T::Int32,
+        T::Int64,
+        T::Decimal,
+        T::Float32,
+        T::Float64,
+        T::Varchar,
+        T::Date,
+        T::Timestamp,
+        T::Timestampz,
+        T::Time,
+        T::Interval,
+    ];
+    let num_types = [
+        T::Int16,
+        T::Int32,
+        T::Int64,
+        T::Decimal,
+        T::Float32,
+        T::Float64,
+    ];
+
+    // logical expressions
+    for e in [E::Not, E::IsTrue, E::IsNotTrue, E::IsFalse, E::IsNotFalse] {
+        map.insert(e, vec![T::Boolean], T::Boolean);
+    }
+    for e in [E::And, E::Or] {
+        map.insert(e, vec![T::Boolean, T::Boolean], T::Boolean);
+    }
+    map.insert(E::BoolOut, vec![T::Boolean], T::Varchar);
+
+    // comparison expressions
+    for e in [E::IsNull, E::IsNotNull] {
+        for t in all_types {
+            map.insert(e, vec![t], T::Boolean);
+        }
+    }
+    let cmp_exprs = &[
+        E::Equal,
+        E::NotEqual,
+        E::LessThan,
+        E::LessThanOrEqual,
+        E::GreaterThan,
+        E::GreaterThanOrEqual,
+        E::IsDistinctFrom,
+        E::IsNotDistinctFrom,
+    ];
+    build_binary_cmp_funcs(&mut map, cmp_exprs, &num_types);
+    build_binary_cmp_funcs(&mut map, cmp_exprs, &[T::Struct]);
+    build_binary_cmp_funcs(&mut map, cmp_exprs, &[T::Date, T::Timestamp, T::Timestampz]);
+    build_binary_cmp_funcs(&mut map, cmp_exprs, &[T::Time, T::Interval]);
+    for e in cmp_exprs {
+        for t in [T::Boolean, T::Varchar] {
+            map.insert(*e, vec![t, t], T::Boolean);
+        }
+    }
+
+    let unary_atm_exprs = &[E::Abs, E::Neg];
+
+    build_unary_atm_funcs(&mut map, unary_atm_exprs, &num_types);
+    build_binary_atm_funcs(
+        &mut map,
+        &[E::Add, E::Subtract, E::Multiply, E::Divide],
+        &[T::Int16, T::Int32, T::Int64, T::Decimal],
+    );
+    build_binary_atm_funcs(
+        &mut map,
+        &[E::Add, E::Subtract, E::Multiply, E::Divide],
+        &[T::Float32, T::Float64],
+    );
+    build_binary_atm_funcs(
+        &mut map,
+        &[E::Modulus],
+        &[T::Int16, T::Int32, T::Int64, T::Decimal],
+    );
+    map.insert(E::RoundDigit, vec![T::Decimal, T::Int32], T::Decimal);
+
+    // build bitwise operator
+    // bitwise operator
+    let integral_types = [T::Int16, T::Int32, T::Int64]; // reusable for and/or/xor/not
+
+    build_binary_atm_funcs(
+        &mut map,
+        &[E::BitwiseAnd, E::BitwiseOr, E::BitwiseXor],
+        &integral_types,
+    );
+
+    // Shift Operator is not using `build_binary_atm_funcs` because
+    // allowed rhs is different from allowed lhs
+    // return type is lhs rather than larger of the two
+    for (e, lt, rt) in iproduct!(
+        &[E::BitwiseShiftLeft, E::BitwiseShiftRight],
+        &integral_types,
+        &[T::Int16, T::Int32]
+    ) {
+        map.insert(*e, vec![*lt, *rt], *lt);
+    }
+
+    build_unary_atm_funcs(&mut map, &[E::BitwiseNot], &[T::Int16, T::Int32, T::Int64]);
+
+    build_round_funcs(&mut map, E::Round);
+    build_round_funcs(&mut map, E::Ceil);
+    build_round_funcs(&mut map, E::Floor);
+
+    // temporal expressions
+    for (base, delta) in [
+        (T::Date, T::Int32),
+        (T::Timestamp, T::Interval),
+        (T::Timestampz, T::Interval),
+        (T::Time, T::Interval),
+    ] {
+        build_commutative_funcs(&mut map, E::Add, base, delta, base);
+        map.insert(E::Subtract, vec![base, delta], base);
+        map.insert(E::Subtract, vec![base, base], delta);
+    }
+    map.insert(E::Add, vec![T::Interval, T::Interval], T::Interval);
+    map.insert(E::Subtract, vec![T::Interval, T::Interval], T::Interval);
+
+    // date + interval = timestamp, date - interval = timestamp
+    build_commutative_funcs(&mut map, E::Add, T::Date, T::Interval, T::Timestamp);
+    map.insert(E::Subtract, vec![T::Date, T::Interval], T::Timestamp);
+    // date + time = timestamp
+    build_commutative_funcs(&mut map, E::Add, T::Date, T::Time, T::Timestamp);
+    // interval * float8 = interval, interval / float8 = interval
+    for t in num_types {
+        build_commutative_funcs(&mut map, E::Multiply, T::Interval, t, T::Interval);
+        map.insert(E::Divide, vec![T::Interval, t], T::Interval);
+    }
+
+    for t in [T::Timestampz, T::Timestamp, T::Time, T::Date] {
+        map.insert(E::Extract, vec![T::Varchar, t], T::Decimal);
+    }
+    for t in [T::Timestamp, T::Date] {
+        map.insert(E::TumbleStart, vec![t, T::Interval], T::Timestamp);
+    }
+    map.insert(
+        E::TumbleStart,
+        vec![T::Timestampz, T::Interval],
+        T::Timestampz,
+    );
+    map.insert(E::ToTimestamp, vec![T::Float64], T::Timestampz);
+    map.insert(E::AtTimeZone, vec![T::Timestamp, T::Varchar], T::Timestampz);
+    map.insert(E::AtTimeZone, vec![T::Timestampz, T::Varchar], T::Timestamp);
+    map.insert(E::DateTrunc, vec![T::Varchar, T::Timestamp], T::Timestamp);
+    map.insert(
+        E::DateTrunc,
+        vec![T::Varchar, T::Timestampz, T::Varchar],
+        T::Timestampz,
+    );
+    map.insert(E::DateTrunc, vec![T::Varchar, T::Interval], T::Interval);
+
+    // string expressions
+    for e in [E::Trim, E::Ltrim, E::Rtrim, E::Lower, E::Upper, E::Md5] {
+        map.insert(e, vec![T::Varchar], T::Varchar);
+    }
+    for e in [E::Trim, E::Ltrim, E::Rtrim] {
+        map.insert(e, vec![T::Varchar, T::Varchar], T::Varchar);
+    }
+    for e in [E::Repeat, E::Substr] {
+        map.insert(e, vec![T::Varchar, T::Int32], T::Varchar);
+    }
+    map.insert(E::Substr, vec![T::Varchar, T::Int32, T::Int32], T::Varchar);
+    for e in [E::Replace, E::Translate] {
+        map.insert(e, vec![T::Varchar, T::Varchar, T::Varchar], T::Varchar);
+    }
+    map.insert(
+        E::Overlay,
+        vec![T::Varchar, T::Varchar, T::Int32],
+        T::Varchar,
+    );
+    map.insert(
+        E::Overlay,
+        vec![T::Varchar, T::Varchar, T::Int32, T::Int32],
+        T::Varchar,
+    );
+    for e in [
+        E::Length,
+        E::Ascii,
+        E::CharLength,
+        E::OctetLength,
+        E::BitLength,
+    ] {
+        map.insert(e, vec![T::Varchar], T::Int32);
+    }
+    map.insert(E::Position, vec![T::Varchar, T::Varchar], T::Int32);
+    map.insert(E::Like, vec![T::Varchar, T::Varchar], T::Boolean);
+    map.insert(
+        E::SplitPart,
+        vec![T::Varchar, T::Varchar, T::Int32],
+        T::Varchar,
+    );
+    // TODO: Support more `to_char` types.
+    map.insert(E::ToChar, vec![T::Timestamp, T::Varchar], T::Varchar);
+
+    map
+}
+
+fn build_binary_cmp_funcs(map: &mut FuncSigMap, exprs: &[ExprType], args: &[DataTypeName]) {
+    for (e, lt, rt) in iproduct!(exprs, args, args) {
+        map.insert(*e, vec![*lt, *rt], DataTypeName::Boolean);
+    }
+}
+
+fn build_binary_atm_funcs(map: &mut FuncSigMap, exprs: &[ExprType], args: &[DataTypeName]) {
+    for e in exprs {
+        for (li, lt) in args.iter().enumerate() {
+            for (ri, rt) in args.iter().enumerate() {
+                let ret = if li <= ri { rt } else { lt };
+                map.insert(*e, vec![*lt, *rt], *ret);
+            }
+        }
+    }
+}
+
+fn build_unary_atm_funcs(map: &mut FuncSigMap, exprs: &[ExprType], args: &[DataTypeName]) {
+    for (e, arg) in iproduct!(exprs, args) {
+        map.insert(*e, vec![*arg], *arg);
+    }
+}
+
+fn build_commutative_funcs(
+    map: &mut FuncSigMap,
+    expr: ExprType,
+    arg0: DataTypeName,
+    arg1: DataTypeName,
+    ret: DataTypeName,
+) {
+    map.insert(expr, vec![arg0, arg1], ret);
+    map.insert(expr, vec![arg1, arg0], ret);
+}
+
+fn build_round_funcs(map: &mut FuncSigMap, expr: ExprType) {
+    map.insert(expr, vec![DataTypeName::Float64], DataTypeName::Float64);
+    map.insert(expr, vec![DataTypeName::Decimal], DataTypeName::Decimal);
+}
diff --git a/src/expr/src/sig/mod.rs b/src/expr/src/sig/mod.rs
new file mode 100644
index 0000000000000..0563cf65c2c47
--- /dev/null
+++ b/src/expr/src/sig/mod.rs
@@ -0,0 +1,19 @@
+// Copyright 2022 Singularity Data
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+//! Metadata of expressions.
+
+pub mod agg;
+pub mod cast;
+pub mod func;
diff --git a/src/expr/src/table_function/generate_series.rs b/src/expr/src/table_function/generate_series.rs
index 2731cff0a7b95..3dcd0ba1e6efc 100644
--- a/src/expr/src/table_function/generate_series.rs
+++ b/src/expr/src/table_function/generate_series.rs
@@ -114,7 +114,7 @@ where
         let ret_step = self.step.eval_checked(input)?;
         let arr_step: &S = ret_step.as_ref().into();
 
-        let bitmap = input.get_visibility_ref();
+        let bitmap = input.visibility();
         let mut output_arrays: Vec<ArrayRef> = vec![];
 
         match bitmap {
diff --git a/src/expr/src/table_function/regexp_matches.rs b/src/expr/src/table_function/regexp_matches.rs
index a5810ec1cd458..7f1f56d5b4ab8 100644
--- a/src/expr/src/table_function/regexp_matches.rs
+++ b/src/expr/src/table_function/regexp_matches.rs
@@ -52,19 +52,11 @@ impl RegexpMatches {
         for capture in self.ctx.0.captures_iter(text) {
             // If there are multiple captures, then the first one is the whole match, and should be
             // ignored in PostgreSQL's behavior.
-            let mut skip_flag = self.ctx.0.captures_len() > 1;
+            let skip_flag = self.ctx.0.captures_len() > 1;
             let list = capture
                 .iter()
-                .skip_while(|_| {
-                    if skip_flag {
-                        skip_flag = false;
-                        true
-                    } else {
-                        false
-                    }
-                })
-                .flatten()
-                .map(|mat| Some(mat.as_str().into()))
+                .skip(if skip_flag { 1 } else { 0 })
+                .map(|mat| mat.map(|m| m.as_str().into()))
                 .collect_vec();
             let list = ListValue::new(list);
             builder.append_datum(&Some(list.into()));
@@ -85,7 +77,7 @@ impl TableFunction for RegexpMatches {
         let text_arr = self.text.eval_checked(input)?;
         let text_arr: &Utf8Array = text_arr.as_ref().into();
 
-        let bitmap = input.get_visibility_ref();
+        let bitmap = input.visibility();
         let mut output_arrays: Vec<ArrayRef> = vec![];
 
         match bitmap {
diff --git a/src/expr/src/table_function/unnest.rs b/src/expr/src/table_function/unnest.rs
index 5c43fa0cacb6e..789acdbbe4b45 100644
--- a/src/expr/src/table_function/unnest.rs
+++ b/src/expr/src/table_function/unnest.rs
@@ -44,7 +44,7 @@ impl TableFunction for Unnest {
         let ret_list = self.list.eval_checked(input)?;
         let arr_list: &ListArray = ret_list.as_ref().into();
 
-        let bitmap = input.get_visibility_ref();
+        let bitmap = input.visibility();
         let mut output_arrays: Vec<ArrayRef> = vec![];
 
         match bitmap {
diff --git a/src/expr/src/vector_op/agg/filter.rs b/src/expr/src/vector_op/agg/filter.rs
index 03aa320a78302..ec7d722e85140 100644
--- a/src/expr/src/vector_op/agg/filter.rs
+++ b/src/expr/src/vector_op/agg/filter.rs
@@ -79,7 +79,7 @@ impl Aggregator for Filter {
                 })
                 .try_collect::<Bitmap>()?
         };
-        if bitmap.is_all_set() {
+        if bitmap.all() {
             // if the bitmap is all set, meaning all rows satisfy the filter,
             // call `update_multi` for potential optimization
             self.inner.update_multi(input, start_row_id, end_row_id)
diff --git a/src/expr/src/vector_op/arithmetic_op.rs b/src/expr/src/vector_op/arithmetic_op.rs
index da8bb91989119..97e13754ee902 100644
--- a/src/expr/src/vector_op/arithmetic_op.rs
+++ b/src/expr/src/vector_op/arithmetic_op.rs
@@ -12,7 +12,6 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use std::any::type_name;
 use std::convert::TryInto;
 use std::fmt::Debug;
 use std::ops::Sub;
@@ -29,8 +28,8 @@ use crate::{ExprError, Result};
 #[inline(always)]
 pub fn general_add<T1, T2, T3>(l: T1, r: T2) -> Result<T3>
 where
-    T1: TryInto<T3> + Debug,
-    T2: TryInto<T3> + Debug,
+    T1: Into<T3> + Debug,
+    T2: Into<T3> + Debug,
     T3: CheckedAdd<Output = T3>,
 {
     general_atm(l, r, |a, b| {
@@ -41,8 +40,8 @@ where
 #[inline(always)]
 pub fn general_sub<T1, T2, T3>(l: T1, r: T2) -> Result<T3>
 where
-    T1: TryInto<T3> + Debug,
-    T2: TryInto<T3> + Debug,
+    T1: Into<T3> + Debug,
+    T2: Into<T3> + Debug,
     T3: CheckedSub,
 {
     general_atm(l, r, |a, b| {
@@ -53,8 +52,8 @@ where
 #[inline(always)]
 pub fn general_mul<T1, T2, T3>(l: T1, r: T2) -> Result<T3>
 where
-    T1: TryInto<T3> + Debug,
-    T2: TryInto<T3> + Debug,
+    T1: Into<T3> + Debug,
+    T2: Into<T3> + Debug,
     T3: CheckedMul,
 {
     general_atm(l, r, |a, b| {
@@ -65,8 +64,8 @@ where
 #[inline(always)]
 pub fn general_div<T1, T2, T3>(l: T1, r: T2) -> Result<T3>
 where
-    T1: TryInto<T3> + Debug,
-    T2: TryInto<T3> + Debug,
+    T1: Into<T3> + Debug,
+    T2: Into<T3> + Debug,
     T3: CheckedDiv + Zero,
 {
     general_atm(l, r, |a, b| {
@@ -83,8 +82,8 @@ where
 #[inline(always)]
 pub fn general_mod<T1, T2, T3>(l: T1, r: T2) -> Result<T3>
 where
-    T1: TryInto<T3> + Debug,
-    T2: TryInto<T3> + Debug,
+    T1: Into<T3> + Debug,
+    T2: Into<T3> + Debug,
     T3: CheckedRem,
 {
     general_atm(l, r, |a, b| {
@@ -107,24 +106,17 @@ pub fn general_abs<T1: Signed + CheckedNeg>(expr: T1) -> Result<T1> {
 }
 
 pub fn decimal_abs(decimal: Decimal) -> Result<Decimal> {
-    Ok(Decimal::abs(&decimal).unwrap())
+    Ok(Decimal::abs(&decimal))
 }
 
 #[inline(always)]
 pub fn general_atm<T1, T2, T3, F>(l: T1, r: T2, atm: F) -> Result<T3>
 where
-    T1: TryInto<T3> + Debug,
-    T2: TryInto<T3> + Debug,
+    T1: Into<T3> + Debug,
+    T2: Into<T3> + Debug,
     F: FnOnce(T3, T3) -> Result<T3>,
 {
-    // TODO: We need to improve the error message
-    let l: T3 = l
-        .try_into()
-        .map_err(|_| ExprError::CastOutOfRange(type_name::<T3>()))?;
-    let r: T3 = r
-        .try_into()
-        .map_err(|_| ExprError::CastOutOfRange(type_name::<T3>()))?;
-    atm(l, r)
+    atm(l.into(), r.into())
 }
 
 #[inline(always)]
diff --git a/src/expr/src/vector_op/bitwise_op.rs b/src/expr/src/vector_op/bitwise_op.rs
index df36602d06071..1e4edde5a1264 100644
--- a/src/expr/src/vector_op/bitwise_op.rs
+++ b/src/expr/src/vector_op/bitwise_op.rs
@@ -18,7 +18,6 @@ use std::ops::{BitAnd, BitOr, BitXor, Not};
 
 use num_traits::{CheckedShl, CheckedShr};
 
-use crate::vector_op::arithmetic_op::general_atm;
 use crate::{ExprError, Result};
 
 // Conscious decision for shl and shr is made here to diverge from PostgreSQL.
@@ -63,36 +62,36 @@ where
 }
 
 #[inline(always)]
-pub fn general_bitand<T1, T2, T3>(l: T1, r: T2) -> Result<T3>
+pub fn general_bitand<T1, T2, T3>(l: T1, r: T2) -> T3
 where
-    T1: TryInto<T3> + Debug,
-    T2: TryInto<T3> + Debug,
+    T1: Into<T3> + Debug,
+    T2: Into<T3> + Debug,
     T3: BitAnd<Output = T3>,
 {
-    general_atm(l, r, |a, b| Ok(a.bitand(b)))
+    l.into() & r.into()
 }
 
 #[inline(always)]
-pub fn general_bitor<T1, T2, T3>(l: T1, r: T2) -> Result<T3>
+pub fn general_bitor<T1, T2, T3>(l: T1, r: T2) -> T3
 where
-    T1: TryInto<T3> + Debug,
-    T2: TryInto<T3> + Debug,
+    T1: Into<T3> + Debug,
+    T2: Into<T3> + Debug,
     T3: BitOr<Output = T3>,
 {
-    general_atm(l, r, |a, b| Ok(a.bitor(b)))
+    l.into() | r.into()
 }
 
 #[inline(always)]
-pub fn general_bitxor<T1, T2, T3>(l: T1, r: T2) -> Result<T3>
+pub fn general_bitxor<T1, T2, T3>(l: T1, r: T2) -> T3
 where
-    T1: TryInto<T3> + Debug,
-    T2: TryInto<T3> + Debug,
+    T1: Into<T3> + Debug,
+    T2: Into<T3> + Debug,
     T3: BitXor<Output = T3>,
 {
-    general_atm(l, r, |a, b| Ok(a.bitxor(b)))
+    l.into() ^ r.into()
 }
 
 #[inline(always)]
-pub fn general_bitnot<T1: Not<Output = T1>>(expr: T1) -> Result<T1> {
-    Ok(expr.not())
+pub fn general_bitnot<T1: Not<Output = T1>>(expr: T1) -> T1 {
+    !expr
 }
diff --git a/src/expr/src/vector_op/cast.rs b/src/expr/src/vector_op/cast.rs
index 5797b8299535b..2bc9695ad6cd7 100644
--- a/src/expr/src/vector_op/cast.rs
+++ b/src/expr/src/vector_op/cast.rs
@@ -13,6 +13,7 @@
 // limitations under the License.
 
 use std::any::type_name;
+use std::fmt::Write;
 use std::str::FromStr;
 
 use chrono::{DateTime, NaiveDate, NaiveDateTime, NaiveTime, Utc};
@@ -246,9 +247,10 @@ pub fn parse_bytes_traditional(s: &str) -> Result<Vec<u8>> {
     Ok(out)
 }
 
-pub fn timestampz_to_utc_string(elem: i64) -> Box<str> {
-    elem.to_text_with_type(&DataType::Timestampz)
-        .into_boxed_str()
+pub fn timestampz_to_utc_string(elem: i64, mut writer: &mut dyn Write) -> Result<()> {
+    elem.write_with_type(&DataType::Timestampz, &mut writer)
+        .unwrap();
+    Ok(())
 }
 
 #[inline(always)]
@@ -319,29 +321,27 @@ pub fn dec_to_i64(elem: Decimal) -> Result<i64> {
 
 /// In `PostgreSQL`, casting from timestamp to date discards the time part.
 #[inline(always)]
-pub fn timestamp_to_date(elem: NaiveDateTimeWrapper) -> Result<NaiveDateWrapper> {
-    Ok(NaiveDateWrapper(elem.0.date()))
+pub fn timestamp_to_date(elem: NaiveDateTimeWrapper) -> NaiveDateWrapper {
+    NaiveDateWrapper(elem.0.date())
 }
 
 /// In `PostgreSQL`, casting from timestamp to time discards the date part.
 #[inline(always)]
-pub fn timestamp_to_time(elem: NaiveDateTimeWrapper) -> Result<NaiveTimeWrapper> {
-    Ok(NaiveTimeWrapper(elem.0.time()))
+pub fn timestamp_to_time(elem: NaiveDateTimeWrapper) -> NaiveTimeWrapper {
+    NaiveTimeWrapper(elem.0.time())
 }
 
 /// In `PostgreSQL`, casting from interval to time discards the days part.
 #[inline(always)]
-pub fn interval_to_time(elem: IntervalUnit) -> Result<NaiveTimeWrapper> {
+pub fn interval_to_time(elem: IntervalUnit) -> NaiveTimeWrapper {
     let ms = elem.get_ms_of_day();
     let secs = (ms / 1000) as u32;
     let nano = (ms % 1000 * 1_000_000) as u32;
-    Ok(NaiveTimeWrapper::from_num_seconds_from_midnight_uncheck(
-        secs, nano,
-    ))
+    NaiveTimeWrapper::from_num_seconds_from_midnight_uncheck(secs, nano)
 }
 
 #[inline(always)]
-pub fn general_cast<T1, T2>(elem: T1) -> Result<T2>
+pub fn try_cast<T1, T2>(elem: T1) -> Result<T2>
 where
     T1: TryInto<T2> + std::fmt::Debug + Copy,
     <T1 as TryInto<T2>>::Error: std::fmt::Display,
@@ -350,6 +350,14 @@ where
         .map_err(|_| ExprError::CastOutOfRange(std::any::type_name::<T2>()))
 }
 
+#[inline(always)]
+pub fn cast<T1, T2>(elem: T1) -> T2
+where
+    T1: Into<T2>,
+{
+    elem.into()
+}
+
 #[inline(always)]
 pub fn str_to_bool(input: &str) -> Result<bool> {
     let trimmed_input = input.trim();
@@ -374,18 +382,23 @@ pub fn int32_to_bool(input: i32) -> Result<bool> {
 
 // For most of the types, cast them to varchar is similar to return their text format.
 // So we use this function to cast type to varchar.
-pub fn general_to_text<T: ToText>(elem: T) -> Result<Box<str>> {
-    Ok(elem.to_text().into_boxed_str())
+pub fn general_to_text(elem: impl ToText, mut writer: &mut dyn Write) -> Result<()> {
+    elem.write(&mut writer).unwrap();
+    Ok(())
 }
 
-pub fn bool_to_varchar(input: bool) -> Result<Box<str>> {
-    Ok(if input { "true" } else { "false" }.into())
+pub fn bool_to_varchar(input: bool, writer: &mut dyn Write) -> Result<()> {
+    writer
+        .write_str(if input { "true" } else { "false" })
+        .unwrap();
+    Ok(())
 }
 
 /// `bool_out` is different from `general_to_string<bool>` to produce a single char. `PostgreSQL`
 /// uses different variants of bool-to-string in different situations.
-pub fn bool_out(input: bool) -> Result<Box<str>> {
-    Ok(if input { "t" } else { "f" }.into())
+pub fn bool_out(input: bool, writer: &mut dyn Write) -> Result<()> {
+    writer.write_str(if input { "t" } else { "f" }).unwrap();
+    Ok(())
 }
 
 /// It accepts a macro whose input is `{ $input:ident, $cast:ident, $func:expr }` tuples
@@ -394,80 +407,81 @@ pub fn bool_out(input: bool) -> Result<Box<str>> {
 /// * `$cast`: The cast type in that the operation will calculate
 /// * `$func`: The scalar function for expression, it's a generic function and specialized by the
 ///   type of `$input, $cast`
+/// * `$infallible`: Whether the cast is infallible
 #[macro_export]
 macro_rules! for_all_cast_variants {
     ($macro:ident) => {
         $macro! {
-            { varchar, date, str_to_date },
-            { varchar, time, str_to_time },
-            { varchar, interval, str_parse },
-            { varchar, timestamp, str_to_timestamp },
-            { varchar, timestampz, str_to_timestampz },
-            { varchar, int16, str_parse },
-            { varchar, int32, str_parse },
-            { varchar, int64, str_parse },
-            { varchar, float32, str_parse },
-            { varchar, float64, str_parse },
-            { varchar, decimal, str_parse },
-            { varchar, boolean, str_to_bool },
-            { varchar, bytea, str_to_bytea },
+            { varchar, date, str_to_date, false },
+            { varchar, time, str_to_time, false },
+            { varchar, interval, str_parse, false },
+            { varchar, timestamp, str_to_timestamp, false },
+            { varchar, timestampz, str_to_timestampz, false },
+            { varchar, int16, str_parse, false },
+            { varchar, int32, str_parse, false },
+            { varchar, int64, str_parse, false },
+            { varchar, float32, str_parse, false },
+            { varchar, float64, str_parse, false },
+            { varchar, decimal, str_parse, false },
+            { varchar, boolean, str_to_bool, false },
+            { varchar, bytea, str_to_bytea, false },
             // `str_to_list` requires `target_elem_type` and is handled elsewhere
 
-            { boolean, varchar, bool_to_varchar },
-            { int16, varchar, general_to_text },
-            { int32, varchar, general_to_text },
-            { int64, varchar, general_to_text },
-            { float32, varchar, general_to_text },
-            { float64, varchar, general_to_text },
-            { decimal, varchar, general_to_text },
-            { time, varchar, general_to_text },
-            { interval, varchar, general_to_text },
-            { date, varchar, general_to_text },
-            { timestamp, varchar, general_to_text },
-            { timestampz, varchar, |x| Ok(timestampz_to_utc_string(x)) },
-            { list, varchar, |x| general_to_text(x) },
-
-            { boolean, int32, general_cast },
-            { int32, boolean, int32_to_bool },
-
-            { int16, int32, general_cast },
-            { int16, int64, general_cast },
-            { int16, float32, general_cast },
-            { int16, float64, general_cast },
-            { int16, decimal, general_cast },
-            { int32, int16, general_cast },
-            { int32, int64, general_cast },
-            { int32, float32, to_f32 }, // lossy
-            { int32, float64, general_cast },
-            { int32, decimal, general_cast },
-            { int64, int16, general_cast },
-            { int64, int32, general_cast },
-            { int64, float32, to_f32 }, // lossy
-            { int64, float64, to_f64 }, // lossy
-            { int64, decimal, general_cast },
-
-            { float32, float64, general_cast },
-            { float32, decimal, general_cast },
-            { float32, int16, to_i16 },
-            { float32, int32, to_i32 },
-            { float32, int64, to_i64 },
-            { float64, decimal, general_cast },
-            { float64, int16, to_i16 },
-            { float64, int32, to_i32 },
-            { float64, int64, to_i64 },
-            { float64, float32, to_f32 }, // lossy
-
-            { decimal, int16, dec_to_i16 },
-            { decimal, int32, dec_to_i32 },
-            { decimal, int64, dec_to_i64 },
-            { decimal, float32, to_f32 },
-            { decimal, float64, to_f64 },
-
-            { date, timestamp, general_cast },
-            { time, interval, general_cast },
-            { timestamp, date, timestamp_to_date },
-            { timestamp, time, timestamp_to_time },
-            { interval, time, interval_to_time }
+            { boolean, varchar, bool_to_varchar, false },
+            { int16, varchar, general_to_text, false },
+            { int32, varchar, general_to_text, false },
+            { int64, varchar, general_to_text, false },
+            { float32, varchar, general_to_text, false },
+            { float64, varchar, general_to_text, false },
+            { decimal, varchar, general_to_text, false },
+            { time, varchar, general_to_text, false },
+            { interval, varchar, general_to_text, false },
+            { date, varchar, general_to_text, false },
+            { timestamp, varchar, general_to_text, false },
+            { timestampz, varchar, timestampz_to_utc_string, false },
+            { list, varchar, |x, w| general_to_text(x, w), false },
+
+            { boolean, int32, try_cast, false },
+            { int32, boolean, int32_to_bool, false },
+
+            { int16, int32, cast::<i16, i32>, true },
+            { int16, int64, cast::<i16, i64>, true },
+            { int16, float32, cast::<i16, OrderedF32>, true },
+            { int16, float64, cast::<i16, OrderedF64>, true },
+            { int16, decimal, cast::<i16, Decimal>, true },
+            { int32, int16, try_cast, false },
+            { int32, int64, cast::<i32, i64>, true },
+            { int32, float32, to_f32, false }, // lossy
+            { int32, float64, cast::<i32, OrderedF64>, true },
+            { int32, decimal, cast::<i32, Decimal>, true },
+            { int64, int16, try_cast, false },
+            { int64, int32, try_cast, false },
+            { int64, float32, to_f32, false }, // lossy
+            { int64, float64, to_f64, false }, // lossy
+            { int64, decimal, cast::<i64, Decimal>, true },
+
+            { float32, float64, cast::<OrderedF32, OrderedF64>, true },
+            { float32, decimal, cast::<OrderedF32, Decimal>, true },
+            { float32, int16, to_i16, false },
+            { float32, int32, to_i32, false },
+            { float32, int64, to_i64, false },
+            { float64, decimal, cast::<OrderedF64, Decimal>, true },
+            { float64, int16, to_i16, false },
+            { float64, int32, to_i32, false },
+            { float64, int64, to_i64, false },
+            { float64, float32, to_f32, false }, // lossy
+
+            { decimal, int16, dec_to_i16, false },
+            { decimal, int32, dec_to_i32, false },
+            { decimal, int64, dec_to_i64, false },
+            { decimal, float32, to_f32, false },
+            { decimal, float64, to_f64, false },
+
+            { date, timestamp, cast::<NaiveDateWrapper, NaiveDateTimeWrapper>, true },
+            { time, interval, cast::<NaiveTimeWrapper, IntervalUnit>, true },
+            { timestamp, date, timestamp_to_date, true },
+            { timestamp, time, timestamp_to_time, true },
+            { interval, time, interval_to_time, true }
         }
     };
 }
@@ -617,20 +631,38 @@ fn scalar_cast(
         ) => str_to_list(source.try_into()?, target_elem_type).map(Scalar::to_scalar_value),
         (source_type, target_type) => {
             macro_rules! gen_cast_impl {
-                ($( { $input:ident, $cast:ident, $func:expr } ),*) => {
+                ($( { $input:ident, $cast:ident, $func:expr, $infallible:ident } ),*) => {
                     match (source_type, target_type) {
                         $(
-                            ($input! { type_match_pattern }, $cast! { type_match_pattern }) => {
-                                let source: <$input! { type_array } as Array>::RefItem<'_> = source.try_into()?;
-                                let target: Result<<$cast! { type_array } as Array>::OwnedItem> = $func(source);
-                                target.map(Scalar::to_scalar_value)
-                            }
+                            ($input! { type_match_pattern }, $cast! { type_match_pattern }) => gen_cast_impl!(arm: $input, $cast, $func, $infallible),
                         )*
                         _ => {
                             return Err(ExprError::UnsupportedCast(source_type.clone(), target_type.clone()));
                         }
                     }
                 };
+                (arm: $input:ident, varchar, $func:expr, false) => {
+                    {
+                        let source: <$input! { type_array } as Array>::RefItem<'_> = source.try_into()?;
+                        let mut writer = String::new();
+                        let target: Result<()> = $func(source, &mut writer);
+                        target.map(|_| Scalar::to_scalar_value(writer.into_boxed_str()))
+                    }
+                };
+                (arm: $input:ident, $cast:ident, $func:expr, false) => {
+                    {
+                        let source: <$input! { type_array } as Array>::RefItem<'_> = source.try_into()?;
+                        let target: Result<<$cast! { type_array } as Array>::OwnedItem> = $func(source);
+                        target.map(Scalar::to_scalar_value)
+                    }
+                };
+                (arm: $input:ident, $cast:ident, $func:expr, true) => {
+                    {
+                        let source: <$input! { type_array } as Array>::RefItem<'_> = source.try_into()?;
+                        let target: Result<<$cast! { type_array } as Array>::OwnedItem> = Ok($func(source));
+                        target.map(Scalar::to_scalar_value)
+                    }
+                };
             }
             for_all_cast_variants!(gen_cast_impl)
         }
@@ -695,8 +727,10 @@ mod tests {
         use super::*;
 
         macro_rules! test {
-            ($expr:expr, $right:literal) => {
-                assert_eq!($expr.unwrap().as_ref(), $right);
+            ($fn:ident($value:expr), $right:literal) => {
+                let mut writer = String::new();
+                $fn($value, &mut writer).unwrap();
+                assert_eq!(writer, $right);
             };
         }
 
@@ -729,19 +763,19 @@ mod tests {
     #[test]
     fn temporal_cast() {
         assert_eq!(
-            timestamp_to_date(str_to_timestamp("1999-01-08 04:02").unwrap()).unwrap(),
+            timestamp_to_date(str_to_timestamp("1999-01-08 04:02").unwrap()),
             str_to_date("1999-01-08").unwrap(),
         );
         assert_eq!(
-            timestamp_to_time(str_to_timestamp("1999-01-08 04:02").unwrap()).unwrap(),
+            timestamp_to_time(str_to_timestamp("1999-01-08 04:02").unwrap()),
             str_to_time("04:02").unwrap(),
         );
         assert_eq!(
-            interval_to_time(IntervalUnit::new(1, 2, 61003)).unwrap(),
+            interval_to_time(IntervalUnit::new(1, 2, 61003)),
             str_to_time("00:01:01.003").unwrap(),
         );
         assert_eq!(
-            interval_to_time(IntervalUnit::new(0, 0, -61003)).unwrap(),
+            interval_to_time(IntervalUnit::new(0, 0, -61003)),
             str_to_time("23:58:58.997").unwrap(),
         );
     }
@@ -962,14 +996,19 @@ mod tests {
     #[test]
     fn test_timestampz() {
         let str1 = "0001-11-15 15:35:40.999999+08:00";
-        let str1_utc0 = "0001-11-15 07:35:40.999999+00:00";
         let timestampz1 = str_to_timestampz(str1).unwrap();
         assert_eq!(timestampz1, -62108094259000001);
-        assert_eq!(timestampz_to_utc_string(timestampz1).as_ref(), str1_utc0);
+
+        let mut writer = String::new();
+        timestampz_to_utc_string(timestampz1, &mut writer).unwrap();
+        assert_eq!(writer, "0001-11-15 07:35:40.999999+00:00");
 
         let str2 = "1969-12-31 23:59:59.999999+00:00";
         let timestampz2 = str_to_timestampz(str2).unwrap();
         assert_eq!(timestampz2, -1);
-        assert_eq!(timestampz_to_utc_string(timestampz2).as_ref(), str2);
+
+        let mut writer = String::new();
+        timestampz_to_utc_string(timestampz2, &mut writer).unwrap();
+        assert_eq!(writer, str2);
     }
 }
diff --git a/src/expr/src/vector_op/cmp.rs b/src/expr/src/vector_op/cmp.rs
index ce4dc5a0c7bdd..56d44b49f5873 100644
--- a/src/expr/src/vector_op/cmp.rs
+++ b/src/expr/src/vector_op/cmp.rs
@@ -12,118 +12,97 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use std::any::type_name;
 use std::fmt::Debug;
 
 use risingwave_common::array::{ListRef, StructRef};
 
-use crate::{ExprError, Result};
-
-fn general_cmp<T1, T2, T3, F>(l: T1, r: T2, cmp: F) -> Result<bool>
-where
-    T1: TryInto<T3> + Debug,
-    T2: TryInto<T3> + Debug,
-    T3: Ord,
-    F: FnOnce(T3, T3) -> bool,
-{
-    // TODO: We need to improve the error message
-    let l: T3 = l
-        .try_into()
-        .map_err(|_| ExprError::CastOutOfRange(type_name::<T3>()))?;
-    let r: T3 = r
-        .try_into()
-        .map_err(|_| ExprError::CastOutOfRange(type_name::<T3>()))?;
-    Ok(cmp(l, r))
-}
+use crate::Result;
 
 #[inline(always)]
-pub fn general_eq<T1, T2, T3>(l: T1, r: T2) -> Result<bool>
+pub fn general_eq<T1, T2, T3>(l: T1, r: T2) -> bool
 where
-    T1: TryInto<T3> + Debug,
-    T2: TryInto<T3> + Debug,
+    T1: Into<T3> + Debug,
+    T2: Into<T3> + Debug,
     T3: Ord,
 {
-    general_cmp(l, r, |a, b| a == b)
+    l.into() == r.into()
 }
 
 #[inline(always)]
-pub fn general_ne<T1, T2, T3>(l: T1, r: T2) -> Result<bool>
+pub fn general_ne<T1, T2, T3>(l: T1, r: T2) -> bool
 where
-    T1: TryInto<T3> + Debug,
-    T2: TryInto<T3> + Debug,
+    T1: Into<T3> + Debug,
+    T2: Into<T3> + Debug,
     T3: Ord,
 {
-    general_cmp(l, r, |a, b| a != b)
+    l.into() != r.into()
 }
 
 #[inline(always)]
-pub fn general_ge<T1, T2, T3>(l: T1, r: T2) -> Result<bool>
+pub fn general_ge<T1, T2, T3>(l: T1, r: T2) -> bool
 where
-    T1: TryInto<T3> + Debug,
-    T2: TryInto<T3> + Debug,
+    T1: Into<T3> + Debug,
+    T2: Into<T3> + Debug,
     T3: Ord,
 {
-    general_cmp(l, r, |a, b| a >= b)
+    l.into() >= r.into()
 }
 
 #[inline(always)]
-pub fn general_gt<T1, T2, T3>(l: T1, r: T2) -> Result<bool>
+pub fn general_gt<T1, T2, T3>(l: T1, r: T2) -> bool
 where
-    T1: TryInto<T3> + Debug,
-    T2: TryInto<T3> + Debug,
+    T1: Into<T3> + Debug,
+    T2: Into<T3> + Debug,
     T3: Ord,
 {
-    general_cmp(l, r, |a, b| a > b)
+    l.into() > r.into()
 }
 
 #[inline(always)]
-pub fn general_le<T1, T2, T3>(l: T1, r: T2) -> Result<bool>
+pub fn general_le<T1, T2, T3>(l: T1, r: T2) -> bool
 where
-    T1: TryInto<T3> + Debug,
-    T2: TryInto<T3> + Debug,
+    T1: Into<T3> + Debug,
+    T2: Into<T3> + Debug,
     T3: Ord,
 {
-    general_cmp(l, r, |a, b| a <= b)
+    l.into() <= r.into()
 }
 
 #[inline(always)]
-pub fn general_lt<T1, T2, T3>(l: T1, r: T2) -> Result<bool>
+pub fn general_lt<T1, T2, T3>(l: T1, r: T2) -> bool
 where
-    T1: TryInto<T3> + Debug,
-    T2: TryInto<T3> + Debug,
+    T1: Into<T3> + Debug,
+    T2: Into<T3> + Debug,
     T3: Ord,
 {
-    general_cmp(l, r, |a, b| a < b)
+    l.into() < r.into()
 }
 
-pub fn general_is_distinct_from<T1, T2, T3>(l: Option<T1>, r: Option<T2>) -> Result<Option<bool>>
+pub fn general_is_distinct_from<T1, T2, T3>(l: Option<T1>, r: Option<T2>) -> bool
 where
-    T1: TryInto<T3> + Debug,
-    T2: TryInto<T3> + Debug,
+    T1: Into<T3> + Debug,
+    T2: Into<T3> + Debug,
     T3: Ord,
 {
     match (l, r) {
-        (Some(lv), Some(rv)) => Ok(general_ne::<T1, T2, T3>(lv, rv).ok()),
-        (Some(_), None) => Ok(Some(true)),
-        (None, Some(_)) => Ok(Some(true)),
-        (None, None) => Ok(Some(false)),
+        (Some(lv), Some(rv)) => general_ne::<T1, T2, T3>(lv, rv),
+        (Some(_), None) => true,
+        (None, Some(_)) => true,
+        (None, None) => false,
     }
 }
 
-pub fn general_is_not_distinct_from<T1, T2, T3>(
-    l: Option<T1>,
-    r: Option<T2>,
-) -> Result<Option<bool>>
+pub fn general_is_not_distinct_from<T1, T2, T3>(l: Option<T1>, r: Option<T2>) -> bool
 where
-    T1: TryInto<T3> + Debug,
-    T2: TryInto<T3> + Debug,
+    T1: Into<T3> + Debug,
+    T2: Into<T3> + Debug,
     T3: Ord,
 {
     match (l, r) {
-        (Some(lv), Some(rv)) => Ok(general_eq::<T1, T2, T3>(lv, rv).ok()),
-        (Some(_), None) => Ok(Some(false)),
-        (None, Some(_)) => Ok(Some(false)),
-        (None, None) => Ok(Some(true)),
+        (Some(lv), Some(rv)) => general_eq::<T1, T2, T3>(lv, rv),
+        (Some(_), None) => false,
+        (None, Some(_)) => false,
+        (None, None) => true,
     }
 }
 
@@ -195,33 +174,33 @@ pub fn str_is_not_distinct_from(l: Option<&str>, r: Option<&str>) -> Result<Opti
 }
 
 #[inline(always)]
-pub fn is_true(v: Option<bool>) -> Result<Option<bool>> {
-    Ok(Some(v == Some(true)))
+pub fn is_true(v: Option<bool>) -> Option<bool> {
+    Some(v == Some(true))
 }
 
 #[inline(always)]
-pub fn is_not_true(v: Option<bool>) -> Result<Option<bool>> {
-    Ok(Some(v != Some(true)))
+pub fn is_not_true(v: Option<bool>) -> Option<bool> {
+    Some(v != Some(true))
 }
 
 #[inline(always)]
-pub fn is_false(v: Option<bool>) -> Result<Option<bool>> {
-    Ok(Some(v == Some(false)))
+pub fn is_false(v: Option<bool>) -> Option<bool> {
+    Some(v == Some(false))
 }
 
 #[inline(always)]
-pub fn is_not_false(v: Option<bool>) -> Result<Option<bool>> {
-    Ok(Some(v != Some(false)))
+pub fn is_not_false(v: Option<bool>) -> Option<bool> {
+    Some(v != Some(false))
 }
 
 #[inline(always)]
-pub fn is_unknown(v: Option<bool>) -> Result<Option<bool>> {
-    Ok(Some(v.is_none()))
+pub fn is_unknown(v: Option<bool>) -> Option<bool> {
+    Some(v.is_none())
 }
 
 #[inline(always)]
-pub fn is_not_unknown(v: Option<bool>) -> Result<Option<bool>> {
-    Ok(Some(v.is_some()))
+pub fn is_not_unknown(v: Option<bool>) -> Option<bool> {
+    Some(v.is_some())
 }
 
 #[cfg(test)]
@@ -234,6 +213,9 @@ mod tests {
 
     #[test]
     fn test_deci_f() {
-        assert!(general_eq::<_, _, Decimal>(Decimal::from_str("1.1").unwrap(), 1.1f32).unwrap())
+        assert!(general_eq::<_, _, Decimal>(
+            Decimal::from_str("1.1").unwrap(),
+            1.1f32
+        ))
     }
 }
diff --git a/src/expr/src/vector_op/concat_op.rs b/src/expr/src/vector_op/concat_op.rs
index d10fa0844d910..3c16d6ffc8fbd 100644
--- a/src/expr/src/vector_op/concat_op.rs
+++ b/src/expr/src/vector_op/concat_op.rs
@@ -12,31 +12,25 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use risingwave_common::array::{StringWriter, WrittenGuard};
+use std::fmt::Write;
 
 use crate::Result;
 
 #[inline(always)]
-pub fn concat_op(left: &str, right: &str, writer: StringWriter<'_>) -> Result<WrittenGuard> {
-    let mut writer = writer.begin();
-    writer.write_ref(left);
-    writer.write_ref(right);
-    Ok(writer.finish())
+pub fn concat_op(left: &str, right: &str, writer: &mut dyn Write) -> Result<()> {
+    writer.write_str(left).unwrap();
+    writer.write_str(right).unwrap();
+    Ok(())
 }
 
 #[cfg(test)]
 mod tests {
-    use risingwave_common::array::{Array, ArrayBuilder, Utf8ArrayBuilder};
-
     use super::*;
 
     #[test]
     fn test_concat_op() {
-        let mut builder = Utf8ArrayBuilder::new(1);
-        let writer = builder.writer();
-        let _guard = concat_op("114", "514", writer).unwrap();
-        let array = builder.finish();
-
-        assert_eq!(array.value_at(0).unwrap(), "114514".to_owned())
+        let mut s = String::new();
+        concat_op("114", "514", &mut s).unwrap();
+        assert_eq!(s, "114514")
     }
 }
diff --git a/src/expr/src/vector_op/conjunction.rs b/src/expr/src/vector_op/conjunction.rs
index 58cd8096016f5..bddd1b28373f9 100644
--- a/src/expr/src/vector_op/conjunction.rs
+++ b/src/expr/src/vector_op/conjunction.rs
@@ -39,8 +39,8 @@ pub fn or(l: Option<bool>, r: Option<bool>) -> Result<Option<bool>> {
 }
 
 #[inline(always)]
-pub fn not(l: Option<bool>) -> Result<Option<bool>> {
-    Ok(l.map(|v| !v))
+pub fn not(l: Option<bool>) -> Option<bool> {
+    l.map(|v| !v)
 }
 
 #[cfg(test)]
diff --git a/src/expr/src/vector_op/lower.rs b/src/expr/src/vector_op/lower.rs
index 72b85d4cd3609..349a522524a7f 100644
--- a/src/expr/src/vector_op/lower.rs
+++ b/src/expr/src/vector_op/lower.rs
@@ -12,19 +12,20 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use risingwave_common::array::{StringWriter, WrittenGuard};
+use std::fmt::Write;
 
 use crate::Result;
 
 #[inline(always)]
-pub fn lower(s: &str, writer: StringWriter<'_>) -> Result<WrittenGuard> {
-    Ok(writer.write_ref(&s.to_lowercase()))
+pub fn lower(s: &str, writer: &mut dyn Write) -> Result<()> {
+    for c in s.chars() {
+        writer.write_char(c.to_ascii_lowercase()).unwrap();
+    }
+    Ok(())
 }
 
 #[cfg(test)]
 mod tests {
-    use risingwave_common::array::{Array, ArrayBuilder, Utf8ArrayBuilder};
-
     use super::*;
 
     #[test]
@@ -36,12 +37,9 @@ mod tests {
         ];
 
         for (s, expected) in cases {
-            let mut builder = Utf8ArrayBuilder::new(1);
-            let writer = builder.writer();
-            let _guard = lower(s, writer)?;
-            let array = builder.finish();
-            let v = array.value_at(0).unwrap();
-            assert_eq!(v, expected);
+            let mut writer = String::new();
+            lower(s, &mut writer)?;
+            assert_eq!(writer, expected);
         }
         Ok(())
     }
diff --git a/src/expr/src/vector_op/ltrim.rs b/src/expr/src/vector_op/ltrim.rs
index d7911edab3e22..465ccfb7cf0a1 100644
--- a/src/expr/src/vector_op/ltrim.rs
+++ b/src/expr/src/vector_op/ltrim.rs
@@ -12,7 +12,7 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use risingwave_common::array::{StringWriter, WrittenGuard};
+use std::fmt::Write;
 
 use crate::Result;
 
@@ -20,13 +20,13 @@ use crate::Result;
 /// are actually different when the string is in right-to-left languages like Arabic or Hebrew.
 /// Since we would like to simplify the implementation, currently we omit this case.
 #[inline(always)]
-pub fn ltrim(s: &str, writer: StringWriter<'_>) -> Result<WrittenGuard> {
-    Ok(writer.write_ref(s.trim_start()))
+pub fn ltrim(s: &str, writer: &mut dyn Write) -> Result<()> {
+    writer.write_str(s.trim_start()).unwrap();
+    Ok(())
 }
 
 #[cfg(test)]
 mod tests {
-    use risingwave_common::array::{Array, ArrayBuilder, Utf8ArrayBuilder};
 
     use super::*;
 
@@ -38,12 +38,9 @@ mod tests {
         ];
 
         for (s, expected) in cases {
-            let mut builder = Utf8ArrayBuilder::new(1);
-            let writer = builder.writer();
-            let _guard = ltrim(s, writer)?;
-            let array = builder.finish();
-            let v = array.value_at(0).unwrap();
-            assert_eq!(v, expected);
+            let mut writer = String::new();
+            ltrim(s, &mut writer)?;
+            assert_eq!(writer, expected);
         }
         Ok(())
     }
diff --git a/src/expr/src/vector_op/md5.rs b/src/expr/src/vector_op/md5.rs
index 5c2e14b1bfbc6..271618a3d85e4 100644
--- a/src/expr/src/vector_op/md5.rs
+++ b/src/expr/src/vector_op/md5.rs
@@ -12,20 +12,18 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use md5 as lib_md5;
-use risingwave_common::array::{StringWriter, WrittenGuard};
+use std::fmt::Write;
 
 use crate::Result;
 
 #[inline(always)]
-pub fn md5(s: &str, writer: StringWriter<'_>) -> Result<WrittenGuard> {
-    Ok(writer.write_ref(&format!("{:x}", lib_md5::compute(s))))
+pub fn md5(s: &str, writer: &mut dyn Write) -> Result<()> {
+    write!(writer, "{:x}", ::md5::compute(s)).unwrap();
+    Ok(())
 }
 
 #[cfg(test)]
 mod tests {
-    use risingwave_common::array::{Array, ArrayBuilder, Utf8ArrayBuilder};
-
     use super::*;
 
     #[test]
@@ -40,12 +38,9 @@ mod tests {
         ];
 
         for (s, expected) in cases {
-            let mut builder = Utf8ArrayBuilder::new(1);
-            let writer = builder.writer();
-            let _guard = md5(s, writer)?;
-            let array = builder.finish();
-            let v = array.value_at(0).unwrap();
-            assert_eq!(v, expected);
+            let mut writer = String::new();
+            md5(s, &mut writer)?;
+            assert_eq!(writer, expected);
         }
         Ok(())
     }
diff --git a/src/expr/src/vector_op/overlay.rs b/src/expr/src/vector_op/overlay.rs
index d59ce07b90b99..19ac95e9c4aef 100644
--- a/src/expr/src/vector_op/overlay.rs
+++ b/src/expr/src/vector_op/overlay.rs
@@ -12,17 +12,12 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use risingwave_common::array::{StringWriter, WrittenGuard};
+use std::fmt::Write;
 
 use crate::Result;
 
 #[inline(always)]
-pub fn overlay(
-    s: &str,
-    new_sub_str: &str,
-    start: i32,
-    writer: StringWriter<'_>,
-) -> Result<WrittenGuard> {
+pub fn overlay(s: &str, new_sub_str: &str, start: i32, writer: &mut dyn Write) -> Result<()> {
     // If count is omitted, it defaults to the length of new_sub_str.
     overlay_for(s, new_sub_str, start, new_sub_str.len() as i32, writer)
 }
@@ -33,8 +28,8 @@ pub fn overlay_for(
     new_sub_str: &str,
     start: i32,
     count: i32,
-    writer: StringWriter<'_>,
-) -> Result<WrittenGuard> {
+    writer: &mut dyn Write,
+) -> Result<()> {
     let count = count.max(0) as usize;
 
     // If start is out of range, attach it to the end.
@@ -43,21 +38,18 @@ pub fn overlay_for(
 
     let remaining = start + count;
 
-    let mut writer = writer.begin();
-    writer.write_ref(&s[..start]);
-    writer.write_ref(new_sub_str);
+    writer.write_str(&s[..start]).unwrap();
+    writer.write_str(new_sub_str).unwrap();
 
     if remaining < s.len() {
-        writer.write_ref(&s[remaining..]);
+        writer.write_str(&s[remaining..]).unwrap();
     }
 
-    Ok(writer.finish())
+    Ok(())
 }
 
 #[cfg(test)]
 mod tests {
-    use risingwave_common::array::{Array, ArrayBuilder, Utf8ArrayBuilder};
-
     use super::*;
 
     #[test]
@@ -82,16 +74,13 @@ mod tests {
         ];
 
         for (s, new_sub_str, start, count, expected) in cases {
-            let mut builder = Utf8ArrayBuilder::new(1);
-            let writer = builder.writer();
-            let _guard = match count {
-                None => overlay(s, new_sub_str, start, writer),
-                Some(count) => overlay_for(s, new_sub_str, start, count, writer),
+            let mut writer = String::new();
+            match count {
+                None => overlay(s, new_sub_str, start, &mut writer),
+                Some(count) => overlay_for(s, new_sub_str, start, count, &mut writer),
             }
             .unwrap();
-            let array = builder.finish();
-            let v = array.value_at(0).unwrap();
-            assert_eq!(v, expected);
+            assert_eq!(writer, expected);
         }
     }
 }
diff --git a/src/expr/src/vector_op/repeat.rs b/src/expr/src/vector_op/repeat.rs
index c1ea57a694d45..60861f7844c64 100644
--- a/src/expr/src/vector_op/repeat.rs
+++ b/src/expr/src/vector_op/repeat.rs
@@ -12,23 +12,20 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use risingwave_common::array::{StringWriter, WrittenGuard};
+use std::fmt::Write;
 
 use crate::Result;
 
 #[inline(always)]
-pub fn repeat(s: &str, count: i32, writer: StringWriter<'_>) -> Result<WrittenGuard> {
-    let mut writer = writer.begin();
+pub fn repeat(s: &str, count: i32, writer: &mut dyn Write) -> Result<()> {
     for _ in 0..count {
-        writer.write_ref(s);
+        writer.write_str(s).unwrap();
     }
-    Ok(writer.finish())
+    Ok(())
 }
 
 #[cfg(test)]
 mod tests {
-    use risingwave_common::array::{Array, ArrayBuilder, Utf8ArrayBuilder};
-
     use super::*;
 
     #[test]
@@ -41,12 +38,9 @@ mod tests {
         ];
 
         for (s, count, expected) in cases {
-            let mut builder = Utf8ArrayBuilder::new(1);
-            let writer = builder.writer();
-            let _guard = repeat(s, count, writer).unwrap();
-            let array = builder.finish();
-            let v = array.value_at(0).unwrap();
-            assert_eq!(v, expected);
+            let mut writer = String::new();
+            repeat(s, count, &mut writer)?;
+            assert_eq!(writer, expected);
         }
         Ok(())
     }
diff --git a/src/expr/src/vector_op/replace.rs b/src/expr/src/vector_op/replace.rs
index 3f636c9173670..75c6acc3bc20b 100644
--- a/src/expr/src/vector_op/replace.rs
+++ b/src/expr/src/vector_op/replace.rs
@@ -12,40 +12,33 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use risingwave_common::array::{StringWriter, WrittenGuard};
+use std::fmt::Write;
 
 use crate::Result;
 
 #[inline(always)]
-pub fn replace(
-    s: &str,
-    from_str: &str,
-    to_str: &str,
-    writer: StringWriter<'_>,
-) -> Result<WrittenGuard> {
+pub fn replace(s: &str, from_str: &str, to_str: &str, writer: &mut dyn Write) -> Result<()> {
     if from_str.is_empty() {
-        return Ok(writer.write_ref(s));
+        writer.write_str(s).unwrap();
+        return Ok(());
     }
     let mut last = 0;
-    let mut writer = writer.begin();
     while let Some(mut start) = s[last..].find(from_str) {
         start += last;
-        writer.write_ref(&s[last..start]);
-        writer.write_ref(to_str);
+        writer.write_str(&s[last..start]).unwrap();
+        writer.write_str(to_str).unwrap();
         last = start + from_str.len();
     }
-    writer.write_ref(&s[last..]);
-    Ok(writer.finish())
+    writer.write_str(&s[last..]).unwrap();
+    Ok(())
 }
 
 #[cfg(test)]
 mod tests {
-    use risingwave_common::array::{Array, ArrayBuilder, Utf8ArrayBuilder};
-
     use super::*;
 
     #[test]
-    fn test_replace() {
+    fn test_replace() -> Result<()> {
         let cases = vec![
             ("hello, word", "我的", "world", "hello, word"),
             ("hello, word", "", "world", "hello, word"),
@@ -56,12 +49,10 @@ mod tests {
         ];
 
         for (s, from_str, to_str, expected) in cases {
-            let mut builder = Utf8ArrayBuilder::new(1);
-            let writer = builder.writer();
-            let _guard = replace(s, from_str, to_str, writer).unwrap();
-            let array = builder.finish();
-            let v = array.value_at(0).unwrap();
-            assert_eq!(v, expected);
+            let mut writer = String::new();
+            replace(s, from_str, to_str, &mut writer)?;
+            assert_eq!(writer, expected);
         }
+        Ok(())
     }
 }
diff --git a/src/expr/src/vector_op/round.rs b/src/expr/src/vector_op/round.rs
index bb959af4efa56..2466dca67123b 100644
--- a/src/expr/src/vector_op/round.rs
+++ b/src/expr/src/vector_op/round.rs
@@ -14,48 +14,46 @@
 
 use risingwave_common::types::{Decimal, OrderedF64};
 
-use crate::Result;
-
 #[inline(always)]
-pub fn round_digits<D: Into<i32>>(input: Decimal, digits: D) -> Result<Decimal> {
+pub fn round_digits<D: Into<i32>>(input: Decimal, digits: D) -> Decimal {
     let digits = digits.into();
     if digits < 0 {
-        Ok(Decimal::zero())
+        Decimal::zero()
     } else {
-        Ok(input.round_dp(digits as u32))
+        input.round_dp(digits as u32)
     }
 }
 
 #[inline(always)]
-pub fn ceil_f64(input: OrderedF64) -> Result<OrderedF64> {
-    Ok(f64::ceil(input.0).into())
+pub fn ceil_f64(input: OrderedF64) -> OrderedF64 {
+    f64::ceil(input.0).into()
 }
 
 #[inline(always)]
-pub fn ceil_decimal(input: Decimal) -> Result<Decimal> {
-    Ok(input.ceil())
+pub fn ceil_decimal(input: Decimal) -> Decimal {
+    input.ceil()
 }
 
 #[inline(always)]
-pub fn floor_f64(input: OrderedF64) -> Result<OrderedF64> {
-    Ok(f64::floor(input.0).into())
+pub fn floor_f64(input: OrderedF64) -> OrderedF64 {
+    f64::floor(input.0).into()
 }
 
 #[inline(always)]
-pub fn floor_decimal(input: Decimal) -> Result<Decimal> {
-    Ok(input.floor())
+pub fn floor_decimal(input: Decimal) -> Decimal {
+    input.floor()
 }
 
 // Ties are broken by rounding away from zero
 #[inline(always)]
-pub fn round_f64(input: OrderedF64) -> Result<OrderedF64> {
-    Ok(f64::round(input.0).into())
+pub fn round_f64(input: OrderedF64) -> OrderedF64 {
+    f64::round(input.0).into()
 }
 
 // Ties are broken by rounding away from zero
 #[inline(always)]
-pub fn round_decimal(input: Decimal) -> Result<Decimal> {
-    Ok(input.round_dp(0))
+pub fn round_decimal(input: Decimal) -> Decimal {
+    input.round_dp(0)
 }
 #[cfg(test)]
 mod tests {
@@ -69,7 +67,7 @@ mod tests {
 
     fn do_test(input: &str, digits: i32, expected_output: &str) {
         let v = Decimal::from_str(input).unwrap();
-        let rounded_value = round_digits(v, digits).unwrap();
+        let rounded_value = round_digits(v, digits);
         assert_eq!(expected_output, rounded_value.to_string().as_str());
     }
 
@@ -83,69 +81,31 @@ mod tests {
 
     #[test]
     fn test_round_f64() {
-        assert_eq!(
-            ceil_f64(OrderedF64::from(42.2)).unwrap(),
-            OrderedF64::from(43.0)
-        );
-        assert_eq!(
-            ceil_f64(OrderedF64::from(-42.8)).unwrap(),
-            OrderedF64::from(-42.0)
-        );
-
-        assert_eq!(
-            floor_f64(OrderedF64::from(42.8)).unwrap(),
-            OrderedF64::from(42.0)
-        );
-        assert_eq!(
-            floor_f64(OrderedF64::from(-42.8)).unwrap(),
-            OrderedF64::from(-43.0)
-        );
-
-        assert_eq!(
-            round_f64(OrderedF64::from(42.4)).unwrap(),
-            OrderedF64::from(42.0)
-        );
-        assert_eq!(
-            round_f64(OrderedF64::from(42.5)).unwrap(),
-            OrderedF64::from(43.0)
-        );
-        assert_eq!(
-            round_f64(OrderedF64::from(-6.5)).unwrap(),
-            OrderedF64::from(-7.0)
-        );
+        assert_eq!(ceil_f64(OrderedF64::from(42.2)), OrderedF64::from(43.0));
+        assert_eq!(ceil_f64(OrderedF64::from(-42.8)), OrderedF64::from(-42.0));
+
+        assert_eq!(floor_f64(OrderedF64::from(42.8)), OrderedF64::from(42.0));
+        assert_eq!(floor_f64(OrderedF64::from(-42.8)), OrderedF64::from(-43.0));
+
+        assert_eq!(round_f64(OrderedF64::from(42.4)), OrderedF64::from(42.0));
+        assert_eq!(round_f64(OrderedF64::from(42.5)), OrderedF64::from(43.0));
+        assert_eq!(round_f64(OrderedF64::from(-6.5)), OrderedF64::from(-7.0));
     }
 
     #[test]
     fn test_round_decimal() {
-        assert_eq!(
-            ceil_decimal(Decimal::from_f64(42.2).unwrap()).unwrap(),
-            Decimal::from_f64(43.0).unwrap()
-        );
-        assert_eq!(
-            ceil_decimal(Decimal::from_f64(-42.8).unwrap()).unwrap(),
-            Decimal::from_f64(-42.0).unwrap()
-        );
-
-        assert_eq!(
-            floor_decimal(Decimal::from_f64(42.2).unwrap()).unwrap(),
-            Decimal::from_f64(42.0).unwrap()
-        );
-        assert_eq!(
-            floor_decimal(Decimal::from_f64(-42.8).unwrap()).unwrap(),
-            Decimal::from_f64(-43.0).unwrap()
-        );
-
-        assert_eq!(
-            round_decimal(Decimal::from_f64(42.4).unwrap()).unwrap(),
-            Decimal::from_f64(42.0).unwrap()
-        );
-        assert_eq!(
-            round_decimal(Decimal::from_f64(42.5).unwrap()).unwrap(),
-            Decimal::from_f64(43.0).unwrap()
-        );
-        assert_eq!(
-            round_decimal(Decimal::from_f64(-6.5).unwrap()).unwrap(),
-            Decimal::from_f64(-7.0).unwrap()
-        );
+        assert_eq!(ceil_decimal(dec(42.2)), dec(43.0));
+        assert_eq!(ceil_decimal(dec(-42.8)), dec(-42.0));
+
+        assert_eq!(floor_decimal(dec(42.2)), dec(42.0));
+        assert_eq!(floor_decimal(dec(-42.8)), dec(-43.0));
+
+        assert_eq!(round_decimal(dec(42.4)), dec(42.0));
+        assert_eq!(round_decimal(dec(42.5)), dec(43.0));
+        assert_eq!(round_decimal(dec(-6.5)), dec(-7.0));
+    }
+
+    fn dec(f: f64) -> Decimal {
+        Decimal::from_f64(f).unwrap()
     }
 }
diff --git a/src/expr/src/vector_op/rtrim.rs b/src/expr/src/vector_op/rtrim.rs
index fafd98e63783b..fbef0dc451c7f 100644
--- a/src/expr/src/vector_op/rtrim.rs
+++ b/src/expr/src/vector_op/rtrim.rs
@@ -12,7 +12,7 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use risingwave_common::array::{StringWriter, WrittenGuard};
+use std::fmt::Write;
 
 use crate::Result;
 
@@ -20,14 +20,13 @@ use crate::Result;
 /// are actually different when the string is in right-to-left languages like Arabic or Hebrew.
 /// Since we would like to simplify the implementation, currently we omit this case.
 #[inline(always)]
-pub fn rtrim(s: &str, writer: StringWriter<'_>) -> Result<WrittenGuard> {
-    Ok(writer.write_ref(s.trim_end()))
+pub fn rtrim(s: &str, writer: &mut dyn Write) -> Result<()> {
+    writer.write_str(s.trim_end()).unwrap();
+    Ok(())
 }
 
 #[cfg(test)]
 mod tests {
-    use risingwave_common::array::{Array, ArrayBuilder, Utf8ArrayBuilder};
-
     use super::*;
 
     #[test]
@@ -38,12 +37,9 @@ mod tests {
         ];
 
         for (s, expected) in cases {
-            let mut builder = Utf8ArrayBuilder::new(1);
-            let writer = builder.writer();
-            let _guard = rtrim(s, writer)?;
-            let array = builder.finish();
-            let v = array.value_at(0).unwrap();
-            assert_eq!(v, expected);
+            let mut writer = String::new();
+            rtrim(s, &mut writer)?;
+            assert_eq!(writer, expected);
         }
         Ok(())
     }
diff --git a/src/expr/src/vector_op/split_part.rs b/src/expr/src/vector_op/split_part.rs
index c3f173bca9302..9aa13733c462a 100644
--- a/src/expr/src/vector_op/split_part.rs
+++ b/src/expr/src/vector_op/split_part.rs
@@ -12,7 +12,7 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use risingwave_common::array::{StringWriter, WrittenGuard};
+use std::fmt::Write;
 
 use crate::{ExprError, Result};
 
@@ -21,8 +21,8 @@ pub fn split_part(
     string_expr: &str,
     delimiter_expr: &str,
     nth_expr: i32,
-    writer: StringWriter<'_>,
-) -> Result<WrittenGuard> {
+    writer: &mut dyn Write,
+) -> Result<()> {
     if nth_expr == 0 {
         return Err(ExprError::InvalidParam {
             name: "data",
@@ -61,14 +61,12 @@ pub fn split_part(
             }
         }
     };
-
-    Ok(writer.write_ref(nth_val))
+    writer.write_str(nth_val).unwrap();
+    Ok(())
 }
 
 #[cfg(test)]
 mod tests {
-    use risingwave_common::array::{Array, ArrayBuilder, Utf8ArrayBuilder};
-
     use super::split_part;
 
     #[test]
@@ -101,22 +99,12 @@ mod tests {
         for (i, case @ (string_expr, delimiter_expr, nth_expr, expected)) in
             cases.iter().enumerate()
         {
-            let mut builder = Utf8ArrayBuilder::new(1);
-            let writer = builder.writer();
-            let actual = split_part(string_expr, delimiter_expr, *nth_expr, writer);
-
-            match actual {
-                Ok(_guard) => {
-                    let expected = expected.unwrap();
-                    let array = builder.finish();
-                    let actual = array.value_at(0).unwrap();
-
-                    assert_eq!(expected, actual, "\nat case {i}: {:?}\n", case)
-                }
-                Err(_err) => {
-                    assert!(expected.is_none());
-                }
+            let mut writer = String::new();
+            let actual = match split_part(string_expr, delimiter_expr, *nth_expr, &mut writer) {
+                Ok(_) => Some(writer.as_str()),
+                Err(_) => None,
             };
+            assert_eq!(&actual, expected, "\nat case {i}: {:?}\n", case);
         }
     }
 }
diff --git a/src/expr/src/vector_op/substr.rs b/src/expr/src/vector_op/substr.rs
index 69c9fe660078c..1499c84af7455 100644
--- a/src/expr/src/vector_op/substr.rs
+++ b/src/expr/src/vector_op/substr.rs
@@ -13,42 +13,37 @@
 // limitations under the License.
 
 use std::cmp::{max, min};
-
-use risingwave_common::array::{StringWriter, WrittenGuard};
+use std::fmt::Write;
 
 use crate::{bail, Result};
 
 #[inline(always)]
-pub fn substr_start(s: &str, start: i32, writer: StringWriter<'_>) -> Result<WrittenGuard> {
+pub fn substr_start(s: &str, start: i32, writer: &mut dyn Write) -> Result<()> {
     let start = min(max(start - 1, 0) as usize, s.len());
-    Ok(writer.write_ref(&s[start..]))
+    writer.write_str(&s[start..]).unwrap();
+    Ok(())
 }
 
 #[inline(always)]
-pub fn substr_for(s: &str, count: i32, writer: StringWriter<'_>) -> Result<WrittenGuard> {
+pub fn substr_for(s: &str, count: i32, writer: &mut dyn Write) -> Result<()> {
     let end = min(count as usize, s.len());
-    Ok(writer.write_ref(&s[..end]))
+    writer.write_str(&s[..end]).unwrap();
+    Ok(())
 }
 
 #[inline(always)]
-pub fn substr_start_for(
-    s: &str,
-    start: i32,
-    count: i32,
-    writer: StringWriter<'_>,
-) -> Result<WrittenGuard> {
+pub fn substr_start_for(s: &str, start: i32, count: i32, writer: &mut dyn Write) -> Result<()> {
     if count < 0 {
         bail!("length in substr should be non-negative: {}", count);
     }
     let begin = max(start - 1, 0) as usize;
     let end = min(max(start - 1 + count, 0) as usize, s.len());
-    Ok(writer.write_ref(&s[begin..end]))
+    writer.write_str(&s[begin..end]).unwrap();
+    Ok(())
 }
 
 #[cfg(test)]
 mod tests {
-    use risingwave_common::array::{Array, ArrayBuilder, Utf8ArrayBuilder};
-
     use super::*;
 
     #[test]
@@ -65,27 +60,22 @@ mod tests {
         ];
 
         for (s, off, len, expected) in cases {
-            let mut builder = Utf8ArrayBuilder::new(1);
-            let _guard = {
-                let writer = builder.writer();
-                match (off, len) {
-                    (Some(off), Some(len)) => {
-                        let result = substr_start_for(&s, off, len, writer);
-                        if len < 0 {
-                            assert!(result.is_err());
-                            continue;
-                        } else {
-                            result?
-                        }
+            let mut writer = String::new();
+            match (off, len) {
+                (Some(off), Some(len)) => {
+                    let result = substr_start_for(&s, off, len, &mut writer);
+                    if len < 0 {
+                        assert!(result.is_err());
+                        continue;
+                    } else {
+                        result?
                     }
-                    (Some(off), None) => substr_start(&s, off, writer)?,
-                    (None, Some(len)) => substr_for(&s, len, writer)?,
-                    _ => unreachable!(),
                 }
-            };
-            let array = builder.finish();
-            let v = array.value_at(0).unwrap();
-            assert_eq!(v, expected);
+                (Some(off), None) => substr_start(&s, off, &mut writer)?,
+                (None, Some(len)) => substr_for(&s, len, &mut writer)?,
+                _ => unreachable!(),
+            }
+            assert_eq!(writer, expected);
         }
         Ok(())
     }
diff --git a/src/expr/src/vector_op/tests.rs b/src/expr/src/vector_op/tests.rs
index 087063ab7c08e..0a52cd43352fc 100644
--- a/src/expr/src/vector_op/tests.rs
+++ b/src/expr/src/vector_op/tests.rs
@@ -22,7 +22,7 @@ use risingwave_common::types::{
 
 use crate::vector_op::arithmetic_op::*;
 use crate::vector_op::bitwise_op::*;
-use crate::vector_op::cast::general_cast;
+use crate::vector_op::cast::try_cast;
 use crate::vector_op::cmp::*;
 use crate::vector_op::conjunction::*;
 use crate::ExprError;
@@ -30,29 +30,26 @@ use crate::ExprError;
 #[test]
 fn test_arithmetic() {
     assert_eq!(
-        general_add::<Decimal, i32, Decimal>(Decimal::from_str("1.0").unwrap(), 1).unwrap(),
-        Decimal::from_str("2.0").unwrap()
+        general_add::<Decimal, i32, Decimal>(dec("1.0"), 1).unwrap(),
+        dec("2.0")
     );
     assert_eq!(
-        general_sub::<Decimal, i32, Decimal>(Decimal::from_str("1.0").unwrap(), 2).unwrap(),
-        Decimal::from_str("-1.0").unwrap()
+        general_sub::<Decimal, i32, Decimal>(dec("1.0"), 2).unwrap(),
+        dec("-1.0")
     );
     assert_eq!(
-        general_mul::<Decimal, i32, Decimal>(Decimal::from_str("1.0").unwrap(), 2).unwrap(),
-        Decimal::from_str("2.0").unwrap()
+        general_mul::<Decimal, i32, Decimal>(dec("1.0"), 2).unwrap(),
+        dec("2.0")
     );
     assert_eq!(
-        general_div::<Decimal, i32, Decimal>(Decimal::from_str("2.0").unwrap(), 2).unwrap(),
-        Decimal::from_str("1.0").unwrap()
+        general_div::<Decimal, i32, Decimal>(dec("2.0"), 2).unwrap(),
+        dec("1.0")
     );
     assert_eq!(
-        general_mod::<Decimal, i32, Decimal>(Decimal::from_str("2.0").unwrap(), 2).unwrap(),
-        Decimal::from_str("0").unwrap()
-    );
-    assert_eq!(
-        general_neg::<Decimal>(Decimal::from_str("1.0").unwrap()).unwrap(),
-        Decimal::from_str("-1.0").unwrap()
+        general_mod::<Decimal, i32, Decimal>(dec("2.0"), 2).unwrap(),
+        dec("0")
     );
+    assert_eq!(general_neg::<Decimal>(dec("1.0")).unwrap(), dec("-1.0"));
     assert_eq!(general_add::<i16, i32, i32>(1i16, 1i32).unwrap(), 2i32);
     assert_eq!(general_sub::<i16, i32, i32>(1i16, 1i32).unwrap(), 0i32);
     assert_eq!(general_mul::<i16, i32, i32>(1i16, 1i32).unwrap(), 1i32);
@@ -61,24 +58,24 @@ fn test_arithmetic() {
     assert_eq!(general_neg::<i16>(1i16).unwrap(), -1i16);
 
     assert_eq!(
-        general_add::<Decimal, f32, Decimal>(Decimal::from_str("1.0").unwrap(), -1f32).unwrap(),
-        Decimal::from_str("0.0").unwrap()
+        general_add::<Decimal, f32, Decimal>(dec("1.0"), -1f32).unwrap(),
+        dec("0.0")
     );
     assert_eq!(
-        general_sub::<Decimal, f32, Decimal>(Decimal::from_str("1.0").unwrap(), 1f32).unwrap(),
-        Decimal::from_str("0.0").unwrap()
+        general_sub::<Decimal, f32, Decimal>(dec("1.0"), 1f32).unwrap(),
+        dec("0.0")
     );
     assert_eq!(
-        general_div::<Decimal, f32, Decimal>(Decimal::from_str("0.0").unwrap(), 1f32).unwrap(),
-        Decimal::from_str("0.0").unwrap()
+        general_div::<Decimal, f32, Decimal>(dec("0.0"), 1f32).unwrap(),
+        dec("0.0")
     );
     assert_eq!(
-        general_mul::<Decimal, f32, Decimal>(Decimal::from_str("0.0").unwrap(), 1f32).unwrap(),
-        Decimal::from_str("0.0").unwrap()
+        general_mul::<Decimal, f32, Decimal>(dec("0.0"), 1f32).unwrap(),
+        dec("0.0")
     );
     assert_eq!(
-        general_mod::<Decimal, f32, Decimal>(Decimal::from_str("0.0").unwrap(), 1f32).unwrap(),
-        Decimal::from_str("0.0").unwrap()
+        general_mod::<Decimal, f32, Decimal>(dec("0.0"), 1f32).unwrap(),
+        dec("0.0")
     );
     assert!(
         general_add::<i32, OrderedF32, OrderedF64>(-1i32, 1f32.into())
@@ -156,111 +153,100 @@ fn test_bitwise() {
     assert_eq!(general_shr::<i64, i32>(1i64, 0i32).unwrap(), 1i64);
     // truth table
     assert_eq!(
-        general_bitand::<u32, u32, u64>(0b0011u32, 0b0101u32).unwrap(),
+        general_bitand::<u32, u32, u64>(0b0011u32, 0b0101u32),
         0b1u64
     );
     assert_eq!(
-        general_bitor::<u32, u32, u64>(0b0011u32, 0b0101u32).unwrap(),
+        general_bitor::<u32, u32, u64>(0b0011u32, 0b0101u32),
         0b0111u64
     );
     assert_eq!(
-        general_bitxor::<u32, u32, u64>(0b0011u32, 0b0101u32).unwrap(),
+        general_bitxor::<u32, u32, u64>(0b0011u32, 0b0101u32),
         0b0110u64
     );
-    assert_eq!(general_bitnot::<i32>(0b01i32).unwrap(), -2i32);
+    assert_eq!(general_bitnot::<i32>(0b01i32), -2i32);
 }
 
 #[test]
 fn test_comparison() {
-    assert!(general_eq::<Decimal, i32, Decimal>(Decimal::from_str("1.0").unwrap(), 1).unwrap());
-    assert!(general_eq::<Decimal, f32, Decimal>(Decimal::from_str("1.0").unwrap(), 1.0).unwrap());
-    assert!(!general_ne::<Decimal, i32, Decimal>(Decimal::from_str("1.0").unwrap(), 1).unwrap());
-    assert!(!general_ne::<Decimal, f32, Decimal>(Decimal::from_str("1.0").unwrap(), 1.0).unwrap());
-    assert!(!general_gt::<Decimal, i32, Decimal>(Decimal::from_str("1.0").unwrap(), 2).unwrap());
-    assert!(!general_gt::<Decimal, f32, Decimal>(Decimal::from_str("1.0").unwrap(), 2.0).unwrap());
-    assert!(general_le::<Decimal, i32, Decimal>(Decimal::from_str("1.0").unwrap(), 2).unwrap());
-    assert!(general_le::<Decimal, f32, Decimal>(Decimal::from_str("1.0").unwrap(), 2.1).unwrap());
-    assert!(!general_ge::<Decimal, i32, Decimal>(Decimal::from_str("1.0").unwrap(), 2).unwrap());
-    assert!(!general_ge::<Decimal, f32, Decimal>(Decimal::from_str("1.0").unwrap(), 2.1).unwrap());
-    assert!(general_lt::<Decimal, i32, Decimal>(Decimal::from_str("1.0").unwrap(), 2).unwrap());
-    assert!(general_lt::<Decimal, f32, Decimal>(Decimal::from_str("1.0").unwrap(), 2.1).unwrap());
+    assert!(general_eq::<Decimal, i32, Decimal>(dec("1.0"), 1));
+    assert!(general_eq::<Decimal, f32, Decimal>(dec("1.0"), 1.0));
+    assert!(!general_ne::<Decimal, i32, Decimal>(dec("1.0"), 1));
+    assert!(!general_ne::<Decimal, f32, Decimal>(dec("1.0"), 1.0));
+    assert!(!general_gt::<Decimal, i32, Decimal>(dec("1.0"), 2));
+    assert!(!general_gt::<Decimal, f32, Decimal>(dec("1.0"), 2.0));
+    assert!(general_le::<Decimal, i32, Decimal>(dec("1.0"), 2));
+    assert!(general_le::<Decimal, f32, Decimal>(dec("1.0"), 2.1));
+    assert!(!general_ge::<Decimal, i32, Decimal>(dec("1.0"), 2));
+    assert!(!general_ge::<Decimal, f32, Decimal>(dec("1.0"), 2.1));
+    assert!(general_lt::<Decimal, i32, Decimal>(dec("1.0"), 2));
+    assert!(general_lt::<Decimal, f32, Decimal>(dec("1.0"), 2.1));
     assert!(general_is_distinct_from::<Decimal, i32, Decimal>(
-        Some(Decimal::from_str("1.0").unwrap()),
+        Some(dec("1.0")),
         Some(2)
-    )
-    .unwrap()
-    .unwrap());
+    ));
     assert!(general_is_distinct_from::<Decimal, f32, Decimal>(
-        Some(Decimal::from_str("1.0").unwrap()),
+        Some(dec("1.0")),
         Some(2.0)
-    )
-    .unwrap()
-    .unwrap());
+    ));
     assert!(general_is_distinct_from::<Decimal, f32, Decimal>(
-        Some(Decimal::from_str("1.0").unwrap()),
+        Some(dec("1.0")),
         None
-    )
-    .unwrap()
-    .unwrap());
-    assert!(
-        general_is_distinct_from::<Decimal, i32, Decimal>(None, Some(1))
-            .unwrap()
-            .unwrap()
-    );
+    ));
+    assert!(general_is_distinct_from::<Decimal, i32, Decimal>(
+        None,
+        Some(1)
+    ));
     assert!(!general_is_distinct_from::<Decimal, i32, Decimal>(
-        Some(Decimal::from_str("1.0").unwrap()),
+        Some(dec("1.0")),
         Some(1)
-    )
-    .unwrap()
-    .unwrap());
+    ));
     assert!(!general_is_distinct_from::<Decimal, f32, Decimal>(
-        Some(Decimal::from_str("1.0").unwrap()),
+        Some(dec("1.0")),
         Some(1.0)
-    )
-    .unwrap()
-    .unwrap());
-    assert!(
-        !general_is_distinct_from::<Decimal, f32, Decimal>(None, None)
-            .unwrap()
-            .unwrap()
-    );
-    assert!(general_eq::<OrderedF32, i32, OrderedF64>(1.0.into(), 1).unwrap());
-    assert!(!general_ne::<OrderedF32, i32, OrderedF64>(1.0.into(), 1).unwrap());
-    assert!(!general_lt::<OrderedF32, i32, OrderedF64>(1.0.into(), 1).unwrap());
-    assert!(general_le::<OrderedF32, i32, OrderedF64>(1.0.into(), 1).unwrap());
-    assert!(!general_gt::<OrderedF32, i32, OrderedF64>(1.0.into(), 1).unwrap());
-    assert!(general_ge::<OrderedF32, i32, OrderedF64>(1.0.into(), 1).unwrap());
-    assert!(
-        !general_is_distinct_from::<OrderedF32, i32, OrderedF64>(Some(1.0.into()), Some(1))
-            .unwrap()
-            .unwrap()
-    );
-    assert!(general_eq::<i64, i32, i64>(1i64, 1).unwrap());
-    assert!(!general_ne::<i64, i32, i64>(1i64, 1).unwrap());
-    assert!(!general_lt::<i64, i32, i64>(1i64, 1).unwrap());
-    assert!(general_le::<i64, i32, i64>(1i64, 1).unwrap());
-    assert!(!general_gt::<i64, i32, i64>(1i64, 1).unwrap());
-    assert!(general_ge::<i64, i32, i64>(1i64, 1).unwrap());
-    assert!(
-        !general_is_distinct_from::<i64, i32, i64>(Some(1i64), Some(1))
-            .unwrap()
-            .unwrap()
-    );
+    ));
+    assert!(!general_is_distinct_from::<Decimal, f32, Decimal>(
+        None, None
+    ));
+    assert!(general_eq::<OrderedF32, i32, OrderedF64>(1.0.into(), 1));
+    assert!(!general_ne::<OrderedF32, i32, OrderedF64>(1.0.into(), 1));
+    assert!(!general_lt::<OrderedF32, i32, OrderedF64>(1.0.into(), 1));
+    assert!(general_le::<OrderedF32, i32, OrderedF64>(1.0.into(), 1));
+    assert!(!general_gt::<OrderedF32, i32, OrderedF64>(1.0.into(), 1));
+    assert!(general_ge::<OrderedF32, i32, OrderedF64>(1.0.into(), 1));
+    assert!(!general_is_distinct_from::<OrderedF32, i32, OrderedF64>(
+        Some(1.0.into()),
+        Some(1)
+    ));
+    assert!(general_eq::<i64, i32, i64>(1i64, 1));
+    assert!(!general_ne::<i64, i32, i64>(1i64, 1));
+    assert!(!general_lt::<i64, i32, i64>(1i64, 1));
+    assert!(general_le::<i64, i32, i64>(1i64, 1));
+    assert!(!general_gt::<i64, i32, i64>(1i64, 1));
+    assert!(general_ge::<i64, i32, i64>(1i64, 1));
+    assert!(!general_is_distinct_from::<i64, i32, i64>(
+        Some(1i64),
+        Some(1)
+    ));
 }
 
 #[test]
 fn test_conjunction() {
-    assert!(not(Some(false)).unwrap().unwrap());
+    assert!(not(Some(false)).unwrap());
     assert!(!and(Some(true), Some(false)).unwrap().unwrap());
     assert!(or(Some(true), Some(false)).unwrap().unwrap());
 }
 #[test]
 fn test_cast() {
     assert_eq!(
-        general_cast::<_, NaiveDateTimeWrapper>(NaiveDateWrapper::from_ymd_uncheck(1994, 1, 1))
+        try_cast::<_, NaiveDateTimeWrapper>(NaiveDateWrapper::from_ymd_uncheck(1994, 1, 1))
             .unwrap(),
         NaiveDateTimeWrapper::new(
             NaiveDateTime::parse_from_str("1994-1-1 0:0:0", "%Y-%m-%d %H:%M:%S").unwrap()
         )
     )
 }
+
+fn dec(s: &str) -> Decimal {
+    Decimal::from_str(s).unwrap()
+}
diff --git a/src/expr/src/vector_op/to_char.rs b/src/expr/src/vector_op/to_char.rs
index cc500e1639953..21b4fffa15540 100644
--- a/src/expr/src/vector_op/to_char.rs
+++ b/src/expr/src/vector_op/to_char.rs
@@ -12,15 +12,35 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use aho_corasick::AhoCorasickBuilder;
-use risingwave_common::array::{StringWriter, WrittenGuard};
+use std::fmt::{Debug, Write};
+use std::sync::LazyLock;
+
+use aho_corasick::{AhoCorasick, AhoCorasickBuilder};
+use chrono::format::StrftimeItems;
+use ouroboros::self_referencing;
 use risingwave_common::types::NaiveDateTimeWrapper;
 
 use crate::Result;
 
+#[self_referencing]
+pub struct ChronoPattern {
+    pub(crate) tmpl: String,
+    #[borrows(tmpl)]
+    #[covariant]
+    pub(crate) items: Vec<chrono::format::Item<'this>>,
+}
+
+impl Debug for ChronoPattern {
+    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
+        f.debug_struct("ChronoPattern")
+            .field("tmpl", self.borrow_tmpl())
+            .finish()
+    }
+}
+
 /// Compile the pg pattern to chrono pattern.
 // TODO: Chrono can not fully support the pg format, so consider using other implementations later.
-pub fn compile_pattern_to_chrono(tmpl: &str) -> String {
+pub fn compile_pattern_to_chrono(tmpl: &str) -> ChronoPattern {
     // https://www.postgresql.org/docs/current/functions-formatting.html
     static PG_PATTERNS: &[&str] = &[
         "HH24", "hh24", "HH12", "hh12", "HH", "hh", "MI", "mi", "SS", "ss", "YYYY", "yyyy", "YY",
@@ -31,27 +51,37 @@ pub fn compile_pattern_to_chrono(tmpl: &str) -> String {
         "%H", "%H", "%I", "%I", "%I", "%I", "%M", "%M", "%S", "%S", "%Y", "%Y", "%y", "%y", "%G",
         "%G", "%g", "%g", "%m", "%m", "%d", "%d",
     ];
-
-    let ac = AhoCorasickBuilder::new()
-        .ascii_case_insensitive(false)
-        .match_kind(aho_corasick::MatchKind::LeftmostLongest)
-        .build(PG_PATTERNS);
+    static AC: LazyLock<AhoCorasick> = LazyLock::new(|| {
+        AhoCorasickBuilder::new()
+            .ascii_case_insensitive(false)
+            .match_kind(aho_corasick::MatchKind::LeftmostLongest)
+            .build(PG_PATTERNS)
+    });
 
     let mut chrono_tmpl = String::new();
-    ac.replace_all_with(tmpl, &mut chrono_tmpl, |mat, _, dst| {
+    AC.replace_all_with(tmpl, &mut chrono_tmpl, |mat, _, dst| {
         dst.push_str(CHRONO_PATTERNS[mat.pattern()]);
         true
     });
-
-    chrono_tmpl
+    ChronoPatternBuilder {
+        tmpl: chrono_tmpl,
+        items_builder: |tmpl| StrftimeItems::new(tmpl).into_iter().collect::<Vec<_>>(),
+    }
+    .build()
 }
 
+#[inline(always)]
 pub fn to_char_timestamp(
     data: NaiveDateTimeWrapper,
     tmpl: &str,
-    writer: StringWriter<'_>,
-) -> Result<WrittenGuard> {
-    let chrono_tmpl = compile_pattern_to_chrono(tmpl);
-    let res = data.0.format(&chrono_tmpl).to_string();
-    Ok(writer.write_ref(&res))
+    writer: &mut dyn Write,
+) -> Result<()> {
+    let pattern = compile_pattern_to_chrono(tmpl);
+    write!(
+        writer,
+        "{}",
+        data.0.format_with_items(pattern.borrow_items().iter())
+    )
+    .unwrap();
+    Ok(())
 }
diff --git a/src/expr/src/vector_op/translate.rs b/src/expr/src/vector_op/translate.rs
index 0ecb8279f99f4..d617168aa2ad9 100644
--- a/src/expr/src/vector_op/translate.rs
+++ b/src/expr/src/vector_op/translate.rs
@@ -13,8 +13,7 @@
 // limitations under the License.
 
 use std::collections::HashMap;
-
-use risingwave_common::array::{StringWriter, WrittenGuard};
+use std::fmt::Write;
 
 use crate::Result;
 
@@ -23,8 +22,8 @@ pub fn translate(
     s: &str,
     match_str: &str,
     replace_str: &str,
-    writer: StringWriter<'_>,
-) -> Result<WrittenGuard> {
+    writer: &mut dyn Write,
+) -> Result<()> {
     let mut char_map = HashMap::new();
     let mut match_chars = match_str.chars();
     let mut replace_chars = replace_str.chars();
@@ -44,14 +43,14 @@ pub fn translate(
         Some(None) => None,
         None => Some(c),
     });
-
-    Ok(writer.write_from_char_iter(iter))
+    for c in iter {
+        writer.write_char(c).unwrap();
+    }
+    Ok(())
 }
 
 #[cfg(test)]
 mod tests {
-    use risingwave_common::array::{Array, ArrayBuilder, Utf8ArrayBuilder};
-
     use super::*;
 
     #[test]
@@ -73,14 +72,10 @@ mod tests {
         ];
 
         for (s, match_str, replace_str, expected) in cases {
-            let mut builder = Utf8ArrayBuilder::new(1);
-            let writer = builder.writer();
-            let _guard = translate(s, match_str, replace_str, writer)?;
-            let array = builder.finish();
-            let v = array.value_at(0).unwrap();
-            assert_eq!(v, expected);
+            let mut writer = String::new();
+            translate(s, match_str, replace_str, &mut writer)?;
+            assert_eq!(writer, expected);
         }
-
         Ok(())
     }
 }
diff --git a/src/expr/src/vector_op/trim.rs b/src/expr/src/vector_op/trim.rs
index 4e8262e1d743f..63c50158eb081 100644
--- a/src/expr/src/vector_op/trim.rs
+++ b/src/expr/src/vector_op/trim.rs
@@ -12,37 +12,32 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use risingwave_common::array::{StringWriter, WrittenGuard};
+use std::fmt::Write;
 
 use crate::Result;
 
 #[inline(always)]
-pub fn trim(s: &str, writer: StringWriter<'_>) -> Result<WrittenGuard> {
-    Ok(writer.write_ref(s.trim()))
+pub fn trim(s: &str, writer: &mut dyn Write) -> Result<()> {
+    writer.write_str(s.trim()).unwrap();
+    Ok(())
 }
 
 #[cfg(test)]
 mod tests {
-    use risingwave_common::array::{Array, ArrayBuilder, Utf8ArrayBuilder};
-
     use super::*;
 
     #[test]
-    fn test_trim() {
+    fn test_trim() -> Result<()> {
         let cases = [
             (" Hello\tworld\t", "Hello\tworld"),
             (" 空I �� databases空 ", "空I �� databases空"),
         ];
 
         for (s, expected) in cases {
-            let mut builder = Utf8ArrayBuilder::new(1);
-            {
-                let writer = builder.writer();
-                let _guard = trim(s, writer).unwrap();
-            }
-            let array = builder.finish();
-            let v = array.value_at(0).unwrap();
-            assert_eq!(v, expected);
+            let mut writer = String::new();
+            trim(s, &mut writer)?;
+            assert_eq!(writer, expected);
         }
+        Ok(())
     }
 }
diff --git a/src/expr/src/vector_op/trim_characters.rs b/src/expr/src/vector_op/trim_characters.rs
index 474413d6be800..95492e28c71c1 100644
--- a/src/expr/src/vector_op/trim_characters.rs
+++ b/src/expr/src/vector_op/trim_characters.rs
@@ -12,44 +12,35 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use itertools::Itertools;
-use risingwave_common::array::{StringWriter, WrittenGuard};
+use std::fmt::Write;
 
 use crate::Result;
 
 macro_rules! gen_trim {
     ($( { $func_name:ident, $method:ident }),*) => {
         $(#[inline(always)]
-        pub fn $func_name(s: &str, characters: &str, writer: StringWriter<'_>) -> Result<WrittenGuard> {
-            let slices = characters.chars().collect_vec();
+        pub fn $func_name(s: &str, characters: &str, writer: &mut dyn Write) -> Result<()> {
+            let pattern = |c| characters.chars().any(|ch| ch == c);
             // We remark that feeding a &str and a slice of chars into trim_left/right_matches
             // means different, one is matching with the entire string and the other one is matching
             // with any char in the slice.
-            Ok(writer.write_ref(s.$method(&slices[..])))
+            Ok(writer.write_str(s.$method(pattern)).unwrap())
         })*
     }
 }
 
-macro_rules! for_three_variants {
-    ($macro:ident) => {
-        $macro! {
-            { trim_characters, trim_matches },
-            { ltrim_characters, trim_start_matches },
-            { rtrim_characters, trim_end_matches }
-        }
-    };
+gen_trim! {
+    { trim_characters, trim_matches },
+    { ltrim_characters, trim_start_matches },
+    { rtrim_characters, trim_end_matches }
 }
 
-for_three_variants! { gen_trim }
-
 #[cfg(test)]
 mod tests {
-    use risingwave_common::array::{Array, ArrayBuilder, Utf8ArrayBuilder};
-
     use super::*;
 
     #[test]
-    fn test_trim_characters() {
+    fn test_trim_characters() -> Result<()> {
         let cases = [
             ("Hello world", "Hdl", "ello wor"),
             ("abcde", "aae", "bcd"),
@@ -57,17 +48,15 @@ mod tests {
         ];
 
         for (s, characters, expected) in cases {
-            let mut builder = Utf8ArrayBuilder::new(1);
-            let writer = builder.writer();
-            let _guard = trim_characters(s, characters, writer).unwrap();
-            let array = builder.finish();
-            let v = array.value_at(0).unwrap();
-            assert_eq!(v, expected);
+            let mut writer = String::new();
+            trim_characters(s, characters, &mut writer)?;
+            assert_eq!(writer, expected);
         }
+        Ok(())
     }
 
     #[test]
-    fn test_ltrim_characters() {
+    fn test_ltrim_characters() -> Result<()> {
         let cases = [
             ("Hello world", "Hdl", "ello world"),
             ("abcde", "aae", "bcde"),
@@ -75,17 +64,15 @@ mod tests {
         ];
 
         for (s, characters, expected) in cases {
-            let mut builder = Utf8ArrayBuilder::new(1);
-            let writer = builder.writer();
-            let _guard = ltrim_characters(s, characters, writer).unwrap();
-            let array = builder.finish();
-            let v = array.value_at(0).unwrap();
-            assert_eq!(v, expected);
+            let mut writer = String::new();
+            ltrim_characters(s, characters, &mut writer)?;
+            assert_eq!(writer, expected);
         }
+        Ok(())
     }
 
     #[test]
-    fn test_rtrim_characters() {
+    fn test_rtrim_characters() -> Result<()> {
         let cases = [
             ("Hello world", "Hdl", "Hello wor"),
             ("abcde", "aae", "abcd"),
@@ -93,12 +80,10 @@ mod tests {
         ];
 
         for (s, characters, expected) in cases {
-            let mut builder = Utf8ArrayBuilder::new(1);
-            let writer = builder.writer();
-            let _guard = rtrim_characters(s, characters, writer).unwrap();
-            let array = builder.finish();
-            let v = array.value_at(0).unwrap();
-            assert_eq!(v, expected);
+            let mut writer = String::new();
+            rtrim_characters(s, characters, &mut writer)?;
+            assert_eq!(writer, expected);
         }
+        Ok(())
     }
 }
diff --git a/src/expr/src/vector_op/upper.rs b/src/expr/src/vector_op/upper.rs
index d2ead91796318..117a52dd81eeb 100644
--- a/src/expr/src/vector_op/upper.rs
+++ b/src/expr/src/vector_op/upper.rs
@@ -12,19 +12,20 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use risingwave_common::array::{StringWriter, WrittenGuard};
+use std::fmt::Write;
 
 use crate::Result;
 
 #[inline(always)]
-pub fn upper(s: &str, writer: StringWriter<'_>) -> Result<WrittenGuard> {
-    Ok(writer.write_ref(&s.to_uppercase()))
+pub fn upper(s: &str, writer: &mut dyn Write) -> Result<()> {
+    for c in s.chars() {
+        writer.write_char(c.to_ascii_uppercase()).unwrap();
+    }
+    Ok(())
 }
 
 #[cfg(test)]
 mod tests {
-    use risingwave_common::array::{Array, ArrayBuilder, Utf8ArrayBuilder};
-
     use super::*;
 
     #[test]
@@ -36,12 +37,9 @@ mod tests {
         ];
 
         for (s, expected) in cases {
-            let mut builder = Utf8ArrayBuilder::new(1);
-            let writer = builder.writer();
-            let _guard = upper(s, writer)?;
-            let array = builder.finish();
-            let v = array.value_at(0).unwrap();
-            assert_eq!(v, expected);
+            let mut writer = String::new();
+            upper(s, &mut writer)?;
+            assert_eq!(writer, expected);
         }
         Ok(())
     }
diff --git a/src/frontend/planner_test/tests/testdata/append_only.yaml b/src/frontend/planner_test/tests/testdata/append_only.yaml
index d5d42e6836e25..4d007937aa01b 100644
--- a/src/frontend/planner_test/tests/testdata/append_only.yaml
+++ b/src/frontend/planner_test/tests/testdata/append_only.yaml
@@ -14,7 +14,7 @@
     select t1.v1 as id, v2, v3 from t1 join t2 on t1.v1=t2.v1;
   stream_plan: |
     StreamMaterialize { columns: [id, v2, v3, t1._row_id(hidden), t2._row_id(hidden), t2.v1(hidden)], pk_columns: [t1._row_id, t2._row_id, id, t2.v1] }
-    └─StreamAppendOnlyHashJoin { type: Inner, predicate: t1.v1 = t2.v1, append_only: true, output: [t1.v1, t1.v2, t2.v3, t1._row_id, t2._row_id, t2.v1] }
+    └─StreamAppendOnlyHashJoin { type: Inner, predicate: t1.v1 = t2.v1, output: [t1.v1, t1.v2, t2.v3, t1._row_id, t2._row_id, t2.v1] }
       ├─StreamExchange { dist: HashShard(t1.v1) }
       | └─StreamTableScan { table: t1, columns: [t1.v1, t1.v2, t1._row_id], pk: [t1._row_id], dist: UpstreamHashShard(t1._row_id) }
       └─StreamExchange { dist: HashShard(t2.v1) }
diff --git a/src/frontend/planner_test/tests/testdata/explain.yaml b/src/frontend/planner_test/tests/testdata/explain.yaml
index 4126ce9679475..9b687a2194110 100644
--- a/src/frontend/planner_test/tests/testdata/explain.yaml
+++ b/src/frontend/planner_test/tests/testdata/explain.yaml
@@ -6,6 +6,11 @@
     LogicalProject { exprs: [1:Int32] }
     └─LogicalValues { rows: [[]], schema: Schema { fields: [] } }
 
+    Share Source:
+
+    LogicalProject { exprs: [1:Int32] }
+    └─LogicalValues { rows: [[]], schema: Schema { fields: [] } }
+
     Predicate Push Down:
 
     LogicalProject { exprs: [1:Int32] }
@@ -46,7 +51,7 @@
       "stages": {
         "0": {
           "root": {
-            "plan_node_id": 24,
+            "plan_node_id": 27,
             "plan_node_type": "BatchProject",
             "schema": [
               {
@@ -59,7 +64,7 @@
             ],
             "children": [
               {
-                "plan_node_id": 22,
+                "plan_node_id": 25,
                 "plan_node_type": "BatchValues",
                 "schema": [],
                 "children": [],
diff --git a/src/frontend/planner_test/tests/testdata/share.yaml b/src/frontend/planner_test/tests/testdata/share.yaml
new file mode 100644
index 0000000000000..415cb0e4b22a5
--- /dev/null
+++ b/src/frontend/planner_test/tests/testdata/share.yaml
@@ -0,0 +1,143 @@
+# This file is automatically generated. See `src/frontend/planner_test/README.md` for more information.
+- id: create_sources
+  sql: |
+    create source auction (id INTEGER, "item_name" VARCHAR, description VARCHAR, "initial_bid" INTEGER, reserve INTEGER, "date_time" TIMESTAMP, expires TIMESTAMP, seller INTEGER, category INTEGER)
+    with (
+    connector = 'nexmark',
+    nexmark.table.type = 'Auction',
+    nexmark.split.num = '4',
+    nexmark.min.event.gap.in.ns = '1000'
+    ) row format json;
+    create source bid (auction INTEGER, bidder INTEGER, price INTEGER, "date_time" TIMESTAMP)
+    with (
+    connector = 'nexmark',
+    nexmark.table.type = 'Bid',
+    nexmark.split.num = '4',
+    nexmark.min.event.gap.in.ns = '1000'
+    ) row format json;
+- id: self_join
+  before:
+  - create_sources
+  sql: |
+    select count(*) cnt from auction A join auction B on A.id = B.id where A.initial_bid = 1 and B.initial_bid = 2;
+  batch_plan: |
+    BatchSimpleAgg { aggs: [sum0(count)] }
+    └─BatchExchange { order: [], dist: Single }
+      └─BatchSimpleAgg { aggs: [count] }
+        └─BatchHashJoin { type: Inner, predicate: id = id, output: [] }
+          ├─BatchExchange { order: [], dist: HashShard(id) }
+          | └─BatchProject { exprs: [id] }
+          |   └─BatchFilter { predicate: (initial_bid = 1:Int32) }
+          |     └─BatchProject { exprs: [id, initial_bid] }
+          |       └─BatchFilter { predicate: ((initial_bid = 1:Int32) OR (initial_bid = 2:Int32)) }
+          |         └─BatchSource { source: "auction", columns: ["id", "item_name", "description", "initial_bid", "reserve", "date_time", "expires", "seller", "category", "_row_id"] }
+          └─BatchExchange { order: [], dist: HashShard(id) }
+            └─BatchProject { exprs: [id] }
+              └─BatchFilter { predicate: (initial_bid = 2:Int32) }
+                └─BatchProject { exprs: [id, initial_bid] }
+                  └─BatchFilter { predicate: ((initial_bid = 1:Int32) OR (initial_bid = 2:Int32)) }
+                    └─BatchSource { source: "auction", columns: ["id", "item_name", "description", "initial_bid", "reserve", "date_time", "expires", "seller", "category", "_row_id"] }
+  stream_plan: |
+    StreamMaterialize { columns: [cnt], pk_columns: [] }
+    └─StreamProject { exprs: [sum0(count)] }
+      └─StreamAppendOnlyGlobalSimpleAgg { aggs: [sum0(count), sum0(count)] }
+        └─StreamExchange { dist: Single }
+          └─StreamStatelessLocalSimpleAgg { aggs: [count, count] }
+            └─StreamAppendOnlyHashJoin { type: Inner, predicate: id = id, output: [_row_id, id, _row_id, id] }
+              ├─StreamExchange { dist: HashShard(id) }
+              | └─StreamProject { exprs: [id, _row_id] }
+              |   └─StreamFilter { predicate: (initial_bid = 1:Int32) }
+              |     └─StreamProject { exprs: [id, initial_bid, _row_id] }
+              |       └─StreamShare { id = 491 }
+              |         └─StreamProject { exprs: [id, initial_bid, _row_id] }
+              |           └─StreamFilter { predicate: ((initial_bid = 1:Int32) OR (initial_bid = 2:Int32)) }
+              |             └─StreamRowIdGen { row_id_index: 9 }
+              |               └─StreamSource { source: "auction", columns: ["id", "item_name", "description", "initial_bid", "reserve", "date_time", "expires", "seller", "category", "_row_id"] }
+              └─StreamExchange { dist: HashShard(id) }
+                └─StreamProject { exprs: [id, _row_id] }
+                  └─StreamFilter { predicate: (initial_bid = 2:Int32) }
+                    └─StreamProject { exprs: [id, initial_bid, _row_id] }
+                      └─StreamShare { id = 491 }
+                        └─StreamProject { exprs: [id, initial_bid, _row_id] }
+                          └─StreamFilter { predicate: ((initial_bid = 1:Int32) OR (initial_bid = 2:Int32)) }
+                            └─StreamRowIdGen { row_id_index: 9 }
+                              └─StreamSource { source: "auction", columns: ["id", "item_name", "description", "initial_bid", "reserve", "date_time", "expires", "seller", "category", "_row_id"] }
+- id: nexmark_q5
+  before:
+  - create_sources
+  sql: |
+    SELECT AuctionBids.auction, AuctionBids.num FROM (
+      SELECT
+        bid.auction,
+        count(*) AS num,
+        window_start AS starttime
+      FROM
+        HOP(bid, date_time, INTERVAL '2' SECOND, INTERVAL '10' SECOND)
+      GROUP BY
+        window_start,
+        bid.auction
+    ) AS AuctionBids
+    JOIN (
+      SELECT
+        max(CountBids.num) AS maxn,
+        CountBids.starttime_c
+      FROM (
+        SELECT
+          count(*) AS num,
+          window_start AS starttime_c
+        FROM HOP(bid, date_time, INTERVAL '2' SECOND, INTERVAL '10' SECOND)
+        GROUP BY
+          bid.auction,
+          window_start
+      ) AS CountBids
+      GROUP BY
+        CountBids.starttime_c
+    ) AS MaxBids
+    ON AuctionBids.starttime = MaxBids.starttime_c AND AuctionBids.num >= MaxBids.maxn;
+  batch_plan: |
+    BatchExchange { order: [], dist: Single }
+    └─BatchProject { exprs: [auction, count] }
+      └─BatchFilter { predicate: (count >= max(count)) }
+        └─BatchHashJoin { type: Inner, predicate: window_start = window_start, output: all }
+          ├─BatchExchange { order: [], dist: HashShard(window_start) }
+          | └─BatchProject { exprs: [auction, count, window_start] }
+          |   └─BatchHashAgg { group_key: [window_start, auction], aggs: [count] }
+          |     └─BatchHopWindow { time_col: date_time, slide: 00:00:02, size: 00:00:10, output: [auction, window_start] }
+          |       └─BatchExchange { order: [], dist: HashShard(auction) }
+          |         └─BatchProject { exprs: [auction, date_time] }
+          |           └─BatchSource { source: "bid", columns: ["auction", "bidder", "price", "date_time", "_row_id"] }
+          └─BatchProject { exprs: [max(count), window_start] }
+            └─BatchHashAgg { group_key: [window_start], aggs: [max(count)] }
+              └─BatchExchange { order: [], dist: HashShard(window_start) }
+                └─BatchHashAgg { group_key: [auction, window_start], aggs: [count] }
+                  └─BatchHopWindow { time_col: date_time, slide: 00:00:02, size: 00:00:10, output: [auction, window_start] }
+                    └─BatchExchange { order: [], dist: HashShard(auction) }
+                      └─BatchProject { exprs: [auction, date_time] }
+                        └─BatchSource { source: "bid", columns: ["auction", "bidder", "price", "date_time", "_row_id"] }
+  stream_plan: |
+    StreamMaterialize { columns: [auction, num, window_start(hidden), window_start#1(hidden)], pk_columns: [window_start, auction, window_start#1] }
+    └─StreamProject { exprs: [auction, count, window_start, window_start] }
+      └─StreamFilter { predicate: (count >= max(count)) }
+        └─StreamHashJoin { type: Inner, predicate: window_start = window_start, output: all }
+          ├─StreamExchange { dist: HashShard(window_start) }
+          | └─StreamProject { exprs: [auction, count, window_start] }
+          |   └─StreamAppendOnlyHashAgg { group_key: [window_start, auction], aggs: [count, count] }
+          |     └─StreamExchange { dist: HashShard(auction, window_start) }
+          |       └─StreamHopWindow { time_col: date_time, slide: 00:00:02, size: 00:00:10, output: [auction, window_start, _row_id] }
+          |         └─StreamProject { exprs: [auction, date_time, _row_id] }
+          |           └─StreamShare { id = 711 }
+          |             └─StreamProject { exprs: [auction, date_time, _row_id] }
+          |               └─StreamRowIdGen { row_id_index: 4 }
+          |                 └─StreamSource { source: "bid", columns: ["auction", "bidder", "price", "date_time", "_row_id"] }
+          └─StreamProject { exprs: [max(count), window_start] }
+            └─StreamHashAgg { group_key: [window_start], aggs: [count, max(count)] }
+              └─StreamExchange { dist: HashShard(window_start) }
+                └─StreamProject { exprs: [auction, window_start, count] }
+                  └─StreamAppendOnlyHashAgg { group_key: [auction, window_start], aggs: [count, count] }
+                    └─StreamExchange { dist: HashShard(auction, window_start) }
+                      └─StreamHopWindow { time_col: date_time, slide: 00:00:02, size: 00:00:10, output: [auction, window_start, _row_id] }
+                        └─StreamProject { exprs: [auction, date_time, _row_id] }
+                          └─StreamShare { id = 711 }
+                            └─StreamProject { exprs: [auction, date_time, _row_id] }
+                              └─StreamRowIdGen { row_id_index: 4 }
+                                └─StreamSource { source: "bid", columns: ["auction", "bidder", "price", "date_time", "_row_id"] }
diff --git a/src/frontend/planner_test/tests/testdata/composite_type_accessing.yaml b/src/frontend/planner_test/tests/testdata/struct_field_access.yaml
similarity index 79%
rename from src/frontend/planner_test/tests/testdata/composite_type_accessing.yaml
rename to src/frontend/planner_test/tests/testdata/struct_field_access.yaml
index a1f8b34a7ddbe..bda75950c0b9f 100644
--- a/src/frontend/planner_test/tests/testdata/composite_type_accessing.yaml
+++ b/src/frontend/planner_test/tests/testdata/struct_field_access.yaml
@@ -57,25 +57,46 @@
           └─LogicalScan { table: t2, columns: [t2.c, t2._row_id] }
 - sql: |
     create schema s;
-    create table s.t(a STRUCT<b INTEGER>);
+    create table s.t(a STRUCT<b INTEGER, c INTEGER>);
     select s.t.a from s.t;
   logical_plan: |
     LogicalProject { exprs: [t.a] }
     └─LogicalScan { table: t, columns: [t.a, t._row_id] }
 - sql: |
     create schema s;
-    create table s.t(a STRUCT<b INTEGER>);
+    create table s.t(a STRUCT<b INTEGER, c INTEGER>);
     select (s.t.a).b from s.t;
   logical_plan: |
     LogicalProject { exprs: [Field(t.a, 0:Int32)] }
     └─LogicalScan { table: t, columns: [t.a, t._row_id] }
 - sql: |
     create schema s;
-    create table s.t(a STRUCT<b INTEGER>);
+    create table s.t(a STRUCT<b INTEGER, c INTEGER>);
     select (s.t).a.b from s.t;
   logical_plan: |
     LogicalProject { exprs: [Field(t.a, 0:Int32)] }
     └─LogicalScan { table: t, columns: [t.a, t._row_id] }
+- sql: |
+    create schema s;
+    create table s.t(a STRUCT<b INTEGER, c INTEGER>);
+    select ((s.t).a).b from s.t;
+  logical_plan: |
+    LogicalProject { exprs: [Field(t.a, 0:Int32)] }
+    └─LogicalScan { table: t, columns: [t.a, t._row_id] }
+- sql: |
+    create schema s;
+    create table s.t(a STRUCT<b INTEGER, c INTEGER>);
+    select (s.t).a.* from s.t;
+  logical_plan: |
+    LogicalProject { exprs: [Field(t.a, 0:Int32), Field(t.a, 1:Int32)] }
+    └─LogicalScan { table: t, columns: [t.a, t._row_id] }
+- sql: |
+    create schema s;
+    create table s.t(a STRUCT<b INTEGER, c INTEGER>);
+    select ((s.t).a).* from s.t;
+  logical_plan: |
+    LogicalProject { exprs: [Field(t.a, 0:Int32), Field(t.a, 1:Int32)] }
+    └─LogicalScan { table: t, columns: [t.a, t._row_id] }
 - sql: |
     create schema t;
     create table t.t(t STRUCT<t INTEGER>);
diff --git a/src/frontend/planner_test/tests/testdata/struct_query.yaml b/src/frontend/planner_test/tests/testdata/struct_query.yaml
index 3d8d6a8a7673a..902855e966b04 100644
--- a/src/frontend/planner_test/tests/testdata/struct_query.yaml
+++ b/src/frontend/planner_test/tests/testdata/struct_query.yaml
@@ -332,33 +332,6 @@
         string address = 1;
         string zipcode = 3;
       }
-- sql: |
-    insert into s values (1,2,(1,2,(1,2,null)));
-  logical_plan: |
-    LogicalInsert { table: s }
-    └─LogicalValues { rows: [[1:Int32, 2:Int32, Row(1:Int32, 2:Int32, Row(1:Int32, 2:Int32, null:Int32))]], schema: Schema { fields: [*VALUES*_0.column_0:Int32, *VALUES*_0.column_1:Int32, *VALUES*_0.column_2:Struct(StructType { fields: [Int32, Int32, Struct(StructType { fields: [Int32, Int32, Int32], field_names: ["v1", "v2", "v3"] })], field_names: ["v1", "v2", "v3"] })] } }
-  create_source:
-    row_format: protobuf
-    name: s
-    file: |
-      syntax = "proto3";
-      package test;
-      message TestRecord {
-        int32 v1 = 1;
-        int32 v2 = 2;
-        V v3 = 3;
-      }
-      message V {
-        int32 v1 = 1;
-        int32 v2 = 2;
-        U v3 = 3;
-      }
-      message U {
-        int32 v1 = 1;
-        int32 v2 = 2;
-        int32 v3 = 3;
-      }
-    materialized: true
 - sql: |
     select * from s where s.v3 = (1,2,(1,2,3));
   logical_plan: |
diff --git a/src/frontend/planner_test/tests/testdata/subquery.yaml b/src/frontend/planner_test/tests/testdata/subquery.yaml
index 4a04227725bab..eb99f85e49b60 100644
--- a/src/frontend/planner_test/tests/testdata/subquery.yaml
+++ b/src/frontend/planner_test/tests/testdata/subquery.yaml
@@ -218,14 +218,16 @@
             └─LogicalValues { rows: [[]], schema: Schema { fields: [] } }
   optimized_logical_plan: |
     LogicalJoin { type: LeftSemi, on: IsNotDistinctFrom(auction.date_time, auction.date_time), output: all }
-    ├─LogicalHopWindow { time_col: auction.date_time, slide: 00:00:01, size: 01:00:00, output: all }
-    | └─LogicalScan { table: auction, columns: [auction.date_time] }
+    ├─LogicalShare { id = 121 }
+    | └─LogicalHopWindow { time_col: auction.date_time, slide: 00:00:01, size: 01:00:00, output: all }
+    |   └─LogicalScan { table: auction, columns: [auction.date_time] }
     └─LogicalProject { exprs: [auction.date_time] }
       └─LogicalAgg { group_key: [auction.date_time, auction.date_time], aggs: [] }
         └─LogicalJoin { type: Inner, on: true, output: [auction.date_time, auction.date_time] }
           ├─LogicalAgg { group_key: [auction.date_time], aggs: [] }
-          | └─LogicalHopWindow { time_col: auction.date_time, slide: 00:00:01, size: 01:00:00, output: [auction.date_time] }
-          |   └─LogicalScan { table: auction, columns: [auction.date_time] }
+          | └─LogicalShare { id = 121 }
+          |   └─LogicalHopWindow { time_col: auction.date_time, slide: 00:00:01, size: 01:00:00, output: all }
+          |     └─LogicalScan { table: auction, columns: [auction.date_time] }
           └─LogicalValues { rows: [[]], schema: Schema { fields: [] } }
   batch_plan: |
     BatchExchange { order: [], dist: Single }
@@ -240,10 +242,13 @@
               └─BatchNestedLoopJoin { type: Inner, predicate: true, output: [auction.date_time, auction.date_time] }
                 ├─BatchExchange { order: [], dist: Single }
                 | └─BatchHashAgg { group_key: [auction.date_time], aggs: [] }
-                |   └─BatchHopWindow { time_col: auction.date_time, slide: 00:00:01, size: 01:00:00, output: [auction.date_time] }
+                |   └─BatchHopWindow { time_col: auction.date_time, slide: 00:00:01, size: 01:00:00, output: all }
                 |     └─BatchExchange { order: [], dist: HashShard(auction.date_time) }
                 |       └─BatchScan { table: auction, columns: [auction.date_time], distribution: SomeShard }
                 └─BatchValues { rows: [[]] }
+  stream_error: |-
+    Feature is not yet implemented: Stream values executor is unimplemented!
+    No tracking issue yet. Feel free to submit a feature request at https://github.com/risingwavelabs/risingwave/issues/new?labels=type%2Ffeature&template=feature_request.yml
 - sql: |
     CREATE TABLE t (v int);
     SELECT 1 FROM t AS t_inner WHERE EXISTS ( SELECT 1 HAVING t_inner.v > 1);
@@ -341,3 +346,10 @@
   planner_error: |-
     Feature is not yet implemented: Subquery in join on condition is unsupported
     No tracking issue yet. Feel free to submit a feature request at https://github.com/risingwavelabs/risingwave/issues/new?labels=type%2Ffeature&template=feature_request.yml
+- sql: |
+    create table auction (date_time date);
+    select * from auction AS hop_1
+    where EXISTS (select hop_1.date_time from auction group by hop_1.date_time );
+  stream_error: |-
+    Feature is not yet implemented: stream nested-loop join
+    No tracking issue yet. Feel free to submit a feature request at https://github.com/risingwavelabs/risingwave/issues/new?labels=type%2Ffeature&template=feature_request.yml
diff --git a/src/frontend/planner_test/tests/testdata/union.yaml b/src/frontend/planner_test/tests/testdata/union.yaml
index 3c0181eb23498..62eba2bdd01e7 100644
--- a/src/frontend/planner_test/tests/testdata/union.yaml
+++ b/src/frontend/planner_test/tests/testdata/union.yaml
@@ -217,3 +217,59 @@
     | └─BatchValues { rows: [[]] }
     └─BatchProject { exprs: [1:Int32] }
       └─BatchValues { rows: [[]] }
+- sql: |
+    select 1 union all select 2 union all select 3 union all select 4 union all select 5
+  optimized_logical_plan: |
+    LogicalUnion { all: true }
+    ├─LogicalProject { exprs: [1:Int32] }
+    | └─LogicalValues { rows: [[]], schema: Schema { fields: [] } }
+    ├─LogicalProject { exprs: [2:Int32] }
+    | └─LogicalValues { rows: [[]], schema: Schema { fields: [] } }
+    ├─LogicalProject { exprs: [3:Int32] }
+    | └─LogicalValues { rows: [[]], schema: Schema { fields: [] } }
+    ├─LogicalProject { exprs: [4:Int32] }
+    | └─LogicalValues { rows: [[]], schema: Schema { fields: [] } }
+    └─LogicalProject { exprs: [5:Int32] }
+      └─LogicalValues { rows: [[]], schema: Schema { fields: [] } }
+  batch_plan: |
+    BatchUnion { all: true }
+    ├─BatchProject { exprs: [1:Int32] }
+    | └─BatchValues { rows: [[]] }
+    ├─BatchProject { exprs: [2:Int32] }
+    | └─BatchValues { rows: [[]] }
+    ├─BatchProject { exprs: [3:Int32] }
+    | └─BatchValues { rows: [[]] }
+    ├─BatchProject { exprs: [4:Int32] }
+    | └─BatchValues { rows: [[]] }
+    └─BatchProject { exprs: [5:Int32] }
+      └─BatchValues { rows: [[]] }
+- sql: |
+    select 1 union select 2 union select 3 union select 4 union select 5
+  optimized_logical_plan: |
+    LogicalAgg { group_key: [1:Int32], aggs: [] }
+    └─LogicalUnion { all: true }
+      ├─LogicalProject { exprs: [1:Int32] }
+      | └─LogicalValues { rows: [[]], schema: Schema { fields: [] } }
+      ├─LogicalProject { exprs: [2:Int32] }
+      | └─LogicalValues { rows: [[]], schema: Schema { fields: [] } }
+      ├─LogicalProject { exprs: [3:Int32] }
+      | └─LogicalValues { rows: [[]], schema: Schema { fields: [] } }
+      ├─LogicalProject { exprs: [4:Int32] }
+      | └─LogicalValues { rows: [[]], schema: Schema { fields: [] } }
+      └─LogicalProject { exprs: [5:Int32] }
+        └─LogicalValues { rows: [[]], schema: Schema { fields: [] } }
+  batch_plan: |
+    BatchExchange { order: [], dist: Single }
+    └─BatchHashAgg { group_key: [1:Int32], aggs: [] }
+      └─BatchExchange { order: [], dist: HashShard(1:Int32) }
+        └─BatchUnion { all: true }
+          ├─BatchProject { exprs: [1:Int32] }
+          | └─BatchValues { rows: [[]] }
+          ├─BatchProject { exprs: [2:Int32] }
+          | └─BatchValues { rows: [[]] }
+          ├─BatchProject { exprs: [3:Int32] }
+          | └─BatchValues { rows: [[]] }
+          ├─BatchProject { exprs: [4:Int32] }
+          | └─BatchValues { rows: [[]] }
+          └─BatchProject { exprs: [5:Int32] }
+            └─BatchValues { rows: [[]] }
diff --git a/src/frontend/src/binder/delete.rs b/src/frontend/src/binder/delete.rs
index b21080c08d5c8..0b4fc11a275ec 100644
--- a/src/frontend/src/binder/delete.rs
+++ b/src/frontend/src/binder/delete.rs
@@ -12,16 +12,24 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use risingwave_common::error::{ErrorCode, Result};
+use risingwave_common::error::Result;
 use risingwave_sqlparser::ast::{Expr, ObjectName};
 
-use super::{Binder, BoundBaseTable, BoundTableSource};
+use super::{Binder, BoundBaseTable};
+use crate::catalog::TableId;
 use crate::expr::ExprImpl;
+use crate::user::UserId;
 
 #[derive(Debug)]
 pub struct BoundDelete {
-    /// Used for injecting deletion chunks to the source.
-    pub table_source: BoundTableSource,
+    /// Id of the table to perform deleting.
+    pub table_id: TableId,
+
+    /// Name of the table to perform deleting.
+    pub table_name: String,
+
+    /// Owner of the table to perform deleting.
+    pub owner: UserId,
 
     /// Used for scanning the records to delete with the `selection`.
     pub table: BoundBaseTable,
@@ -32,25 +40,24 @@ pub struct BoundDelete {
 impl Binder {
     pub(super) fn bind_delete(
         &mut self,
-        source_name: ObjectName,
+        name: ObjectName,
         selection: Option<Expr>,
     ) -> Result<BoundDelete> {
-        let (schema_name, table_name) =
-            Self::resolve_schema_qualified_name(&self.db_name, source_name)?;
+        let (schema_name, table_name) = Self::resolve_schema_qualified_name(&self.db_name, name)?;
         let schema_name = schema_name.as_deref();
-        let table_source = self.bind_table_source(schema_name, &table_name)?;
-        if table_source.append_only {
-            return Err(ErrorCode::BindError(
-                "Append-only table source doesn't support delete".to_string(),
-            )
-            .into());
-        }
+
+        let table_catalog = self.resolve_dml_table(schema_name, &table_name, false)?;
+        let table_id = table_catalog.id;
+        let owner = table_catalog.owner;
+
         let table = self.bind_table(schema_name, &table_name, None)?;
-        let delete = BoundDelete {
-            table_source,
+
+        Ok(BoundDelete {
+            table_id,
+            table_name,
+            owner,
             table,
             selection: selection.map(|expr| self.bind_expr(expr)).transpose()?,
-        };
-        Ok(delete)
+        })
     }
 }
diff --git a/src/frontend/src/binder/insert.rs b/src/frontend/src/binder/insert.rs
index ea0f74bcfdcca..1628ad2afe45b 100644
--- a/src/frontend/src/binder/insert.rs
+++ b/src/frontend/src/binder/insert.rs
@@ -18,19 +18,31 @@ use risingwave_common::types::DataType;
 use risingwave_sqlparser::ast::{Ident, ObjectName, Query, SetExpr};
 
 use super::{BoundQuery, BoundSetExpr};
-use crate::binder::{Binder, BoundTableSource};
+use crate::binder::Binder;
+use crate::catalog::TableId;
 use crate::expr::{ExprImpl, InputRef};
+use crate::user::UserId;
 
 #[derive(Debug)]
 pub struct BoundInsert {
-    /// Used for injecting deletion chunks to the source.
-    pub table_source: BoundTableSource,
+    /// Id of the table to perform inserting.
+    pub table_id: TableId,
+
+    /// Name of the table to perform inserting.
+    pub table_name: String,
+
+    /// Owner of the table to perform inserting.
+    pub owner: UserId,
+
+    // An optional column index of row ID. If the primary key is specified by the user,
+    // this will be `None`.
+    pub row_id_index: Option<usize>,
 
     /// User defined columns in which to insert
     /// Is equal to [0, 2, 1] for insert statement
     /// create table t1 (v1 int, v2 int, v3 int); insert into t1 (v1, v3, v2) values (5, 6, 7);
     /// Empty if user does not define insert columns
-    pub column_idxs: Vec<usize>,
+    pub column_indices: Vec<usize>,
 
     pub source: BoundQuery,
 
@@ -42,18 +54,26 @@ pub struct BoundInsert {
 impl Binder {
     pub(super) fn bind_insert(
         &mut self,
-        source_name: ObjectName,
+        name: ObjectName,
         columns: Vec<Ident>,
         source: Query,
     ) -> Result<BoundInsert> {
-        let (schema_name, source_name) =
-            Self::resolve_schema_qualified_name(&self.db_name, source_name)?;
-        let table_source = self.bind_table_source(schema_name.as_deref(), &source_name)?;
+        let (schema_name, table_name) = Self::resolve_schema_qualified_name(&self.db_name, name)?;
 
-        let expected_types: Vec<DataType> = table_source
+        let table_catalog = self.resolve_dml_table(schema_name.as_deref(), &table_name, true)?;
+        let table_id = table_catalog.id;
+        let owner = table_catalog.owner;
+        let columns_to_insert = table_catalog
             .columns
+            .clone()
+            .into_iter()
+            .filter(|c| !c.is_hidden())
+            .collect_vec();
+        let row_id_index = table_catalog.row_id_index;
+
+        let expected_types: Vec<DataType> = columns_to_insert
             .iter()
-            .map(|c| c.data_type.clone())
+            .map(|c| c.data_type().clone())
             .collect();
 
         // When the column types of `source` query do not match `expected_types`, casting is
@@ -119,19 +139,19 @@ impl Binder {
             }
         };
 
-        let mut target_table_col_idxs: Vec<usize> = vec![];
+        let mut target_table_col_indices: Vec<usize> = vec![];
         'outer: for query_column in &columns {
             let column_name = query_column.real_value();
-            for (col_idx, table_column) in table_source.columns.iter().enumerate() {
-                if column_name == table_column.name {
-                    target_table_col_idxs.push(col_idx);
+            for (col_idx, table_column) in columns_to_insert.iter().enumerate() {
+                if column_name == table_column.name() {
+                    target_table_col_indices.push(col_idx);
                     continue 'outer;
                 }
             }
             // Invalid column name found
             return Err(RwError::from(ErrorCode::BindError(format!(
                 "Column {} not found in table {}",
-                column_name, table_source.name
+                column_name, table_name
             ))));
         }
 
@@ -139,31 +159,34 @@ impl Binder {
         // create table t1 (v1 int, v2 int);
         // insert into t1 (v1, v2, v2) values (5, 6); // ...more target columns than values
         // insert into t1 (v1) values (5, 6);         // ...less target columns than values
-        let (eq_len, msg) = match target_table_col_idxs.len().cmp(&expected_types.len()) {
+        let (eq_len, msg) = match target_table_col_indices.len().cmp(&expected_types.len()) {
             std::cmp::Ordering::Equal => (true, ""),
             std::cmp::Ordering::Greater => (false, "INSERT has more target columns than values"),
             std::cmp::Ordering::Less => (false, "INSERT has less target columns than values"),
         };
-        if !eq_len && !target_table_col_idxs.is_empty() {
+        if !eq_len && !target_table_col_indices.is_empty() {
             return Err(RwError::from(ErrorCode::BindError(msg.to_string())));
         }
 
         // Check if column was used multiple times in query e.g.
         // insert into t1 (v1, v1) values (1, 5);
-        let mut uniq_cols = target_table_col_idxs.clone();
+        let mut uniq_cols = target_table_col_indices.clone();
         uniq_cols.sort_unstable();
         uniq_cols.dedup();
-        if target_table_col_idxs.len() != uniq_cols.len() {
+        if target_table_col_indices.len() != uniq_cols.len() {
             return Err(RwError::from(ErrorCode::BindError(
                 "Column specified more than once".to_string(),
             )));
         }
 
         let insert = BoundInsert {
-            table_source,
+            table_id,
+            table_name,
+            owner,
+            row_id_index,
+            column_indices: target_table_col_indices,
             source,
             cast_exprs,
-            column_idxs: target_table_col_idxs,
         };
 
         Ok(insert)
diff --git a/src/frontend/src/binder/mod.rs b/src/frontend/src/binder/mod.rs
index 9554c66864cd8..662fd64a54dde 100644
--- a/src/frontend/src/binder/mod.rs
+++ b/src/frontend/src/binder/mod.rs
@@ -38,7 +38,7 @@ pub use expr::{bind_data_type, bind_struct_field};
 pub use insert::BoundInsert;
 pub use query::BoundQuery;
 pub use relation::{
-    BoundBaseTable, BoundJoin, BoundSource, BoundSystemTable, BoundTableSource, BoundWatermark,
+    BoundBaseTable, BoundJoin, BoundSource, BoundSystemTable, BoundWatermark,
     BoundWindowTableFunction, Relation, WindowTableFunctionKind,
 };
 use risingwave_common::error::ErrorCode;
diff --git a/src/frontend/src/binder/relation/mod.rs b/src/frontend/src/binder/relation/mod.rs
index dbc72dbffac5f..4bd8dfe980732 100644
--- a/src/frontend/src/binder/relation/mod.rs
+++ b/src/frontend/src/binder/relation/mod.rs
@@ -40,7 +40,7 @@ mod window_table_function;
 
 pub use join::BoundJoin;
 pub use subquery::BoundSubquery;
-pub use table_or_source::{BoundBaseTable, BoundSource, BoundSystemTable, BoundTableSource};
+pub use table_or_source::{BoundBaseTable, BoundSource, BoundSystemTable};
 pub use watermark::BoundWatermark;
 pub use window_table_function::{BoundWindowTableFunction, WindowTableFunctionKind};
 
diff --git a/src/frontend/src/binder/relation/table_or_source.rs b/src/frontend/src/binder/relation/table_or_source.rs
index b6bf86d272f0c..20dccd0f8146f 100644
--- a/src/frontend/src/binder/relation/table_or_source.rs
+++ b/src/frontend/src/binder/relation/table_or_source.rs
@@ -16,7 +16,7 @@ use std::ops::Deref;
 use std::sync::Arc;
 
 use itertools::Itertools;
-use risingwave_common::catalog::{ColumnDesc, Field, SYSTEM_SCHEMAS};
+use risingwave_common::catalog::{Field, SYSTEM_SCHEMAS};
 use risingwave_common::error::{ErrorCode, Result, RwError};
 use risingwave_common::session_config::USER_NAME_WILD_CARD;
 use risingwave_sqlparser::ast::{Statement, TableAlias};
@@ -30,7 +30,6 @@ use crate::catalog::system_catalog::SystemCatalog;
 use crate::catalog::table_catalog::{TableCatalog, TableType};
 use crate::catalog::view_catalog::ViewCatalog;
 use crate::catalog::{CatalogError, IndexCatalog, TableId};
-use crate::user::UserId;
 
 #[derive(Debug, Clone)]
 pub struct BoundBaseTable {
@@ -39,17 +38,6 @@ pub struct BoundBaseTable {
     pub table_indexes: Vec<Arc<IndexCatalog>>,
 }
 
-/// `BoundTableSource` is used by DML statement on table source like insert, update.
-#[derive(Debug)]
-pub struct BoundTableSource {
-    pub name: String,       // explain-only
-    pub source_id: TableId, // TODO: refactor to source id
-    pub associated_mview_id: TableId,
-    pub columns: Vec<ColumnDesc>,
-    pub append_only: bool,
-    pub owner: UserId,
-}
-
 #[derive(Debug, Clone)]
 pub struct BoundSystemTable {
     pub table_id: TableId,
@@ -296,70 +284,60 @@ impl Binder {
         })
     }
 
-    pub(crate) fn bind_table_source(
-        &mut self,
+    pub(crate) fn resolve_dml_table<'a>(
+        &'a self,
         schema_name: Option<&str>,
-        source_name: &str,
-    ) -> Result<BoundTableSource> {
+        table_name: &str,
+        is_insert: bool,
+    ) -> Result<&'a TableCatalog> {
         let db_name = &self.db_name;
         let schema_path = match schema_name {
             Some(schema_name) => SchemaPath::Name(schema_name),
             None => SchemaPath::Path(&self.search_path, &self.auth_context.user_name),
         };
-        let (associate_table, schema_name) =
+
+        let (table, _schema_name) =
             self.catalog
-                .get_table_by_name(db_name, schema_path, source_name)?;
-        match associate_table.table_type() {
-            TableType::Table => {}
+                .get_table_by_name(db_name, schema_path, table_name)?;
+
+        match table.table_type() {
+            TableType::Table => {
+                // TODO(Yuanxin): Remove this after supporting `CREATE TABLE WITH connector`.
+                if table.associated_source_id().is_some() {
+                    return Err(ErrorCode::InvalidInputSyntax(format!(
+                        "cannot change materialized source \"{table_name}\""
+                    ))
+                    .into());
+                }
+            }
             TableType::Index => {
                 return Err(ErrorCode::InvalidInputSyntax(format!(
-                    "cannot change index \"{source_name}\""
+                    "cannot change index \"{table_name}\""
                 ))
                 .into())
             }
             TableType::MaterializedView => {
                 return Err(ErrorCode::InvalidInputSyntax(format!(
-                    "cannot change materialized view \"{source_name}\""
+                    "cannot change materialized view \"{table_name}\""
                 ))
                 .into())
             }
             TableType::Internal => {
                 return Err(ErrorCode::InvalidInputSyntax(format!(
-                    "cannot change internal table \"{source_name}\""
+                    "cannot change internal table \"{table_name}\""
                 ))
                 .into())
             }
         }
-        let associate_table_id = associate_table.id();
 
-        let (source, _) = self.catalog.get_source_by_name(
-            &self.db_name,
-            SchemaPath::Name(schema_name),
-            source_name,
-        )?;
-
-        let source_id = TableId::new(source.id);
-
-        let append_only = source.append_only;
-        let columns = source
-            .columns
-            .iter()
-            .filter(|c| !c.is_hidden)
-            .map(|c| c.column_desc.clone())
-            .collect();
-
-        let owner = source.owner;
-
-        // Note(bugen): do not bind context here.
+        if table.append_only && !is_insert {
+            return Err(ErrorCode::BindError(
+                "append-only table does not support update or delete".to_string(),
+            )
+            .into());
+        }
 
-        Ok(BoundTableSource {
-            name: source_name.to_string(),
-            source_id,
-            associated_mview_id: associate_table_id,
-            columns,
-            append_only,
-            owner,
-        })
+        Ok(table)
     }
 
     pub(crate) fn resolve_regclass(&self, class_name: &str) -> Result<u32> {
diff --git a/src/frontend/src/binder/update.rs b/src/frontend/src/binder/update.rs
index 80d562b20272f..1a024f95e9129 100644
--- a/src/frontend/src/binder/update.rs
+++ b/src/frontend/src/binder/update.rs
@@ -19,13 +19,21 @@ use itertools::Itertools;
 use risingwave_common::error::{ErrorCode, Result};
 use risingwave_sqlparser::ast::{Assignment, Expr, ObjectName};
 
-use super::{Binder, BoundTableSource, Relation};
+use super::{Binder, Relation};
+use crate::catalog::TableId;
 use crate::expr::{Expr as _, ExprImpl};
+use crate::user::UserId;
 
 #[derive(Debug)]
 pub struct BoundUpdate {
-    /// Used for injecting new chunks to the source.
-    pub table_source: BoundTableSource,
+    /// Id of the table to perform updating.
+    pub table_id: TableId,
+
+    /// Name of the table to perform updating.
+    pub table_name: String,
+
+    /// Owner of the table to perform updating.
+    pub owner: UserId,
 
     /// Used for scanning the records to update with the `selection`.
     pub table: Relation,
@@ -40,22 +48,18 @@ pub struct BoundUpdate {
 impl Binder {
     pub(super) fn bind_update(
         &mut self,
-        table_name: ObjectName,
+        name: ObjectName,
         assignments: Vec<Assignment>,
         selection: Option<Expr>,
     ) -> Result<BoundUpdate> {
-        let (schema_name, name) =
-            Self::resolve_schema_qualified_name(&self.db_name, table_name.clone())?;
-        let table_source = self.bind_table_source(schema_name.as_deref(), &name)?;
-
-        if table_source.append_only {
-            return Err(ErrorCode::BindError(
-                "Append-only table source doesn't support update".to_string(),
-            )
-            .into());
-        }
+        let (schema_name, table_name) =
+            Self::resolve_schema_qualified_name(&self.db_name, name.clone())?;
+
+        let table_catalog = self.resolve_dml_table(schema_name.as_deref(), &table_name, false)?;
+        let table_id = table_catalog.id;
+        let owner = table_catalog.owner;
 
-        let table = self.bind_relation_by_name(table_name, None)?;
+        let table = self.bind_relation_by_name(name, None)?;
 
         let selection = selection.map(|expr| self.bind_expr(expr)).transpose()?;
 
@@ -114,7 +118,9 @@ impl Binder {
             .collect_vec();
 
         Ok(BoundUpdate {
-            table_source,
+            table_id,
+            table_name,
+            owner,
             table,
             selection,
             exprs,
diff --git a/src/frontend/src/catalog/catalog_service.rs b/src/frontend/src/catalog/catalog_service.rs
index d125b68e35d5c..ebb13f70b037c 100644
--- a/src/frontend/src/catalog/catalog_service.rs
+++ b/src/frontend/src/catalog/catalog_service.rs
@@ -71,7 +71,7 @@ pub trait CatalogWriter: Send + Sync {
 
     async fn create_table(
         &self,
-        source: ProstSource,
+        source: Option<ProstSource>,
         table: ProstTable,
         graph: StreamFragmentGraph,
     ) -> Result<()>;
@@ -87,7 +87,7 @@ pub trait CatalogWriter: Send + Sync {
 
     async fn create_sink(&self, sink: ProstSink, graph: StreamFragmentGraph) -> Result<()>;
 
-    async fn drop_materialized_source(&self, source_id: u32, table_id: TableId) -> Result<()>;
+    async fn drop_table(&self, source_id: Option<u32>, table_id: TableId) -> Result<()>;
 
     async fn drop_materialized_view(&self, table_id: TableId) -> Result<()>;
 
@@ -172,14 +172,11 @@ impl CatalogWriter for CatalogWriterImpl {
 
     async fn create_table(
         &self,
-        source: ProstSource,
+        source: Option<ProstSource>,
         table: ProstTable,
         graph: StreamFragmentGraph,
     ) -> Result<()> {
-        let (_, _, version) = self
-            .meta_client
-            .create_materialized_source(source, table, graph)
-            .await?;
+        let (_, version) = self.meta_client.create_table(source, table, graph).await?;
         self.wait_version(version).await
     }
 
@@ -193,11 +190,8 @@ impl CatalogWriter for CatalogWriterImpl {
         self.wait_version(version).await
     }
 
-    async fn drop_materialized_source(&self, source_id: u32, table_id: TableId) -> Result<()> {
-        let version = self
-            .meta_client
-            .drop_materialized_source(source_id, table_id)
-            .await?;
+    async fn drop_table(&self, source_id: Option<u32>, table_id: TableId) -> Result<()> {
+        let version = self.meta_client.drop_table(source_id, table_id).await?;
         self.wait_version(version).await
     }
 
diff --git a/src/frontend/src/catalog/root_catalog.rs b/src/frontend/src/catalog/root_catalog.rs
index 53d81e80215eb..5b26869206aa3 100644
--- a/src/frontend/src/catalog/root_catalog.rs
+++ b/src/frontend/src/catalog/root_catalog.rs
@@ -544,25 +544,22 @@ impl Catalog {
         let schema = self.get_schema_by_name(db_name, schema_name)?;
 
         // Resolve source first.
-        if let Some(source) = schema.get_source_by_name(relation_name) {
+        if schema.get_source_by_name(relation_name).is_some() {
             // TODO: check if it is a materialized source and improve the err msg
-            match source.kind() {
-                super::source_catalog::SourceKind::Table => {
-                    Err(CatalogError::Duplicated("table", relation_name.to_string()))
-                }
-                super::source_catalog::SourceKind::Stream => Err(CatalogError::Duplicated(
-                    "source",
-                    relation_name.to_string(),
-                )),
-            }
+            Err(CatalogError::Duplicated(
+                "source",
+                relation_name.to_string(),
+            ))
         } else if let Some(table) = schema.get_table_by_name(relation_name) {
             if table.is_index() {
                 Err(CatalogError::Duplicated("index", relation_name.to_string()))
-            } else {
+            } else if table.is_mview() {
                 Err(CatalogError::Duplicated(
                     "materialized view",
                     relation_name.to_string(),
                 ))
+            } else {
+                Err(CatalogError::Duplicated("table", relation_name.to_string()))
             }
         } else if schema.get_sink_by_name(relation_name).is_some() {
             Err(CatalogError::Duplicated("sink", relation_name.to_string()))
diff --git a/src/frontend/src/catalog/schema_catalog.rs b/src/frontend/src/catalog/schema_catalog.rs
index b8903adcade16..24c1791de006a 100644
--- a/src/frontend/src/catalog/schema_catalog.rs
+++ b/src/frontend/src/catalog/schema_catalog.rs
@@ -22,7 +22,7 @@ use risingwave_pb::catalog::{
     Table as ProstTable, View as ProstView,
 };
 
-use super::source_catalog::{SourceCatalog, SourceKind};
+use super::source_catalog::SourceCatalog;
 use super::ViewId;
 use crate::catalog::index_catalog::IndexCatalog;
 use crate::catalog::sink_catalog::SinkCatalog;
@@ -185,11 +185,7 @@ impl SchemaCatalog {
     pub fn iter_table(&self) -> impl Iterator<Item = &Arc<TableCatalog>> {
         self.table_by_name
             .iter()
-            .filter(|(_, v)| {
-                v.is_table()
-                    && v.associated_source_id.is_some()  // TODO(Yuanxin): Remove this.
-                    && self.get_source_by_name(v.name()).unwrap().kind() == SourceKind::Table
-            })
+            .filter(|(_, v)| v.is_table() && v.associated_source_id().is_none())
             .map(|(_, v)| v)
     }
 
@@ -214,19 +210,15 @@ impl SchemaCatalog {
 
     /// Iterate all sources, including the materialized sources.
     pub fn iter_source(&self) -> impl Iterator<Item = &Arc<SourceCatalog>> {
-        self.source_by_name
-            .iter()
-            .filter(|(_, v)| v.kind() == SourceKind::Stream)
-            .map(|(_, v)| v)
+        self.source_by_name.values()
     }
 
     /// Iterate the materialized sources.
+    /// TODO(Yuanxin): Remove this method.
     pub fn iter_materialized_source(&self) -> impl Iterator<Item = &Arc<SourceCatalog>> {
         self.source_by_name
             .iter()
-            .filter(|(name, v)| {
-                v.kind() == SourceKind::Stream && self.table_by_name.get(*name).is_some()
-            })
+            .filter(|(name, _)| self.table_by_name.get(*name).is_some())
             .map(|(_, v)| v)
     }
 
diff --git a/src/frontend/src/catalog/source_catalog.rs b/src/frontend/src/catalog/source_catalog.rs
index 0b34d316c70b4..2664123db148c 100644
--- a/src/frontend/src/catalog/source_catalog.rs
+++ b/src/frontend/src/catalog/source_catalog.rs
@@ -14,9 +14,7 @@
 
 use std::collections::HashMap;
 
-use risingwave_pb::catalog::source::Info;
-use risingwave_pb::catalog::source_info::SourceInfo;
-use risingwave_pb::catalog::Source as ProstSource;
+use risingwave_pb::catalog::{Source as ProstSource, StreamSourceInfo};
 
 use super::column_catalog::ColumnCatalog;
 use super::{ColumnId, SourceId};
@@ -34,26 +32,11 @@ pub struct SourceCatalog {
     pub pk_col_ids: Vec<ColumnId>,
     pub append_only: bool,
     pub owner: u32,
-    pub info: SourceInfo,
+    pub info: StreamSourceInfo,
     pub row_id_index: Option<usize>,
     pub properties: HashMap<String, String>,
 }
 
-#[derive(PartialEq, Eq)]
-pub enum SourceKind {
-    Table,
-    Stream,
-}
-
-impl SourceCatalog {
-    pub fn kind(&self) -> SourceKind {
-        match self.info {
-            SourceInfo::StreamSource(_) => SourceKind::Stream,
-            SourceInfo::TableSource(_) => SourceKind::Table,
-        }
-    }
-}
-
 impl From<&ProstSource> for SourceCatalog {
     fn from(prost: &ProstSource) -> Self {
         let id = prost.id;
@@ -66,21 +49,13 @@ impl From<&ProstSource> for SourceCatalog {
             .map(Into::into)
             .collect();
         let with_options = WithOptions::new(prost.properties.clone());
-        let info = match &prost.info {
-            Some(Info::StreamSource(info_inner)) => SourceInfo::StreamSource(info_inner.clone()),
-            Some(Info::TableSource(info_inner)) => SourceInfo::TableSource(info_inner.clone()),
-            None => unreachable!(),
-        };
         let columns = prost_columns.into_iter().map(ColumnCatalog::from).collect();
         let row_id_index = prost
             .row_id_index
             .clone()
             .map(|row_id_index| row_id_index.index as _);
 
-        let append_only = match &info {
-            SourceInfo::StreamSource(_) => row_id_index.is_some(),
-            SourceInfo::TableSource(_) => with_options.append_only(),
-        };
+        let append_only = row_id_index.is_some();
         let owner = prost.owner;
 
         Self {
@@ -90,7 +65,7 @@ impl From<&ProstSource> for SourceCatalog {
             pk_col_ids,
             append_only,
             owner,
-            info,
+            info: prost.info.clone().unwrap(),
             row_id_index,
             properties: with_options.into_inner(),
         }
diff --git a/src/frontend/src/expr/agg_call.rs b/src/frontend/src/expr/agg_call.rs
index c492c8facbd5a..6eff19d90e7b4 100644
--- a/src/frontend/src/expr/agg_call.rs
+++ b/src/frontend/src/expr/agg_call.rs
@@ -53,68 +53,13 @@ impl AggCall {
     /// Infer the return type for the given agg call.
     /// Returns error if not supported or the arguments are invalid.
     pub fn infer_return_type(agg_kind: &AggKind, inputs: &[DataType]) -> Result<DataType> {
-        let invalid = || {
+        risingwave_expr::sig::agg::infer_return_type(agg_kind, inputs).ok_or_else(|| {
             let args = inputs.iter().map(|t| format!("{}", t)).join(", ");
-            Err(RwError::from(ErrorCode::InvalidInputSyntax(format!(
+            RwError::from(ErrorCode::InvalidInputSyntax(format!(
                 "Invalid aggregation: {}({})",
                 agg_kind, args
-            ))))
-        };
-
-        // The function signatures are aligned with postgres, see
-        // https://www.postgresql.org/docs/current/functions-aggregate.html.
-        let return_type = match (&agg_kind, inputs) {
-            // Min, Max, FirstValue
-            (AggKind::Min | AggKind::Max | AggKind::FirstValue, [input]) => input.clone(),
-            (AggKind::Min | AggKind::Max | AggKind::FirstValue, _) => return invalid(),
-
-            // Avg
-            (AggKind::Avg, [input]) => match input {
-                DataType::Int16 | DataType::Int32 | DataType::Int64 | DataType::Decimal => {
-                    DataType::Decimal
-                }
-                DataType::Float32 | DataType::Float64 => DataType::Float64,
-                DataType::Interval => DataType::Interval,
-                _ => return invalid(),
-            },
-            (AggKind::Avg, _) => return invalid(),
-
-            // Sum
-            (AggKind::Sum, [input]) => match input {
-                DataType::Int16 => DataType::Int64,
-                DataType::Int32 => DataType::Int64,
-                DataType::Int64 => DataType::Decimal,
-                DataType::Decimal => DataType::Decimal,
-                DataType::Float32 => DataType::Float32,
-                DataType::Float64 => DataType::Float64,
-                DataType::Interval => DataType::Interval,
-                _ => return invalid(),
-            },
-            (AggKind::Sum, _) => return invalid(),
-
-            (AggKind::Sum0, [DataType::Int64]) => DataType::Int64,
-            (AggKind::Sum0, _) => return invalid(),
-
-            // ApproxCountDistinct
-            (AggKind::ApproxCountDistinct, [_]) => DataType::Int64,
-            (AggKind::ApproxCountDistinct, _) => return invalid(),
-
-            // Count
-            (AggKind::Count, [] | [_]) => DataType::Int64,
-            (AggKind::Count, _) => return invalid(),
-
-            // StringAgg
-            (AggKind::StringAgg, [DataType::Varchar, DataType::Varchar]) => DataType::Varchar,
-            (AggKind::StringAgg, _) => return invalid(),
-
-            // ArrayAgg
-            (AggKind::ArrayAgg, [input]) => DataType::List {
-                datatype: Box::new(input.clone()),
-            },
-            (AggKind::ArrayAgg, _) => return invalid(),
-        };
-
-        Ok(return_type)
+            )))
+        })
     }
 
     /// Returns error if the function name matches with an existing function
diff --git a/src/frontend/src/expr/type_inference/agg.rs b/src/frontend/src/expr/type_inference/agg.rs
deleted file mode 100644
index 9aff7de7251e3..0000000000000
--- a/src/frontend/src/expr/type_inference/agg.rs
+++ /dev/null
@@ -1,99 +0,0 @@
-// Copyright 2022 Singularity Data
-//
-// Licensed under the Apache License, Version 2.0 (the "License");
-// you may not use this file except in compliance with the License.
-// You may obtain a copy of the License at
-//
-// http://www.apache.org/licenses/LICENSE-2.0
-//
-// Unless required by applicable law or agreed to in writing, software
-// distributed under the License is distributed on an "AS IS" BASIS,
-// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-// See the License for the specific language governing permissions and
-// limitations under the License.
-
-use std::collections::HashMap;
-use std::sync::LazyLock;
-
-use risingwave_common::types::{DataType, DataTypeName};
-use risingwave_expr::expr::AggKind;
-
-// Use AggCall to infer return type
-use super::super::AggCall;
-
-// Same as FuncSign in type_inference/func.rs except this is for aggregate function
-#[derive(PartialEq, Eq, Hash, Clone, Debug)]
-pub struct AggFuncSig {
-    pub func: AggKind,
-    pub inputs_type: Vec<DataTypeName>,
-    pub ret_type: DataTypeName,
-}
-
-// Same as FuncSigMap in type_inference/func.rs except this is for aggregate function
-#[derive(Default)]
-pub struct AggFuncSigMap(HashMap<(AggKind, usize), Vec<AggFuncSig>>);
-impl AggFuncSigMap {
-    fn insert(&mut self, func: AggKind, param_types: Vec<DataTypeName>, ret_type: DataTypeName) {
-        let arity = param_types.len();
-        let inputs_type = param_types.into_iter().map(Into::into).collect();
-        let sig = AggFuncSig {
-            func,
-            inputs_type,
-            ret_type,
-        };
-        self.0.entry((func, arity)).or_default().push(sig)
-    }
-}
-
-/// This function builds type derived map for all built-in aggregate functions that take a fixed
-/// number of arguments (In fact mostly is one).
-static AGG_FUNC_SIG_MAP: LazyLock<AggFuncSigMap> = LazyLock::new(|| {
-    use {AggKind as A, DataTypeName as T};
-    let mut map = AggFuncSigMap::default();
-
-    let all_types = [
-        T::Boolean,
-        T::Int16,
-        T::Int32,
-        T::Int64,
-        T::Decimal,
-        T::Float32,
-        T::Float64,
-        T::Varchar,
-        T::Date,
-        T::Timestamp,
-        T::Timestampz,
-        T::Time,
-        T::Interval,
-    ];
-
-    // Call infer_return_type to check the return type. If it throw error shows that the type is not
-    // inferred.
-    for agg in [
-        A::Sum,
-        A::Min,
-        A::Max,
-        A::Count,
-        A::Avg,
-        A::ApproxCountDistinct,
-    ] {
-        for input in all_types {
-            match AggCall::infer_return_type(&agg, &[DataType::from(input)]) {
-                Ok(v) => map.insert(agg, vec![input], DataTypeName::from(v)),
-                Err(_e) => continue,
-            }
-        }
-    }
-    // Handle special case for `string_agg`, for it accepts two input arguments.
-    map.insert(
-        AggKind::StringAgg,
-        vec![DataTypeName::Varchar, DataTypeName::Varchar],
-        DataTypeName::Varchar,
-    );
-    map
-});
-
-/// The table of function signatures.
-pub fn agg_func_sigs() -> impl Iterator<Item = &'static AggFuncSig> {
-    AGG_FUNC_SIG_MAP.0.values().flatten()
-}
diff --git a/src/frontend/src/expr/type_inference/cast.rs b/src/frontend/src/expr/type_inference/cast.rs
index 6475e57ecf7ef..2fa8d3128a33e 100644
--- a/src/frontend/src/expr/type_inference/cast.rs
+++ b/src/frontend/src/expr/type_inference/cast.rs
@@ -12,12 +12,10 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use std::collections::BTreeMap;
-use std::sync::LazyLock;
-
 use itertools::Itertools as _;
 use risingwave_common::error::{ErrorCode, Result};
 use risingwave_common::types::{DataType, DataTypeName};
+pub use risingwave_expr::sig::cast::*;
 
 use crate::expr::{Expr as _, ExprImpl};
 
@@ -131,28 +129,6 @@ pub fn align_array_and_element(
     Ok(array_type)
 }
 
-/// The context a cast operation is invoked in. An implicit cast operation is allowed in a context
-/// that allows explicit casts, but not vice versa. See details in
-/// [PG](https://www.postgresql.org/docs/current/catalog-pg-cast.html).
-#[derive(Clone, Copy, Debug, Eq, Ord, PartialEq, PartialOrd)]
-pub enum CastContext {
-    Implicit,
-    Assign,
-    Explicit,
-}
-
-pub type CastMap = BTreeMap<(DataTypeName, DataTypeName), CastContext>;
-
-impl ToString for CastContext {
-    fn to_string(&self) -> String {
-        match self {
-            CastContext::Implicit => "IMPLICIT".to_string(),
-            CastContext::Assign => "ASSIGN".to_string(),
-            CastContext::Explicit => "EXPLICIT".to_string(),
-        }
-    }
-}
-
 /// Checks whether casting from `source` to `target` is ok in `allows` context.
 pub fn cast_ok(source: &DataType, target: &DataType, allows: CastContext) -> bool {
     cast_ok_struct(source, target, allows)
@@ -208,74 +184,6 @@ fn cast_ok_array(source: &DataType, target: &DataType, allows: CastContext) -> b
     }
 }
 
-pub static CAST_MAP: LazyLock<CastMap> = LazyLock::new(|| {
-    use DataTypeName as T;
-
-    // Implicit cast operations in PG are organized in 3 sequences, with the reverse direction being
-    // assign cast operations.
-    // https://github.com/postgres/postgres/blob/e0064f0ff6dfada2695330c6bc1945fa7ae813be/src/include/catalog/pg_cast.dat#L18-L20
-    let mut m = BTreeMap::new();
-    insert_cast_seq(
-        &mut m,
-        &[
-            T::Int16,
-            T::Int32,
-            T::Int64,
-            T::Decimal,
-            T::Float32,
-            T::Float64,
-        ],
-    );
-    insert_cast_seq(&mut m, &[T::Date, T::Timestamp, T::Timestampz]);
-    insert_cast_seq(&mut m, &[T::Time, T::Interval]);
-
-    // Casting to and from string type.
-    for t in [
-        T::Boolean,
-        T::Int16,
-        T::Int32,
-        T::Int64,
-        T::Decimal,
-        T::Float32,
-        T::Float64,
-        T::Date,
-        T::Timestamp,
-        T::Timestampz,
-        T::Time,
-        T::Interval,
-    ] {
-        m.insert((t, T::Varchar), CastContext::Assign);
-        m.insert((T::Varchar, t), CastContext::Explicit);
-    }
-
-    // Misc casts allowed by PG that are neither in implicit cast sequences nor from/to string.
-    m.insert((T::Timestamp, T::Time), CastContext::Assign);
-    m.insert((T::Timestampz, T::Time), CastContext::Assign);
-    m.insert((T::Boolean, T::Int32), CastContext::Explicit);
-    m.insert((T::Int32, T::Boolean), CastContext::Explicit);
-    m
-});
-
-fn insert_cast_seq(
-    m: &mut BTreeMap<(DataTypeName, DataTypeName), CastContext>,
-    types: &[DataTypeName],
-) {
-    for (source_index, source_type) in types.iter().enumerate() {
-        for (target_index, target_type) in types.iter().enumerate() {
-            let cast_context = match source_index.cmp(&target_index) {
-                std::cmp::Ordering::Less => CastContext::Implicit,
-                // Unnecessary cast between the same type should have been removed.
-                // Note that sizing cast between `NUMERIC(18, 3)` and `NUMERIC(20, 4)` or between
-                // `int` and `int not null` may still be necessary. But we do not have such types
-                // yet.
-                std::cmp::Ordering::Equal => continue,
-                std::cmp::Ordering::Greater => CastContext::Assign,
-            };
-            m.insert((*source_type, *target_type), cast_context);
-        }
-    }
-}
-
 pub fn cast_map_array() -> Vec<(DataTypeName, DataTypeName, CastContext)> {
     CAST_MAP
         .iter()
@@ -283,23 +191,6 @@ pub fn cast_map_array() -> Vec<(DataTypeName, DataTypeName, CastContext)> {
         .collect_vec()
 }
 
-#[derive(Clone)]
-pub struct CastSig {
-    pub from_type: DataTypeName,
-    pub to_type: DataTypeName,
-    pub context: CastContext,
-}
-
-pub fn cast_sigs() -> impl Iterator<Item = CastSig> {
-    CAST_MAP
-        .iter()
-        .map(|((from_type, to_type), context)| CastSig {
-            from_type: *from_type,
-            to_type: *to_type,
-            context: *context,
-        })
-}
-
 #[cfg(test)]
 mod tests {
     use super::*;
diff --git a/src/frontend/src/expr/type_inference/func.rs b/src/frontend/src/expr/type_inference/func.rs
index d31f732d0b49c..510286cc26687 100644
--- a/src/frontend/src/expr/type_inference/func.rs
+++ b/src/frontend/src/expr/type_inference/func.rs
@@ -12,14 +12,12 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use std::collections::HashMap;
-use std::sync::LazyLock;
-
-use itertools::{iproduct, Itertools as _};
+use itertools::Itertools as _;
 use num_integer::Integer as _;
 use risingwave_common::error::{ErrorCode, Result};
 use risingwave_common::types::struct_type::StructType;
 use risingwave_common::types::{DataType, DataTypeName};
+pub use risingwave_expr::sig::func::*;
 
 use super::{align_types, cast_ok_base, CastContext};
 use crate::expr::type_inference::cast::align_array_and_element;
@@ -468,7 +466,6 @@ fn infer_type_name<'a>(
     inputs: &[Option<DataTypeName>],
 ) -> Result<&'a FuncSign> {
     let candidates = sig_map
-        .0
         .get(&(func_type, inputs.len()))
         .map(std::ops::Deref::deref)
         .unwrap_or_default();
@@ -747,283 +744,10 @@ impl<'a> std::fmt::Debug for TypeDebug<'a> {
     }
 }
 
-#[derive(PartialEq, Eq, Hash, Clone, Debug)]
-pub struct FuncSign {
-    pub func: ExprType,
-    pub inputs_type: Vec<DataTypeName>,
-    pub ret_type: DataTypeName,
-}
-
-#[derive(Default)]
-pub struct FuncSigMap(HashMap<(ExprType, usize), Vec<FuncSign>>);
-impl FuncSigMap {
-    fn insert(&mut self, func: ExprType, param_types: Vec<DataTypeName>, ret_type: DataTypeName) {
-        let arity = param_types.len();
-        let inputs_type = param_types.into_iter().map(Into::into).collect();
-        let sig = FuncSign {
-            func,
-            inputs_type,
-            ret_type,
-        };
-        self.0.entry((func, arity)).or_default().push(sig)
-    }
-}
-
-fn build_binary_cmp_funcs(map: &mut FuncSigMap, exprs: &[ExprType], args: &[DataTypeName]) {
-    for (e, lt, rt) in iproduct!(exprs, args, args) {
-        map.insert(*e, vec![*lt, *rt], DataTypeName::Boolean);
-    }
-}
-
-fn build_binary_atm_funcs(map: &mut FuncSigMap, exprs: &[ExprType], args: &[DataTypeName]) {
-    for e in exprs {
-        for (li, lt) in args.iter().enumerate() {
-            for (ri, rt) in args.iter().enumerate() {
-                let ret = if li <= ri { rt } else { lt };
-                map.insert(*e, vec![*lt, *rt], *ret);
-            }
-        }
-    }
-}
-
-fn build_unary_atm_funcs(map: &mut FuncSigMap, exprs: &[ExprType], args: &[DataTypeName]) {
-    for (e, arg) in iproduct!(exprs, args) {
-        map.insert(*e, vec![*arg], *arg);
-    }
-}
-
-fn build_commutative_funcs(
-    map: &mut FuncSigMap,
-    expr: ExprType,
-    arg0: DataTypeName,
-    arg1: DataTypeName,
-    ret: DataTypeName,
-) {
-    map.insert(expr, vec![arg0, arg1], ret);
-    map.insert(expr, vec![arg1, arg0], ret);
-}
-
-fn build_round_funcs(map: &mut FuncSigMap, expr: ExprType) {
-    map.insert(expr, vec![DataTypeName::Float64], DataTypeName::Float64);
-    map.insert(expr, vec![DataTypeName::Decimal], DataTypeName::Decimal);
-}
-
-/// This function builds type derived map for all built-in functions that take a fixed number
-/// of arguments.  They can be determined to have one or more type signatures since some are
-/// compatible with more than one type.
-/// Type signatures and arities of variadic functions are checked
-/// [elsewhere](crate::expr::FunctionCall::new).
-fn build_type_derive_map() -> FuncSigMap {
-    use {DataTypeName as T, ExprType as E};
-    let mut map = FuncSigMap::default();
-    let all_types = [
-        T::Boolean,
-        T::Int16,
-        T::Int32,
-        T::Int64,
-        T::Decimal,
-        T::Float32,
-        T::Float64,
-        T::Varchar,
-        T::Date,
-        T::Timestamp,
-        T::Timestampz,
-        T::Time,
-        T::Interval,
-    ];
-    let num_types = [
-        T::Int16,
-        T::Int32,
-        T::Int64,
-        T::Decimal,
-        T::Float32,
-        T::Float64,
-    ];
-
-    // logical expressions
-    for e in [E::Not, E::IsTrue, E::IsNotTrue, E::IsFalse, E::IsNotFalse] {
-        map.insert(e, vec![T::Boolean], T::Boolean);
-    }
-    for e in [E::And, E::Or] {
-        map.insert(e, vec![T::Boolean, T::Boolean], T::Boolean);
-    }
-    map.insert(E::BoolOut, vec![T::Boolean], T::Varchar);
-
-    // comparison expressions
-    for e in [E::IsNull, E::IsNotNull] {
-        for t in all_types {
-            map.insert(e, vec![t], T::Boolean);
-        }
-    }
-    let cmp_exprs = &[
-        E::Equal,
-        E::NotEqual,
-        E::LessThan,
-        E::LessThanOrEqual,
-        E::GreaterThan,
-        E::GreaterThanOrEqual,
-        E::IsDistinctFrom,
-        E::IsNotDistinctFrom,
-    ];
-    build_binary_cmp_funcs(&mut map, cmp_exprs, &num_types);
-    build_binary_cmp_funcs(&mut map, cmp_exprs, &[T::Struct]);
-    build_binary_cmp_funcs(&mut map, cmp_exprs, &[T::Date, T::Timestamp, T::Timestampz]);
-    build_binary_cmp_funcs(&mut map, cmp_exprs, &[T::Time, T::Interval]);
-    for e in cmp_exprs {
-        for t in [T::Boolean, T::Varchar] {
-            map.insert(*e, vec![t, t], T::Boolean);
-        }
-    }
-
-    let unary_atm_exprs = &[E::Abs, E::Neg];
-
-    build_unary_atm_funcs(&mut map, unary_atm_exprs, &num_types);
-    build_binary_atm_funcs(
-        &mut map,
-        &[E::Add, E::Subtract, E::Multiply, E::Divide],
-        &[T::Int16, T::Int32, T::Int64, T::Decimal],
-    );
-    build_binary_atm_funcs(
-        &mut map,
-        &[E::Add, E::Subtract, E::Multiply, E::Divide],
-        &[T::Float32, T::Float64],
-    );
-    build_binary_atm_funcs(
-        &mut map,
-        &[E::Modulus],
-        &[T::Int16, T::Int32, T::Int64, T::Decimal],
-    );
-    map.insert(E::RoundDigit, vec![T::Decimal, T::Int32], T::Decimal);
-
-    // build bitwise operator
-    // bitwise operator
-    let integral_types = [T::Int16, T::Int32, T::Int64]; // reusable for and/or/xor/not
-
-    build_binary_atm_funcs(
-        &mut map,
-        &[E::BitwiseAnd, E::BitwiseOr, E::BitwiseXor],
-        &integral_types,
-    );
-
-    // Shift Operator is not using `build_binary_atm_funcs` because
-    // allowed rhs is different from allowed lhs
-    // return type is lhs rather than larger of the two
-    for (e, lt, rt) in iproduct!(
-        &[E::BitwiseShiftLeft, E::BitwiseShiftRight],
-        &integral_types,
-        &[T::Int16, T::Int32]
-    ) {
-        map.insert(*e, vec![*lt, *rt], *lt);
-    }
-
-    build_unary_atm_funcs(&mut map, &[E::BitwiseNot], &[T::Int16, T::Int32, T::Int64]);
-
-    build_round_funcs(&mut map, E::Round);
-    build_round_funcs(&mut map, E::Ceil);
-    build_round_funcs(&mut map, E::Floor);
-
-    // temporal expressions
-    for (base, delta) in [
-        (T::Date, T::Int32),
-        (T::Timestamp, T::Interval),
-        (T::Timestampz, T::Interval),
-        (T::Time, T::Interval),
-    ] {
-        build_commutative_funcs(&mut map, E::Add, base, delta, base);
-        map.insert(E::Subtract, vec![base, delta], base);
-        map.insert(E::Subtract, vec![base, base], delta);
-    }
-    map.insert(E::Add, vec![T::Interval, T::Interval], T::Interval);
-    map.insert(E::Subtract, vec![T::Interval, T::Interval], T::Interval);
-
-    // date + interval = timestamp, date - interval = timestamp
-    build_commutative_funcs(&mut map, E::Add, T::Date, T::Interval, T::Timestamp);
-    map.insert(E::Subtract, vec![T::Date, T::Interval], T::Timestamp);
-    // date + time = timestamp
-    build_commutative_funcs(&mut map, E::Add, T::Date, T::Time, T::Timestamp);
-    // interval * float8 = interval, interval / float8 = interval
-    for t in num_types {
-        build_commutative_funcs(&mut map, E::Multiply, T::Interval, t, T::Interval);
-        map.insert(E::Divide, vec![T::Interval, t], T::Interval);
-    }
-
-    for t in [T::Timestampz, T::Timestamp, T::Time, T::Date] {
-        map.insert(E::Extract, vec![T::Varchar, t], T::Decimal);
-    }
-    for t in [T::Timestamp, T::Date] {
-        map.insert(E::TumbleStart, vec![t, T::Interval], T::Timestamp);
-    }
-    map.insert(
-        E::TumbleStart,
-        vec![T::Timestampz, T::Interval],
-        T::Timestampz,
-    );
-    map.insert(E::ToTimestamp, vec![T::Float64], T::Timestampz);
-    map.insert(E::AtTimeZone, vec![T::Timestamp, T::Varchar], T::Timestampz);
-    map.insert(E::AtTimeZone, vec![T::Timestampz, T::Varchar], T::Timestamp);
-    map.insert(E::DateTrunc, vec![T::Varchar, T::Timestamp], T::Timestamp);
-    map.insert(
-        E::DateTrunc,
-        vec![T::Varchar, T::Timestampz, T::Varchar],
-        T::Timestampz,
-    );
-    map.insert(E::DateTrunc, vec![T::Varchar, T::Interval], T::Interval);
-
-    // string expressions
-    for e in [E::Trim, E::Ltrim, E::Rtrim, E::Lower, E::Upper, E::Md5] {
-        map.insert(e, vec![T::Varchar], T::Varchar);
-    }
-    for e in [E::Trim, E::Ltrim, E::Rtrim] {
-        map.insert(e, vec![T::Varchar, T::Varchar], T::Varchar);
-    }
-    for e in [E::Repeat, E::Substr] {
-        map.insert(e, vec![T::Varchar, T::Int32], T::Varchar);
-    }
-    map.insert(E::Substr, vec![T::Varchar, T::Int32, T::Int32], T::Varchar);
-    for e in [E::Replace, E::Translate] {
-        map.insert(e, vec![T::Varchar, T::Varchar, T::Varchar], T::Varchar);
-    }
-    map.insert(
-        E::Overlay,
-        vec![T::Varchar, T::Varchar, T::Int32],
-        T::Varchar,
-    );
-    map.insert(
-        E::Overlay,
-        vec![T::Varchar, T::Varchar, T::Int32, T::Int32],
-        T::Varchar,
-    );
-    for e in [
-        E::Length,
-        E::Ascii,
-        E::CharLength,
-        E::OctetLength,
-        E::BitLength,
-    ] {
-        map.insert(e, vec![T::Varchar], T::Int32);
-    }
-    map.insert(E::Position, vec![T::Varchar, T::Varchar], T::Int32);
-    map.insert(E::Like, vec![T::Varchar, T::Varchar], T::Boolean);
-    map.insert(
-        E::SplitPart,
-        vec![T::Varchar, T::Varchar, T::Int32],
-        T::Varchar,
-    );
-    // TODO: Support more `to_char` types.
-    map.insert(E::ToChar, vec![T::Timestamp, T::Varchar], T::Varchar);
-
-    map
-}
-
-static FUNC_SIG_MAP: LazyLock<FuncSigMap> = LazyLock::new(build_type_derive_map);
-
-/// The table of function signatures.
-pub fn func_sigs() -> impl Iterator<Item = &'static FuncSign> {
-    FUNC_SIG_MAP.0.values().flatten()
-}
-
 #[cfg(test)]
 mod tests {
+    use itertools::iproduct;
+
     use super::*;
 
     fn infer_type_v0(func_type: ExprType, inputs_type: Vec<DataType>) -> Result<DataType> {
diff --git a/src/frontend/src/expr/type_inference/mod.rs b/src/frontend/src/expr/type_inference/mod.rs
index bf37703aa4c3b..7ccc6bd758f29 100644
--- a/src/frontend/src/expr/type_inference/mod.rs
+++ b/src/frontend/src/expr/type_inference/mod.rs
@@ -15,12 +15,11 @@
 //! This type inference is just to infer the return type of function calls, and make sure the
 //! functionCall expressions have same input type requirement and return type definition as backend.
 
-mod agg;
 mod cast;
 mod func;
-pub use agg::{agg_func_sigs, AggFuncSig};
 pub use cast::{
     align_types, cast_map_array, cast_ok, cast_ok_base, cast_sigs, least_restrictive, CastContext,
     CastSig,
 };
 pub use func::{func_sigs, infer_type, FuncSign};
+pub use risingwave_expr::sig::agg::{agg_func_sigs, AggFuncSig};
diff --git a/src/frontend/src/handler/create_mv.rs b/src/frontend/src/handler/create_mv.rs
index 7254cc51032df..877893b4bbd04 100644
--- a/src/frontend/src/handler/create_mv.rs
+++ b/src/frontend/src/handler/create_mv.rs
@@ -19,6 +19,7 @@ use risingwave_pb::catalog::Table as ProstTable;
 use risingwave_pb::user::grant_privilege::Action;
 use risingwave_sqlparser::ast::{Ident, ObjectName, Query};
 
+use super::create_table::DmlFlag;
 use super::privilege::{check_privileges, resolve_relation_privileges};
 use super::RwPgResponse;
 use crate::binder::{Binder, BoundQuery, BoundSetExpr};
@@ -115,8 +116,8 @@ pub fn gen_create_mv_plan(
         definition,
         col_names,
         false,
-        false,
-        None,
+        None, // We will never alter a materialized view, so it is safe to pass `None` here.
+        DmlFlag::Disable,
         TableType::MaterializedView,
     )?;
     let mut table = materialize.table().to_prost(schema_id, database_id);
diff --git a/src/frontend/src/handler/create_source.rs b/src/frontend/src/handler/create_source.rs
index e2b25a488bff0..f90a7ebdbc494 100644
--- a/src/frontend/src/handler/create_source.rs
+++ b/src/frontend/src/handler/create_source.rs
@@ -18,52 +18,20 @@ use itertools::Itertools;
 use pgwire::pg_response::{PgResponse, StatementType};
 use risingwave_common::error::ErrorCode::{self, ProtocolError};
 use risingwave_common::error::{Result, RwError};
-use risingwave_pb::catalog::source::Info;
 use risingwave_pb::catalog::{
     ColumnIndex as ProstColumnIndex, Source as ProstSource, StreamSourceInfo,
 };
 use risingwave_pb::plan_common::{ColumnCatalog as ProstColumnCatalog, RowFormatType};
 use risingwave_source::{AvroParser, ProtobufParser};
-use risingwave_sqlparser::ast::{
-    AvroSchema, CreateSourceStatement, ObjectName, ProtobufSchema, SourceSchema,
-};
+use risingwave_sqlparser::ast::{AvroSchema, CreateSourceStatement, ProtobufSchema, SourceSchema};
 
 use super::create_table::{bind_sql_columns, bind_sql_table_constraints, gen_materialize_plan};
 use super::RwPgResponse;
 use crate::binder::Binder;
 use crate::handler::HandlerArgs;
 use crate::optimizer::OptimizerContext;
-use crate::session::SessionImpl;
 use crate::stream_fragmenter::build_graph;
 
-pub(crate) fn make_prost_source(
-    session: &SessionImpl,
-    name: ObjectName,
-    row_id_index: Option<ProstColumnIndex>,
-    columns: Vec<ProstColumnCatalog>,
-    pk_column_ids: Vec<i32>,
-    properties: HashMap<String, String>,
-    source_info: Info,
-) -> Result<ProstSource> {
-    let db_name = session.database();
-    let (schema_name, name) = Binder::resolve_schema_qualified_name(db_name, name)?;
-
-    let (database_id, schema_id) = session.get_database_and_schema_id_for_create(schema_name)?;
-
-    Ok(ProstSource {
-        id: 0,
-        schema_id,
-        database_id,
-        name,
-        row_id_index,
-        columns,
-        pk_column_ids,
-        properties,
-        info: Some(source_info),
-        owner: session.user_id(),
-    })
-}
-
 /// Map an Avro schema to a relational schema.
 async fn extract_avro_table_schema(
     schema: &AvroSchema,
@@ -262,18 +230,25 @@ pub async fn handle_create_source(
 
     session.check_relation_name_duplicated(stmt.source_name.clone())?;
 
-    let source = make_prost_source(
-        &session,
-        stmt.source_name,
+    let db_name = session.database();
+    let (schema_name, name) = Binder::resolve_schema_qualified_name(db_name, stmt.source_name)?;
+    let (database_id, schema_id) = session.get_database_and_schema_id_for_create(schema_name)?;
+
+    let source = ProstSource {
+        id: 0,
+        schema_id,
+        database_id,
+        name,
         row_id_index,
         columns,
         pk_column_ids,
-        with_properties,
-        Info::StreamSource(source_info),
-    )?;
+        properties: with_properties,
+        info: Some(source_info),
+        owner: session.user_id(),
+    };
     let catalog_writer = session.env().catalog_writer();
 
-    // TODO(Yuanxin): This should be removed after unifying table and materialized source.
+    // TODO(Yuanxin): This should be removed after unsupporting `CREATE MATERIALIZED SOURCE`.
     if is_materialized {
         let (graph, table) = {
             let context = OptimizerContext::new_with_handler_args(handler_args);
@@ -284,7 +259,9 @@ pub async fn handle_create_source(
             (graph, table)
         };
 
-        catalog_writer.create_table(source, table, graph).await?;
+        catalog_writer
+            .create_table(Some(source), table, graph)
+            .await?;
     } else {
         catalog_writer.create_source(source).await?;
     }
diff --git a/src/frontend/src/handler/create_table.rs b/src/frontend/src/handler/create_table.rs
index 902854cc65a02..49e846807f067 100644
--- a/src/frontend/src/handler/create_table.rs
+++ b/src/frontend/src/handler/create_table.rs
@@ -20,19 +20,18 @@ use itertools::Itertools;
 use pgwire::pg_response::{PgResponse, StatementType};
 use risingwave_common::catalog::ColumnDesc;
 use risingwave_common::error::{ErrorCode, Result};
-use risingwave_pb::catalog::source::Info;
 use risingwave_pb::catalog::{
-    ColumnIndex as ProstColumnIndex, Source as ProstSource, Table as ProstTable, TableSourceInfo,
+    ColumnIndex as ProstColumnIndex, Source as ProstSource, StreamSourceInfo, Table as ProstTable,
 };
 use risingwave_pb::plan_common::ColumnCatalog as ProstColumnCatalog;
 use risingwave_sqlparser::ast::{
     ColumnDef, ColumnOption, DataType as AstDataType, ObjectName, TableConstraint,
 };
 
-use super::create_source::make_prost_source;
 use super::RwPgResponse;
 use crate::binder::{bind_data_type, bind_struct_field};
 use crate::catalog::column_catalog::ColumnCatalog;
+use crate::catalog::source_catalog::SourceCatalog;
 use crate::catalog::table_catalog::TableType;
 use crate::catalog::{check_valid_column_name, ColumnId};
 use crate::handler::HandlerArgs;
@@ -41,6 +40,17 @@ use crate::optimizer::property::{Order, RequiredDist};
 use crate::optimizer::{OptimizerContext, OptimizerContextRef, PlanRef, PlanRoot};
 use crate::session::SessionImpl;
 use crate::stream_fragmenter::build_graph;
+use crate::Binder;
+
+#[derive(PartialEq, Clone, Debug)]
+pub enum DmlFlag {
+    /// used for `create materialized view / sink / index`
+    Disable,
+    /// used for `create table`
+    All,
+    /// used for `create table with (append_only = true)`
+    AppendOnly,
+}
 
 /// Binds the column schemas declared in CREATE statement into `ColumnDesc`.
 /// If a column is marked as `primary key`, its `ColumnId` is also returned.
@@ -206,7 +216,7 @@ pub(crate) fn gen_create_table_plan(
     table_name: ObjectName,
     columns: Vec<ColumnDef>,
     constraints: Vec<TableConstraint>,
-) -> Result<(PlanRef, ProstSource, ProstTable)> {
+) -> Result<(PlanRef, Option<ProstSource>, ProstTable)> {
     let (column_descs, pk_column_id_from_columns) = bind_sql_columns(columns)?;
     gen_create_table_plan_without_bind(
         session,
@@ -225,37 +235,126 @@ pub(crate) fn gen_create_table_plan_without_bind(
     column_descs: Vec<ColumnDesc>,
     pk_column_id_from_columns: Option<ColumnId>,
     constraints: Vec<TableConstraint>,
-) -> Result<(PlanRef, ProstSource, ProstTable)> {
+) -> Result<(PlanRef, Option<ProstSource>, ProstTable)> {
     let (columns, pk_column_ids, row_id_index) =
         bind_sql_table_constraints(column_descs, pk_column_id_from_columns, constraints)?;
     let row_id_index = row_id_index.map(|index| ProstColumnIndex { index: index as _ });
-    let pk_column_ids = pk_column_ids.into_iter().map(Into::into).collect();
+    let pk_column_ids = pk_column_ids.into_iter().map(Into::into).collect_vec();
     let properties = context.with_options().inner().clone();
+    let dml_flag = match context.with_options().append_only() {
+        true => DmlFlag::AppendOnly,
+        false => DmlFlag::All,
+    };
+
+    let db_name = session.database();
+    let (schema_name, name) = Binder::resolve_schema_qualified_name(db_name, table_name)?;
+    let (database_id, schema_id) = session.get_database_and_schema_id_for_create(schema_name)?;
 
     // TODO(Yuanxin): Detect if there is an external source based on `properties` (WITH CONNECTOR)
-    // and make prost source accordingly.
-    let source = make_prost_source(
-        session,
-        table_name,
-        row_id_index,
-        columns,
+    // and set `has_external_source` accordingly.
+    let has_external_source = false;
+    let source = if has_external_source {
+        Some(ProstSource {
+            id: 0,
+            schema_id,
+            database_id,
+            name: name.clone(),
+            row_id_index: row_id_index.clone(),
+            columns: columns.clone(),
+            pk_column_ids: pk_column_ids.clone(),
+            properties,
+            info: Some(StreamSourceInfo::default()),
+            owner: session.user_id(),
+        })
+    } else {
+        None
+    };
+
+    let source_catalog: Option<Rc<SourceCatalog>> =
+        source.as_ref().map(|source| Rc::new(source.into()));
+    let pk_column_ids = pk_column_ids
+        .iter()
+        .map(|id| ColumnId::new(*id))
+        .collect_vec();
+    let column_descs = columns
+        .iter()
+        .map(|column| column.column_desc.clone().unwrap().into())
+        .collect_vec();
+
+    let row_id_index = row_id_index.as_ref().map(|index| index.index as _);
+    let source_node: PlanRef = LogicalSource::new(
+        source_catalog,
+        column_descs,
         pk_column_ids,
-        properties,
-        Info::TableSource(TableSourceInfo {}),
+        row_id_index,
+        false,
+        context,
+    )
+    .into();
+
+    let mut required_cols = FixedBitSet::with_capacity(source_node.schema().len());
+    required_cols.toggle_range(..);
+    let mut out_names = source_node.schema().names();
+
+    if let Some(row_id_index) = row_id_index {
+        required_cols.toggle(row_id_index);
+        out_names.remove(row_id_index);
+    }
+
+    let mut plan_root = PlanRoot::new(
+        source_node,
+        RequiredDist::Any,
+        Order::any(),
+        required_cols,
+        out_names,
+    );
+
+    // The materialize executor need not handle primary key conflict if the primary key is row id.
+    let handle_pk_conflict = row_id_index.is_none();
+
+    let materialize = plan_root.gen_materialize_plan(
+        name,
+        "".into(),
+        None,
+        handle_pk_conflict,
+        row_id_index,
+        dml_flag,
+        TableType::Table,
     )?;
-    let (plan, table) = gen_materialize_plan(context, source.clone(), session.user_id())?;
-    Ok((plan, source, table))
+
+    let mut table = materialize.table().to_prost(schema_id, database_id);
+    table.owner = session.user_id();
+
+    Ok((materialize.into(), source, table))
 }
 
+/// TODO(Yuanxin): Remove this method after unsupporting `CREATE MATERIALIZED SOURCE`.
 pub(crate) fn gen_materialize_plan(
     context: OptimizerContextRef,
     source: ProstSource,
     owner: u32,
 ) -> Result<(PlanRef, ProstTable)> {
     let materialize = {
-        // Manually assemble the materialization plan for the table.
-        let source_node: PlanRef = LogicalSource::new(Rc::new((&source).into()), context).into();
         let row_id_index = source.row_id_index.as_ref().map(|index| index.index as _);
+        // Manually assemble the materialization plan for the table.
+        let source_node: PlanRef = LogicalSource::new(
+            Some(Rc::new((&source).into())),
+            source
+                .columns
+                .iter()
+                .map(|column| column.column_desc.clone().unwrap().into())
+                .collect(),
+            source
+                .pk_column_ids
+                .iter()
+                .map(|id| ColumnId::new(*id))
+                .collect(),
+            row_id_index,
+            true,
+            context,
+        )
+        .into();
+
         // row_id_index is Some means that the user has not specified pk, then we will add a hidden
         // column to store pk, and materialize executor do not need to handle pk conflict.
         let handle_pk_conflict = row_id_index.is_none();
@@ -280,8 +379,8 @@ pub(crate) fn gen_materialize_plan(
             "".into(),
             None,
             handle_pk_conflict,
-            false, // TODO(Yuanxin): true
-            None,  // TODO(Yuanxin): row_id_index
+            row_id_index,
+            DmlFlag::Disable,
             TableType::Table,
         )?
     };
@@ -334,8 +433,6 @@ pub async fn handle_create_table(
 
     let catalog_writer = session.env().catalog_writer();
 
-    // TODO(Yuanxin): `source` will contain either an external source or nothing. Rewrite
-    // `create_table` accordingly.
     catalog_writer.create_table(source, table, graph).await?;
 
     Ok(PgResponse::empty_result(StatementType::CREATE_TABLE))
@@ -363,16 +460,9 @@ mod tests {
         let catalog_reader = session.env().catalog_reader().read_guard();
         let schema_path = SchemaPath::Name(DEFAULT_SCHEMA_NAME);
 
-        // Check source exists.
-        let (source, schema_name) = catalog_reader
-            .get_source_by_name(DEFAULT_DATABASE_NAME, schema_path, "t")
-            .unwrap();
-        assert_eq!(source.name, "t");
-        assert!(source.append_only);
-
         // Check table exists.
         let (table, _) = catalog_reader
-            .get_table_by_name(DEFAULT_DATABASE_NAME, SchemaPath::Name(schema_name), "t")
+            .get_table_by_name(DEFAULT_DATABASE_NAME, schema_path, "t")
             .unwrap();
         assert_eq!(table.name(), "t");
 
diff --git a/src/frontend/src/handler/drop_index.rs b/src/frontend/src/handler/drop_index.rs
index b06615281ef15..a27bb6b4f1409 100644
--- a/src/frontend/src/handler/drop_index.rs
+++ b/src/frontend/src/handler/drop_index.rs
@@ -17,7 +17,6 @@ use risingwave_common::error::ErrorCode::PermissionDenied;
 use risingwave_common::error::{ErrorCode, Result, RwError};
 use risingwave_sqlparser::ast::ObjectName;
 
-use super::drop_table::check_source;
 use super::RwPgResponse;
 use crate::binder::Binder;
 use crate::catalog::root_catalog::SchemaPath;
@@ -55,12 +54,19 @@ pub async fn handle_drop_index(
                     _ => return Err(err.into()),
                 };
                 return match reader.get_table_by_name(db_name, schema_path, &index_name) {
-                    Ok((table, schema_name)) => match table.table_type() {
+                    Ok((table, _)) => match table.table_type() {
                         TableType::Table => {
-                            check_source(&reader, db_name, schema_name, &index_name)?;
-                            Err(RwError::from(ErrorCode::InvalidInputSyntax(
-                                "Use `DROP TABLE` to drop a table.".to_owned(),
-                            )))
+                            // TODO(Yuanxin): Remove this after unsupporting `CREATE MATERIALIZED
+                            // SOURCE`.
+                            if table.associated_source_id().is_some() {
+                                Err(RwError::from(ErrorCode::InvalidInputSyntax(
+                                    "Use `DROP SOURCE` to drop a source.".to_owned(),
+                                )))
+                            } else {
+                                Err(RwError::from(ErrorCode::InvalidInputSyntax(
+                                    "Use `DROP TABLE` to drop a table.".to_owned(),
+                                )))
+                            }
                         }
                         TableType::MaterializedView => {
                             Err(RwError::from(ErrorCode::InvalidInputSyntax(
diff --git a/src/frontend/src/handler/drop_mv.rs b/src/frontend/src/handler/drop_mv.rs
index a0a0a1e68aaa8..8e05263ec9dc9 100644
--- a/src/frontend/src/handler/drop_mv.rs
+++ b/src/frontend/src/handler/drop_mv.rs
@@ -24,7 +24,6 @@ use crate::binder::Binder;
 use crate::catalog::root_catalog::SchemaPath;
 use crate::catalog::table_catalog::TableType;
 use crate::catalog::CatalogError;
-use crate::handler::drop_table::check_source;
 use crate::handler::HandlerArgs;
 
 pub async fn handle_drop_mv(
@@ -80,7 +79,12 @@ pub async fn handle_drop_mv(
         match table.table_type() {
             TableType::MaterializedView => {}
             TableType::Table => {
-                check_source(&reader, db_name, schema_name, &table_name)?;
+                // TODO(Yuanxin): Remove this after unsupporting `CREATE MATERIALIZED SOURCE`.
+                if table.associated_source_id().is_some() {
+                    return Err(RwError::from(ErrorCode::InvalidInputSyntax(
+                        "Use `DROP SOURCE` to drop a source.".to_owned(),
+                    )));
+                }
                 return Err(RwError::from(ErrorCode::InvalidInputSyntax(
                     "Use `DROP TABLE` to drop a table.".to_owned(),
                 )));
diff --git a/src/frontend/src/handler/drop_source.rs b/src/frontend/src/handler/drop_source.rs
index 748b71413e664..f509d8a6aa57c 100644
--- a/src/frontend/src/handler/drop_source.rs
+++ b/src/frontend/src/handler/drop_source.rs
@@ -13,15 +13,14 @@
 // limitations under the License.
 
 use pgwire::pg_response::{PgResponse, StatementType};
-use risingwave_common::error::ErrorCode::PermissionDenied;
-use risingwave_common::error::{ErrorCode, Result, RwError};
+use risingwave_common::error::ErrorCode::{self, PermissionDenied};
+use risingwave_common::error::{Result, RwError};
 use risingwave_sqlparser::ast::ObjectName;
 
 use super::privilege::check_super_user;
 use super::RwPgResponse;
 use crate::binder::Binder;
 use crate::catalog::root_catalog::SchemaPath;
-use crate::catalog::source_catalog::SourceKind;
 use crate::handler::HandlerArgs;
 
 pub async fn handle_drop_source(
@@ -39,6 +38,21 @@ pub async fn handle_drop_source(
 
     let (source_id, table_id) = {
         let catalog_reader = session.env().catalog_reader().read_guard();
+
+        // TODO(Yuanxin): This should be removed after unsupporting `CREATE MATERIALIZED SOURCE`.
+        let table_id = if let Ok((table, _)) =
+            catalog_reader.get_table_by_name(db_name, schema_path, &source_name)
+        {
+            if table.is_table() && table.associated_source_id().is_none() {
+                return Err(RwError::from(ErrorCode::InvalidInputSyntax(
+                    "Use `DROP TABLE` to drop a table.".to_owned(),
+                )));
+            }
+            Some(table.id)
+        } else {
+            None
+        };
+
         let (source, schema_name) =
             match catalog_reader.get_source_by_name(db_name, schema_path, &source_name) {
                 Ok((s, schema)) => (s.clone(), schema),
@@ -65,29 +79,14 @@ pub async fn handle_drop_source(
             return Err(PermissionDenied("Do not have the privilege".to_string()).into());
         }
 
-        match source.kind() {
-            SourceKind::Table => {
-                return Err(RwError::from(ErrorCode::InvalidInputSyntax(
-                    "Use `DROP TABLE` to drop a table.".to_owned(),
-                )))
-            }
-            SourceKind::Stream => {}
-        }
-
-        let table_id = catalog_reader
-            .get_table_by_name(db_name, SchemaPath::Name(schema_name), &source_name)
-            .map(|(table, _)| table.id())
-            .ok();
-
         (source.id, table_id)
     };
 
     let catalog_writer = session.env().catalog_writer();
     if let Some(table_id) = table_id {
         // Dropping a materialized source.
-        catalog_writer
-            .drop_materialized_source(source_id, table_id)
-            .await?;
+        // TODO(Yuanxin): This should be removed after unsupporting `CREATE MATERIALIZED SOURCE`.
+        catalog_writer.drop_table(Some(source_id), table_id).await?;
     } else {
         catalog_writer.drop_source(source_id).await?;
     }
diff --git a/src/frontend/src/handler/drop_table.rs b/src/frontend/src/handler/drop_table.rs
index 5da6e3c3070db..224ba0f18d22e 100644
--- a/src/frontend/src/handler/drop_table.rs
+++ b/src/frontend/src/handler/drop_table.rs
@@ -20,33 +20,10 @@ use risingwave_sqlparser::ast::ObjectName;
 use super::privilege::check_super_user;
 use super::RwPgResponse;
 use crate::binder::Binder;
-use crate::catalog::catalog_service::CatalogReadGuard;
 use crate::catalog::root_catalog::SchemaPath;
-use crate::catalog::source_catalog::SourceKind;
 use crate::catalog::table_catalog::TableType;
 use crate::handler::HandlerArgs;
 
-pub fn check_source(
-    reader: &CatalogReadGuard,
-    db_name: &str,
-    schema_name: &str,
-    table_name: &str,
-) -> Result<()> {
-    if let Ok((s, _)) =
-        reader.get_source_by_name(db_name, SchemaPath::Name(schema_name), table_name)
-    {
-        match s.kind() {
-            SourceKind::Stream => {
-                return Err(RwError::from(ErrorCode::InvalidInputSyntax(
-                    "Use `DROP SOURCE` to drop a source.".to_owned(),
-                )))
-            }
-            SourceKind::Table => {}
-        }
-    }
-    Ok(())
-}
-
 pub async fn handle_drop_table(
     handler_args: HandlerArgs,
     table_name: ObjectName,
@@ -89,9 +66,6 @@ pub async fn handle_drop_table(
         }
 
         match table.table_type() {
-            TableType::Table => {
-                check_source(&reader, db_name, schema_name, &table_name)?;
-            }
             TableType::MaterializedView => {
                 return Err(RwError::from(ErrorCode::InvalidInputSyntax(
                     "Use `DROP MATERIALIZED VIEW` to drop a materialized view.".to_owned(),
@@ -107,14 +81,22 @@ pub async fn handle_drop_table(
                     "Internal tables cannot be dropped.".to_owned(),
                 )));
             }
+            TableType::Table => {
+                // TODO(Yuanxin): Remove this after unsupporting `CREATE MATERIALIZED SOURCE`.
+                if table.associated_source_id().is_some() {
+                    return Err(RwError::from(ErrorCode::InvalidInputSyntax(
+                        "Use `DROP SOURCE` to drop a source.".to_owned(),
+                    )));
+                }
+            }
         }
 
-        (table.associated_source_id().unwrap(), table.id())
+        (table.associated_source_id(), table.id())
     };
 
     let catalog_writer = session.env().catalog_writer();
     catalog_writer
-        .drop_materialized_source(source_id.table_id(), table_id)
+        .drop_table(source_id.map(|id| id.table_id), table_id)
         .await?;
 
     Ok(PgResponse::empty_result(StatementType::DROP_TABLE))
diff --git a/src/frontend/src/handler/privilege.rs b/src/frontend/src/handler/privilege.rs
index b4e34bfeb67c3..7b4928e5aea39 100644
--- a/src/frontend/src/handler/privilege.rs
+++ b/src/frontend/src/handler/privilege.rs
@@ -83,9 +83,9 @@ pub(crate) fn resolve_privileges(stmt: &BoundStatement) -> Vec<ObjectCheckItem>
     match stmt {
         BoundStatement::Insert(ref insert) => {
             let object = ObjectCheckItem {
-                owner: insert.table_source.owner,
+                owner: insert.owner,
                 action: ProstAction::Insert,
-                object: ProstObject::TableId(insert.table_source.source_id.table_id),
+                object: ProstObject::TableId(insert.table_id.table_id),
             };
             objects.push(object);
             if let crate::binder::BoundSetExpr::Select(select) = &insert.source.body {
@@ -96,17 +96,17 @@ pub(crate) fn resolve_privileges(stmt: &BoundStatement) -> Vec<ObjectCheckItem>
         }
         BoundStatement::Delete(ref delete) => {
             let object = ObjectCheckItem {
-                owner: delete.table_source.owner,
+                owner: delete.owner,
                 action: ProstAction::Delete,
-                object: ProstObject::TableId(delete.table_source.source_id.table_id),
+                object: ProstObject::TableId(delete.table_id.table_id),
             };
             objects.push(object);
         }
         BoundStatement::Update(ref update) => {
             let object = ObjectCheckItem {
-                owner: update.table_source.owner,
+                owner: update.owner,
                 action: ProstAction::Update,
-                object: ProstObject::TableId(update.table_source.source_id.table_id),
+                object: ProstObject::TableId(update.table_id.table_id),
             };
             objects.push(object);
         }
diff --git a/src/frontend/src/optimizer/heuristic.rs b/src/frontend/src/optimizer/heuristic.rs
index aabf5663689a0..77e728ed6c9c7 100644
--- a/src/frontend/src/optimizer/heuristic.rs
+++ b/src/frontend/src/optimizer/heuristic.rs
@@ -18,6 +18,7 @@ use std::fmt;
 
 use itertools::Itertools;
 
+use crate::optimizer::plan_node::PlanTreeNode;
 use crate::optimizer::rule::BoxedRule;
 use crate::optimizer::PlanRef;
 
diff --git a/src/frontend/src/optimizer/mod.rs b/src/frontend/src/optimizer/mod.rs
index 8ad9fb0969ada..9d63dd13a72a4 100644
--- a/src/frontend/src/optimizer/mod.rs
+++ b/src/frontend/src/optimizer/mod.rs
@@ -25,6 +25,9 @@ mod plan_visitor;
 pub use plan_visitor::PlanVisitor;
 mod optimizer_context;
 mod rule;
+mod share_parent_counter;
+mod share_source_rewriter;
+
 use fixedbitset::FixedBitSet;
 use itertools::Itertools as _;
 pub use optimizer_context::*;
@@ -34,8 +37,8 @@ use risingwave_common::error::{ErrorCode, Result};
 
 use self::heuristic::{ApplyOrder, HeuristicOptimizer};
 use self::plan_node::{
-    BatchProject, Convention, LogicalProject, LogicalSource, StreamDml, StreamMaterialize,
-    StreamRowIdGen, StreamSink,
+    BatchProject, Convention, LogicalProject, StreamDml, StreamMaterialize, StreamRowIdGen,
+    StreamSink,
 };
 use self::plan_visitor::{
     has_batch_exchange, has_batch_seq_scan, has_batch_seq_scan_where, has_logical_apply,
@@ -44,10 +47,14 @@ use self::plan_visitor::{
 use self::property::RequiredDist;
 use self::rule::*;
 use crate::catalog::table_catalog::TableType;
+use crate::handler::create_table::DmlFlag;
 use crate::optimizer::max_one_row_visitor::HasMaxOneRowApply;
-use crate::optimizer::plan_node::{BatchExchange, PlanNodeType};
+use crate::optimizer::plan_node::{
+    BatchExchange, ColumnPruningContext, PlanNodeType, PredicatePushdownContext,
+};
 use crate::optimizer::plan_visitor::has_batch_source;
 use crate::optimizer::property::Distribution;
+use crate::optimizer::share_source_rewriter::ShareSourceRewriter;
 use crate::utils::Condition;
 use crate::WithOptions;
 
@@ -184,6 +191,15 @@ impl PlanRoot {
             ctx.trace(plan.explain_to_string().unwrap());
         }
 
+        // Replace source to share source.
+        // Perform share source at the beginning so that we can benefit from predicate pushdown and
+        // column pruning for the share operator.
+        plan = ShareSourceRewriter::share_source(plan);
+        if explain_trace {
+            ctx.trace("Share Source:");
+            ctx.trace(plan.explain_to_string().unwrap());
+        }
+
         // Simple Unnesting.
         plan = self.optimize_by_rules(
             plan,
@@ -205,9 +221,19 @@ impl PlanRoot {
             .into());
         }
 
+        plan = self.optimize_by_rules(
+            plan,
+            "Union Merge".to_string(),
+            vec![UnionMergeRule::create()],
+            ApplyOrder::BottomUp,
+        );
+
         // Predicate push down before translate apply, because we need to calculate the domain
         // and predicate push down can reduce the size of domain.
-        plan = plan.predicate_pushdown(Condition::true_cond());
+        plan = plan.predicate_pushdown(
+            Condition::true_cond(),
+            &mut PredicatePushdownContext::new(plan.clone()),
+        );
         if explain_trace {
             ctx.trace("Predicate Push Down:");
             ctx.trace(plan.explain_to_string().unwrap());
@@ -230,6 +256,7 @@ impl PlanRoot {
                 ApplyFilterTransposeRule::create(),
                 ApplyProjectTransposeRule::create(),
                 ApplyJoinTransposeRule::create(),
+                ApplyShareEliminateRule::create(),
                 ApplyScanRule::create(),
             ],
             ApplyOrder::TopDown,
@@ -239,7 +266,10 @@ impl PlanRoot {
         }
 
         // Predicate Push-down
-        plan = plan.predicate_pushdown(Condition::true_cond());
+        plan = plan.predicate_pushdown(
+            Condition::true_cond(),
+            &mut PredicatePushdownContext::new(plan.clone()),
+        );
         if explain_trace {
             ctx.trace("Predicate Push Down:");
             ctx.trace(plan.explain_to_string().unwrap());
@@ -265,7 +295,10 @@ impl PlanRoot {
 
         // Predicate Push-down: apply filter pushdown rules again since we pullup all join
         // conditions into a filter above the multijoin.
-        plan = plan.predicate_pushdown(Condition::true_cond());
+        plan = plan.predicate_pushdown(
+            Condition::true_cond(),
+            &mut PredicatePushdownContext::new(plan.clone()),
+        );
         if explain_trace {
             ctx.trace("Predicate Push Down:");
             ctx.trace(plan.explain_to_string().unwrap());
@@ -286,13 +319,28 @@ impl PlanRoot {
         // visibility of these expressions. To avoid these expressions being pruned, we can't use
         // `self.out_fields` as `required_cols` here.
         let required_cols = (0..self.plan.schema().len()).collect_vec();
-        plan = plan.prune_col(&required_cols);
+        let mut column_pruning_ctx = ColumnPruningContext::new(plan.clone());
+        plan = plan.prune_col(&required_cols, &mut column_pruning_ctx);
         // Column pruning may introduce additional projects, and filter can be pushed again.
         if explain_trace {
             ctx.trace("Prune Columns:");
             ctx.trace(plan.explain_to_string().unwrap());
         }
-        plan = plan.predicate_pushdown(Condition::true_cond());
+
+        if column_pruning_ctx.need_second_round() {
+            // Second round of column pruning and reuse the column pruning context.
+            // Try to replace original share operator with the new one.
+            plan = plan.prune_col(&required_cols, &mut column_pruning_ctx);
+            if explain_trace {
+                ctx.trace("Prune Columns (For DAG):");
+                ctx.trace(plan.explain_to_string().unwrap());
+            }
+        }
+
+        plan = plan.predicate_pushdown(
+            Condition::true_cond(),
+            &mut PredicatePushdownContext::new(plan.clone()),
+        );
         if explain_trace {
             ctx.trace("Predicate Push Down:");
             ctx.trace(plan.explain_to_string().unwrap());
@@ -322,7 +370,7 @@ impl PlanRoot {
                 ProjectEliminateRule::create(),
                 // project-join merge should be applied after merge
                 // and eliminate
-                ProjectJoinRule::create(),
+                ProjectJoinMergeRule::create(),
                 AggProjectMergeRule::create(),
             ],
             ApplyOrder::BottomUp,
@@ -354,6 +402,14 @@ impl PlanRoot {
         // Logical optimization
         let mut plan = self.gen_optimized_logical_plan()?;
 
+        // Convert the dag back to the tree, because we don't support physical dag plan for now.
+        plan = self.optimize_by_rules(
+            plan,
+            "DAG To Tree".to_string(),
+            vec![DagToTreeRule::create()],
+            ApplyOrder::TopDown,
+        );
+
         // Convert to physical plan node
         plan = plan.to_batch_with_order_required(&self.required_order)?;
 
@@ -458,7 +514,9 @@ impl PlanRoot {
         let plan = match self.plan.convention() {
             Convention::Logical => {
                 let plan = self.gen_optimized_logical_plan()?;
-                let (plan, out_col_change) = plan.logical_rewrite_for_stream()?;
+
+                let (plan, out_col_change) =
+                    plan.logical_rewrite_for_stream(&mut Default::default())?;
 
                 if explain_trace {
                     ctx.trace("Logical Rewrite For Stream:");
@@ -472,7 +530,7 @@ impl PlanRoot {
                     .unwrap();
                 self.out_fields = out_col_change.rewrite_bitset(&self.out_fields);
                 self.schema = plan.schema().clone();
-                plan.to_stream_with_dist_required(&self.required_dist)
+                plan.to_stream_with_dist_required(&self.required_dist, &mut Default::default())
             }
             _ => unreachable!(),
         }?;
@@ -502,8 +560,8 @@ impl PlanRoot {
         definition: String,
         col_names: Option<Vec<String>>,
         handle_pk_conflict: bool,
-        enable_dml: bool,
         row_id_index: Option<usize>,
+        dml_flag: DmlFlag,
         table_type: TableType,
     ) -> Result<StreamMaterialize> {
         let out_names = if let Some(col_names) = col_names {
@@ -511,26 +569,42 @@ impl PlanRoot {
         } else {
             self.out_names.clone()
         };
-        let mut stream_plan = self.gen_stream_plan()?;
-        if enable_dml {
-            // Insert a dml executor after the previous exector.
-            // FIXME: Store `Field` or `Schema` in `TableSource` to avoid downcasting in the future.
-            // Or do we have a better solution to this?
-            let logical_source = self.plan.downcast_ref::<LogicalSource>().unwrap();
-            let column_descs = logical_source
-                .core
-                .catalog
-                .columns
-                .iter()
-                .map(|column_catalog| column_catalog.column_desc.clone())
-                .collect_vec();
-            stream_plan = StreamDml::new(stream_plan, column_descs).into();
-        }
-        if let Some(row_id_index) = row_id_index {
-            // Insert a row id gen eexecutor after the previous executor.
-            stream_plan = StreamRowIdGen::new(stream_plan, row_id_index).into();
+        let stream_plan = self.gen_stream_plan()?;
+        let materialize = StreamMaterialize::create(
+            stream_plan.clone(),
+            mv_name.clone(),
+            self.required_dist.clone(),
+            self.required_order.clone(),
+            self.out_fields.clone(),
+            out_names.clone(),
+            false,
+            definition.clone(),
+            handle_pk_conflict,
+            row_id_index,
+            table_type,
+        )?;
+
+        if dml_flag == DmlFlag::Disable {
+            return Ok(materialize);
         }
 
+        let table = materialize.table();
+
+        // NOTE(stonepage): we can not use this the plan's input append-only
+        // property here
+        // table.append_only,
+        let stream_plan = StreamDml::new(
+            stream_plan,
+            dml_flag == DmlFlag::AppendOnly,
+            table.table_desc().columns,
+        )
+        .into();
+
+        let stream_plan = match row_id_index {
+            Some(row_id_index) => StreamRowIdGen::new(stream_plan, row_id_index).into(),
+            None => stream_plan,
+        };
+
         StreamMaterialize::create(
             stream_plan,
             mv_name,
diff --git a/src/frontend/src/optimizer/plan_node/batch_delete.rs b/src/frontend/src/optimizer/plan_node/batch_delete.rs
index 3a9fd25084d70..577309c78828c 100644
--- a/src/frontend/src/optimizer/plan_node/batch_delete.rs
+++ b/src/frontend/src/optimizer/plan_node/batch_delete.rs
@@ -73,8 +73,7 @@ impl ToDistributedBatch for BatchDelete {
 impl ToBatchProst for BatchDelete {
     fn to_batch_prost_body(&self) -> NodeBody {
         NodeBody::Delete(DeleteNode {
-            table_source_id: self.logical.source_id().table_id(),
-            associated_mview_id: self.logical.associated_mview_id().table_id(),
+            table_id: self.logical.table_id().table_id(),
         })
     }
 }
diff --git a/src/frontend/src/optimizer/plan_node/batch_insert.rs b/src/frontend/src/optimizer/plan_node/batch_insert.rs
index 608558332d997..6d26804a8efe8 100644
--- a/src/frontend/src/optimizer/plan_node/batch_insert.rs
+++ b/src/frontend/src/optimizer/plan_node/batch_insert.rs
@@ -17,6 +17,7 @@ use std::fmt;
 use risingwave_common::error::Result;
 use risingwave_pb::batch_plan::plan_node::NodeBody;
 use risingwave_pb::batch_plan::InsertNode;
+use risingwave_pb::catalog::ColumnIndex;
 
 use super::{LogicalInsert, PlanRef, PlanTreeNodeUnary, ToBatchProst, ToDistributedBatch};
 use crate::optimizer::plan_node::{PlanBase, ToLocalBatch};
@@ -71,16 +72,19 @@ impl ToDistributedBatch for BatchInsert {
 
 impl ToBatchProst for BatchInsert {
     fn to_batch_prost_body(&self) -> NodeBody {
-        let c_idxs = self
+        let column_indices = self
             .logical
-            .column_idxs()
+            .column_indices()
             .iter()
             .map(|&i| i as u32)
             .collect();
         NodeBody::Insert(InsertNode {
-            table_source_id: self.logical.source_id().table_id(),
-            associated_mview_id: self.logical.associated_mview_id().table_id(),
-            column_idxs: c_idxs,
+            table_id: self.logical.table_id().table_id(),
+            column_indices,
+            row_id_index: self
+                .logical
+                .row_id_index()
+                .map(|index| ColumnIndex { index: index as _ }),
         })
     }
 }
diff --git a/src/frontend/src/optimizer/plan_node/batch_source.rs b/src/frontend/src/optimizer/plan_node/batch_source.rs
index b06dcac710b90..68f781cb200a3 100644
--- a/src/frontend/src/optimizer/plan_node/batch_source.rs
+++ b/src/frontend/src/optimizer/plan_node/batch_source.rs
@@ -18,7 +18,6 @@ use itertools::Itertools;
 use risingwave_common::error::Result;
 use risingwave_pb::batch_plan::plan_node::NodeBody;
 use risingwave_pb::batch_plan::SourceNode;
-use risingwave_pb::catalog::SourceInfo;
 
 use super::{LogicalSource, PlanBase, PlanRef, ToBatchProst, ToDistributedBatch, ToLocalBatch};
 use crate::optimizer::property::{Distribution, Order};
@@ -70,7 +69,7 @@ impl fmt::Display for BatchSource {
     fn fmt(&self, f: &mut fmt::Formatter<'_>) -> fmt::Result {
         let mut builder = f.debug_struct("BatchSource");
         builder
-            .field("source", &self.logical.source_catalog().name)
+            .field("source", &self.logical.source_catalog().unwrap().name)
             .field("columns", &self.column_names())
             .finish()
     }
@@ -90,12 +89,10 @@ impl ToDistributedBatch for BatchSource {
 
 impl ToBatchProst for BatchSource {
     fn to_batch_prost_body(&self) -> NodeBody {
-        let source_catalog = self.logical.source_catalog();
+        let source_catalog = self.logical.source_catalog().unwrap();
         NodeBody::Source(SourceNode {
             source_id: source_catalog.id,
-            info: Some(SourceInfo {
-                source_info: Some(source_catalog.info.clone()),
-            }),
+            info: Some(source_catalog.info.clone()),
             columns: source_catalog
                 .columns
                 .iter()
diff --git a/src/frontend/src/optimizer/plan_node/batch_update.rs b/src/frontend/src/optimizer/plan_node/batch_update.rs
index e7a4ab426c829..3d4c502dff68d 100644
--- a/src/frontend/src/optimizer/plan_node/batch_update.rs
+++ b/src/frontend/src/optimizer/plan_node/batch_update.rs
@@ -81,9 +81,8 @@ impl ToBatchProst for BatchUpdate {
             .collect();
 
         NodeBody::Update(UpdateNode {
-            table_source_id: self.logical.source_id().table_id(),
-            associated_mview_id: self.logical.associated_mview_id().table_id(),
             exprs,
+            table_id: self.logical.table_id().table_id(),
         })
     }
 }
diff --git a/src/frontend/src/optimizer/plan_node/col_pruning.rs b/src/frontend/src/optimizer/plan_node/col_pruning.rs
index 0c44326174209..4eeb4a85b34ec 100644
--- a/src/frontend/src/optimizer/plan_node/col_pruning.rs
+++ b/src/frontend/src/optimizer/plan_node/col_pruning.rs
@@ -12,10 +12,14 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
+use std::collections::{HashMap, HashSet};
+
 use paste::paste;
 
 use super::*;
 pub use crate::expr::CollectInputRef;
+use crate::optimizer::share_parent_counter::ShareParentCounter;
+use crate::optimizer::PlanVisitor;
 use crate::{for_batch_plan_nodes, for_stream_plan_nodes};
 
 /// The trait for column pruning, only logical plan node will use it, though all plan node impl it.
@@ -31,7 +35,7 @@ pub trait ColPrunable {
     /// When implementing this method for a node, it may require its children to produce additional
     /// columns besides `required_cols`. In this case, it may need to insert a
     /// [`LogicalProject`](super::LogicalProject) above to have a correct schema.
-    fn prune_col(&self, required_cols: &[usize]) -> PlanRef;
+    fn prune_col(&self, required_cols: &[usize], ctx: &mut ColumnPruningContext) -> PlanRef;
 }
 
 /// Implements [`ColPrunable`] for batch and streaming node.
@@ -39,7 +43,7 @@ macro_rules! impl_prune_col {
     ($( { $convention:ident, $name:ident }),*) => {
         paste!{
             $(impl ColPrunable for [<$convention $name>] {
-                fn prune_col(&self, _required_cols: &[usize]) -> PlanRef {
+                fn prune_col(&self, _required_cols: &[usize], _ctx: &mut ColumnPruningContext) -> PlanRef {
                     panic!("column pruning is only allowed on logical plan")
                 }
             })*
@@ -48,3 +52,81 @@ macro_rules! impl_prune_col {
 }
 for_batch_plan_nodes! { impl_prune_col }
 for_stream_plan_nodes! { impl_prune_col }
+
+#[derive(Debug, Clone)]
+pub struct ColumnPruningContext {
+    /// `share_required_cols_map` is used by the first round of column pruning to keep track of
+    /// each parent required columns.
+    share_required_cols_map: HashMap<PlanNodeId, Vec<Vec<usize>>>,
+    /// Used to calculate how many parents the share operator has.
+    share_parent_counter: ShareParentCounter,
+    /// Share input cache used by the second round of column pruning.
+    /// For a DAG plan, use only one round to prune column is not enough,
+    /// because we need to change the schema of share operator
+    /// and you don't know what is the final schema when the first parent try to prune column,
+    /// so we need a second round to use the information collected by the first round.
+    /// `share_cache` maps original share operator plan id to the new share operator and the column
+    /// changed mapping which is actually the merged required columns calculated at the first
+    /// round.
+    share_cache: HashMap<PlanNodeId, (PlanRef, Vec<usize>)>,
+    /// `share_visited` is used to track whether the share operator is visited, because we need to
+    /// recursively call the `prune_col` of the new share operator to trigger the replacement.
+    /// It is only used at the second round of the column pruning.
+    share_visited: HashSet<PlanNodeId>,
+}
+
+impl ColumnPruningContext {
+    pub fn new(root: PlanRef) -> Self {
+        let mut share_parent_counter = ShareParentCounter::default();
+        share_parent_counter.visit(root.clone());
+        Self {
+            share_required_cols_map: Default::default(),
+            share_parent_counter,
+            share_cache: Default::default(),
+            share_visited: Default::default(),
+        }
+    }
+
+    pub fn get_parent_num(&self, share: &LogicalShare) -> usize {
+        self.share_parent_counter.get_parent_num(share)
+    }
+
+    pub fn add_required_cols(
+        &mut self,
+        plan_node_id: PlanNodeId,
+        required_cols: Vec<usize>,
+    ) -> usize {
+        self.share_required_cols_map
+            .entry(plan_node_id)
+            .and_modify(|e| e.push(required_cols.clone()))
+            .or_insert_with(|| vec![required_cols])
+            .len()
+    }
+
+    pub fn take_required_cols(&mut self, plan_node_id: PlanNodeId) -> Option<Vec<Vec<usize>>> {
+        self.share_required_cols_map.remove(&plan_node_id)
+    }
+
+    pub fn add_share_cache(
+        &mut self,
+        plan_node_id: PlanNodeId,
+        new_share: PlanRef,
+        merged_required_columns: Vec<usize>,
+    ) {
+        self.share_cache
+            .try_insert(plan_node_id, (new_share, merged_required_columns))
+            .unwrap();
+    }
+
+    pub fn get_share_cache(&self, plan_node_id: PlanNodeId) -> Option<(PlanRef, Vec<usize>)> {
+        self.share_cache.get(&plan_node_id).cloned()
+    }
+
+    pub fn need_second_round(&self) -> bool {
+        !self.share_cache.is_empty()
+    }
+
+    pub fn visit_share_at_second_round(&mut self, plan_node_id: PlanNodeId) -> bool {
+        self.share_visited.insert(plan_node_id)
+    }
+}
diff --git a/src/frontend/src/optimizer/plan_node/convert.rs b/src/frontend/src/optimizer/plan_node/convert.rs
index 405070bc4f59c..0373f4ac7a02e 100644
--- a/src/frontend/src/optimizer/plan_node/convert.rs
+++ b/src/frontend/src/optimizer/plan_node/convert.rs
@@ -12,6 +12,8 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
+use std::collections::HashMap;
+
 use paste::paste;
 
 use super::*;
@@ -37,18 +39,68 @@ pub trait ToStream {
     /// Now it is used to:
     /// 1. ensure every plan node's output having pk column
     /// 2. add `row_count`() in every Agg
-    fn logical_rewrite_for_stream(&self) -> Result<(PlanRef, ColIndexMapping)>;
+    fn logical_rewrite_for_stream(
+        &self,
+        ctx: &mut RewriteStreamContext,
+    ) -> Result<(PlanRef, ColIndexMapping)>;
 
     /// `to_stream` is equivalent to `to_stream_with_dist_required(RequiredDist::Any)`
-    fn to_stream(&self) -> Result<PlanRef>;
+    fn to_stream(&self, ctx: &mut ToStreamContext) -> Result<PlanRef>;
 
     /// convert the plan to streaming physical plan and satisfy the required distribution
-    fn to_stream_with_dist_required(&self, required_dist: &RequiredDist) -> Result<PlanRef> {
-        let ret = self.to_stream()?;
+    fn to_stream_with_dist_required(
+        &self,
+        required_dist: &RequiredDist,
+        ctx: &mut ToStreamContext,
+    ) -> Result<PlanRef> {
+        let ret = self.to_stream(ctx)?;
         required_dist.enforce_if_not_satisfies(ret, &Order::any())
     }
 }
 
+#[derive(Debug, Clone, Default)]
+pub struct RewriteStreamContext {
+    share_rewrite_map: HashMap<PlanNodeId, (PlanRef, ColIndexMapping)>,
+}
+
+impl RewriteStreamContext {
+    pub fn add_rewrite_result(
+        &mut self,
+        plan_node_id: PlanNodeId,
+        plan_ref: PlanRef,
+        col_change: ColIndexMapping,
+    ) {
+        let prev = self
+            .share_rewrite_map
+            .insert(plan_node_id, (plan_ref, col_change));
+        assert!(prev.is_none());
+    }
+
+    pub fn get_rewrite_result(
+        &self,
+        plan_node_id: PlanNodeId,
+    ) -> Option<&(PlanRef, ColIndexMapping)> {
+        self.share_rewrite_map.get(&plan_node_id)
+    }
+}
+
+#[derive(Debug, Clone, Default)]
+pub struct ToStreamContext {
+    share_to_stream_map: HashMap<PlanNodeId, PlanRef>,
+}
+
+impl ToStreamContext {
+    pub fn add_to_stream_result(&mut self, plan_node_id: PlanNodeId, plan_ref: PlanRef) {
+        self.share_to_stream_map
+            .try_insert(plan_node_id, plan_ref)
+            .unwrap();
+    }
+
+    pub fn get_to_stream_result(&self, plan_node_id: PlanNodeId) -> Option<&PlanRef> {
+        self.share_to_stream_map.get(&plan_node_id)
+    }
+}
+
 /// `ToBatch` allows to convert a logical plan node to batch physical node
 /// with an optional required order.
 ///
@@ -129,10 +181,10 @@ macro_rules! ban_to_stream {
     ($( { $convention:ident, $name:ident }),*) => {
         paste!{
             $(impl ToStream for [<$convention $name>] {
-                fn to_stream(&self) -> Result<PlanRef>{
+                fn to_stream(&self, _ctx: &mut ToStreamContext) -> Result<PlanRef>{
                     panic!("converting to stream is only allowed on logical plan")
                 }
-                fn logical_rewrite_for_stream(&self) -> Result<(PlanRef, ColIndexMapping)>{
+                fn logical_rewrite_for_stream(&self, _ctx: &mut RewriteStreamContext) -> Result<(PlanRef, ColIndexMapping)>{
                     panic!("logical rewrite is only allowed on logical plan")
                 }
             })*
diff --git a/src/frontend/src/optimizer/plan_node/generic/mod.rs b/src/frontend/src/optimizer/plan_node/generic/mod.rs
index d307c445b24b7..5dda50089c7dd 100644
--- a/src/frontend/src/optimizer/plan_node/generic/mod.rs
+++ b/src/frontend/src/optimizer/plan_node/generic/mod.rs
@@ -41,6 +41,8 @@ mod union;
 pub use union::*;
 mod top_n;
 pub use top_n::*;
+mod share;
+pub use share::*;
 
 pub trait GenericPlanRef {
     fn schema(&self) -> &Schema;
diff --git a/src/frontend/src/optimizer/plan_node/generic/share.rs b/src/frontend/src/optimizer/plan_node/generic/share.rs
new file mode 100644
index 0000000000000..3b61b491b6d36
--- /dev/null
+++ b/src/frontend/src/optimizer/plan_node/generic/share.rs
@@ -0,0 +1,39 @@
+// Copyright 2022 Singularity Data
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+use std::cell::RefCell;
+
+use risingwave_common::catalog::Schema;
+
+use super::{GenericPlanNode, GenericPlanRef};
+use crate::OptimizerContextRef;
+
+#[derive(Debug, Clone)]
+pub struct Share<PlanRef> {
+    pub input: RefCell<PlanRef>,
+}
+
+impl<PlanRef: GenericPlanRef> GenericPlanNode for Share<PlanRef> {
+    fn schema(&self) -> Schema {
+        self.input.borrow().schema().clone()
+    }
+
+    fn logical_pk(&self) -> Option<Vec<usize>> {
+        Some(self.input.borrow().logical_pk().to_vec())
+    }
+
+    fn ctx(&self) -> OptimizerContextRef {
+        self.input.borrow().ctx()
+    }
+}
diff --git a/src/frontend/src/optimizer/plan_node/generic/source.rs b/src/frontend/src/optimizer/plan_node/generic/source.rs
index 77045919d95f4..5e972fc252dca 100644
--- a/src/frontend/src/optimizer/plan_node/generic/source.rs
+++ b/src/frontend/src/optimizer/plan_node/generic/source.rs
@@ -15,44 +15,43 @@
 use std::collections::HashMap;
 use std::rc::Rc;
 
-use risingwave_common::catalog::{Field, Schema};
+use risingwave_common::catalog::{ColumnDesc, Field, Schema};
 use risingwave_common::types::DataType;
 use risingwave_common::util::sort_util::OrderType;
 
 use super::super::utils::TableCatalogBuilder;
 use super::{GenericPlanNode, GenericPlanRef};
 use crate::catalog::source_catalog::SourceCatalog;
+use crate::catalog::ColumnId;
 use crate::optimizer::optimizer_context::OptimizerContextRef;
 use crate::TableCatalog;
 
 /// [`Source`] returns contents of a table or other equivalent object
 #[derive(Debug, Clone)]
 pub struct Source {
-    pub catalog: Rc<SourceCatalog>,
+    /// If there is an external stream source, `catalog` will be `Some`. Otherwise, it is `None`.
+    pub catalog: Option<Rc<SourceCatalog>>,
+    /// NOTE(Yuanxin): Here we store column descriptions, pk column ids, and row id index for plan
+    /// generating, even if there is no external stream source.
+    pub column_descs: Vec<ColumnDesc>,
+    pub pk_col_ids: Vec<ColumnId>,
+    pub row_id_index: Option<usize>,
+    /// Whether the "SourceNode" should generate the row id column for append only source
+    pub gen_row_id: bool,
 }
 
 impl GenericPlanNode for Source {
     fn schema(&self) -> Schema {
-        let fields = self
-            .catalog
-            .columns
-            .iter()
-            .map(|c| (&c.column_desc).into())
-            .collect();
+        let fields = self.column_descs.iter().map(Into::into).collect();
         Schema { fields }
     }
 
     fn logical_pk(&self) -> Option<Vec<usize>> {
         let mut id_to_idx = HashMap::new();
-        self.catalog
-            .columns
-            .iter()
-            .enumerate()
-            .for_each(|(idx, c)| {
-                id_to_idx.insert(c.column_id(), idx);
-            });
-        self.catalog
-            .pk_col_ids
+        self.column_descs.iter().enumerate().for_each(|(idx, c)| {
+            id_to_idx.insert(c.column_id, idx);
+        });
+        self.pk_col_ids
             .iter()
             .map(|c| id_to_idx.get(c).copied())
             .collect::<Option<Vec<_>>>()
diff --git a/src/frontend/src/optimizer/plan_node/logical_agg.rs b/src/frontend/src/optimizer/plan_node/logical_agg.rs
index bc38a4792fab9..2795659240391 100644
--- a/src/frontend/src/optimizer/plan_node/logical_agg.rs
+++ b/src/frontend/src/optimizer/plan_node/logical_agg.rs
@@ -33,7 +33,10 @@ use crate::catalog::table_catalog::TableCatalog;
 use crate::expr::{
     AggCall, Expr, ExprImpl, ExprRewriter, ExprType, FunctionCall, InputRef, Literal, OrderBy,
 };
-use crate::optimizer::plan_node::{gen_filter_and_pushdown, BatchSortAgg, LogicalProject};
+use crate::optimizer::plan_node::{
+    gen_filter_and_pushdown, BatchSortAgg, ColumnPruningContext, LogicalProject,
+    PredicatePushdownContext, RewriteStreamContext, ToStreamContext,
+};
 use crate::optimizer::property::Direction::{Asc, Desc};
 use crate::optimizer::property::{
     Distribution, FieldOrder, FunctionalDependencySet, Order, RequiredDist,
@@ -773,7 +776,7 @@ impl fmt::Display for LogicalAgg {
 }
 
 impl ColPrunable for LogicalAgg {
-    fn prune_col(&self, required_cols: &[usize]) -> PlanRef {
+    fn prune_col(&self, required_cols: &[usize], ctx: &mut ColumnPruningContext) -> PlanRef {
         let group_key_required_cols = FixedBitSet::from_iter(self.group_key().iter().copied());
 
         let (agg_call_required_cols, agg_calls) = {
@@ -808,7 +811,7 @@ impl ColPrunable for LogicalAgg {
             self.input().schema().len(),
         );
         let agg = {
-            let input = self.input().prune_col(&input_required_cols);
+            let input = self.input().prune_col(&input_required_cols, ctx);
             self.rewrite_with_input_agg(input, &agg_calls, input_col_change)
         };
         let new_output_cols = {
@@ -844,7 +847,11 @@ impl ColPrunable for LogicalAgg {
 }
 
 impl PredicatePushdown for LogicalAgg {
-    fn predicate_pushdown(&self, predicate: Condition) -> PlanRef {
+    fn predicate_pushdown(
+        &self,
+        predicate: Condition,
+        ctx: &mut PredicatePushdownContext,
+    ) -> PlanRef {
         let num_group_key = self.group_key().len();
         let num_agg_calls = self.agg_calls().len();
         assert!(num_group_key + num_agg_calls == self.schema().len());
@@ -857,7 +864,7 @@ impl PredicatePushdown for LogicalAgg {
         // When it is constantly false, pushing is wrong - the old plan returns 0 rows but new one
         // returns 1 row.
         if num_group_key == 0 {
-            return gen_filter_and_pushdown(self, predicate, Condition::true_cond());
+            return gen_filter_and_pushdown(self, predicate, Condition::true_cond(), ctx);
         }
 
         // If the filter references agg_calls, we can not push it.
@@ -878,7 +885,7 @@ impl PredicatePushdown for LogicalAgg {
         };
         let pushed_predicate = pushed_predicate.rewrite_expr(&mut subst);
 
-        gen_filter_and_pushdown(self, agg_call_pred, pushed_predicate)
+        gen_filter_and_pushdown(self, agg_call_pred, pushed_predicate, ctx)
     }
 }
 
@@ -919,7 +926,7 @@ impl ToBatch for LogicalAgg {
 }
 
 impl ToStream for LogicalAgg {
-    fn to_stream(&self) -> Result<PlanRef> {
+    fn to_stream(&self, ctx: &mut ToStreamContext) -> Result<PlanRef> {
         // To rewrite StreamAgg, there are two things to do:
         // 1. insert a RowCount(Count with zero argument) at the beginning of agg_calls of
         // LogicalAgg.
@@ -940,7 +947,7 @@ impl ToStream for LogicalAgg {
             .collect_vec();
 
         let logical_agg = LogicalAgg::new(agg_calls, self.group_key().to_vec(), self.input());
-        let stream_agg = logical_agg.gen_dist_stream_agg_plan(self.input().to_stream()?)?;
+        let stream_agg = logical_agg.gen_dist_stream_agg_plan(self.input().to_stream(ctx)?)?;
 
         let stream_project = StreamProject::new(LogicalProject::with_out_col_idx(
             stream_agg,
@@ -949,8 +956,11 @@ impl ToStream for LogicalAgg {
         Ok(stream_project.into())
     }
 
-    fn logical_rewrite_for_stream(&self) -> Result<(PlanRef, ColIndexMapping)> {
-        let (input, input_col_change) = self.input().logical_rewrite_for_stream()?;
+    fn logical_rewrite_for_stream(
+        &self,
+        ctx: &mut RewriteStreamContext,
+    ) -> Result<(PlanRef, ColIndexMapping)> {
+        let (input, input_col_change) = self.input().logical_rewrite_for_stream(ctx)?;
         let (agg, out_col_change) = self.rewrite_with_input(input, input_col_change);
         let (map, _) = out_col_change.into_parts();
         let out_col_change = ColIndexMapping::with_target_size(map, agg.schema().len());
@@ -1151,10 +1161,10 @@ mod tests {
             Field::with_name(ty.clone(), "v2"),
             Field::with_name(ty.clone(), "v3"),
         ];
-        let agg = generate_agg_call(ty.clone(), fields.clone()).await;
+        let agg: PlanRef = generate_agg_call(ty.clone(), fields.clone()).await.into();
         // Perform the prune
         let required_cols = vec![0, 1];
-        let plan = agg.prune_col(&required_cols);
+        let plan = agg.prune_col(&required_cols, &mut ColumnPruningContext::new(agg.clone()));
 
         // Check the result
         let agg_new = plan.as_logical_agg().unwrap();
@@ -1190,10 +1200,10 @@ mod tests {
             Field::with_name(ty.clone(), "v2"),
             Field::with_name(ty.clone(), "v3"),
         ];
-        let agg = generate_agg_call(ty.clone(), fields.clone()).await;
+        let agg: PlanRef = generate_agg_call(ty.clone(), fields.clone()).await.into();
         // Perform the prune
         let required_cols = vec![1, 0];
-        let plan = agg.prune_col(&required_cols);
+        let plan = agg.prune_col(&required_cols, &mut ColumnPruningContext::new(agg.clone()));
         // Check the result
         let proj = plan.as_logical_project().unwrap();
         assert_eq!(proj.exprs().len(), 2);
@@ -1249,11 +1259,11 @@ mod tests {
             order_by_fields: vec![],
             filter: Condition::true_cond(),
         };
-        let agg = LogicalAgg::new(vec![agg_call], vec![1], values.into());
+        let agg: PlanRef = LogicalAgg::new(vec![agg_call], vec![1], values.into()).into();
 
         // Perform the prune
         let required_cols = vec![1];
-        let plan = agg.prune_col(&required_cols);
+        let plan = agg.prune_col(&required_cols, &mut ColumnPruningContext::new(agg.clone()));
 
         // Check the result
         let project = plan.as_logical_project().unwrap();
@@ -1323,11 +1333,11 @@ mod tests {
                 filter: Condition::true_cond(),
             },
         ];
-        let agg = LogicalAgg::new(agg_calls, vec![1, 2], values.into());
+        let agg: PlanRef = LogicalAgg::new(agg_calls, vec![1, 2], values.into()).into();
 
         // Perform the prune
         let required_cols = vec![0, 3];
-        let plan = agg.prune_col(&required_cols);
+        let plan = agg.prune_col(&required_cols, &mut ColumnPruningContext::new(agg.clone()));
         // Check the result
         let project = plan.as_logical_project().unwrap();
         assert_eq!(project.exprs().len(), 2);
diff --git a/src/frontend/src/optimizer/plan_node/logical_apply.rs b/src/frontend/src/optimizer/plan_node/logical_apply.rs
index 58ec82938c3fe..df3ccda81c918 100644
--- a/src/frontend/src/optimizer/plan_node/logical_apply.rs
+++ b/src/frontend/src/optimizer/plan_node/logical_apply.rs
@@ -24,7 +24,10 @@ use super::{
     PredicatePushdown, ToBatch, ToStream,
 };
 use crate::expr::{CorrelatedId, Expr, ExprImpl, ExprRewriter, InputRef};
-use crate::optimizer::plan_node::LogicalFilter;
+use crate::optimizer::plan_node::{
+    ColumnPruningContext, LogicalFilter, PredicatePushdownContext, RewriteStreamContext,
+    ToStreamContext,
+};
 use crate::optimizer::property::FunctionalDependencySet;
 use crate::utils::{ColIndexMapping, Condition, ConditionDisplay};
 
@@ -287,13 +290,17 @@ impl PlanTreeNodeBinary for LogicalApply {
 impl_plan_tree_node_for_binary! { LogicalApply }
 
 impl ColPrunable for LogicalApply {
-    fn prune_col(&self, _: &[usize]) -> PlanRef {
+    fn prune_col(&self, _required_cols: &[usize], _ctx: &mut ColumnPruningContext) -> PlanRef {
         panic!("LogicalApply should be unnested")
     }
 }
 
 impl PredicatePushdown for LogicalApply {
-    fn predicate_pushdown(&self, mut predicate: Condition) -> PlanRef {
+    fn predicate_pushdown(
+        &self,
+        mut predicate: Condition,
+        ctx: &mut PredicatePushdownContext,
+    ) -> PlanRef {
         let left_col_num = self.left().schema().len();
         let right_col_num = self.right().schema().len();
         let join_type = self.join_type();
@@ -324,8 +331,8 @@ impl PredicatePushdown for LogicalApply {
         let left_predicate = left_from_filter.and(left_from_on);
         let right_predicate = right_from_filter.and(right_from_on);
 
-        let new_left = self.left().predicate_pushdown(left_predicate);
-        let new_right = self.right().predicate_pushdown(right_predicate);
+        let new_left = self.left().predicate_pushdown(left_predicate, ctx);
+        let new_right = self.right().predicate_pushdown(right_predicate, ctx);
 
         let new_apply = LogicalApply::create(
             new_left,
@@ -349,13 +356,16 @@ impl ToBatch for LogicalApply {
 }
 
 impl ToStream for LogicalApply {
-    fn to_stream(&self) -> Result<PlanRef> {
+    fn to_stream(&self, _ctx: &mut ToStreamContext) -> Result<PlanRef> {
         Err(RwError::from(ErrorCode::InternalError(
             "LogicalApply should be unnested".to_string(),
         )))
     }
 
-    fn logical_rewrite_for_stream(&self) -> Result<(PlanRef, ColIndexMapping)> {
+    fn logical_rewrite_for_stream(
+        &self,
+        _ctx: &mut RewriteStreamContext,
+    ) -> Result<(PlanRef, ColIndexMapping)> {
         Err(RwError::from(ErrorCode::InternalError(
             "LogicalApply should be unnested".to_string(),
         )))
diff --git a/src/frontend/src/optimizer/plan_node/logical_delete.rs b/src/frontend/src/optimizer/plan_node/logical_delete.rs
index b99ba9e19db71..2c9cd67078c08 100644
--- a/src/frontend/src/optimizer/plan_node/logical_delete.rs
+++ b/src/frontend/src/optimizer/plan_node/logical_delete.rs
@@ -23,8 +23,11 @@ use super::{
     PredicatePushdown, ToBatch, ToStream,
 };
 use crate::catalog::TableId;
+use crate::optimizer::plan_node::{
+    ColumnPruningContext, PredicatePushdownContext, RewriteStreamContext, ToStreamContext,
+};
 use crate::optimizer::property::FunctionalDependencySet;
-use crate::utils::Condition;
+use crate::utils::{ColIndexMapping, Condition};
 
 /// [`LogicalDelete`] iterates on input relation and delete the data from specified table.
 ///
@@ -32,20 +35,14 @@ use crate::utils::Condition;
 #[derive(Debug, Clone)]
 pub struct LogicalDelete {
     pub base: PlanBase,
-    table_source_name: String, // explain-only
-    source_id: TableId,        // TODO: use SourceId
-    associated_mview_id: TableId,
+    table_name: String, // explain-only
+    table_id: TableId,
     input: PlanRef,
 }
 
 impl LogicalDelete {
     /// Create a [`LogicalDelete`] node. Used internally by optimizer.
-    pub fn new(
-        input: PlanRef,
-        table_source_name: String,
-        source_id: TableId,
-        table_id: TableId,
-    ) -> Self {
+    pub fn new(input: PlanRef, table_name: String, table_id: TableId) -> Self {
         let ctx = input.ctx();
         // TODO: support `RETURNING`.
         let schema = Schema::new(vec![Field::unnamed(DataType::Int64)]);
@@ -53,36 +50,24 @@ impl LogicalDelete {
         let base = PlanBase::new_logical(ctx, schema, vec![], fd_set);
         Self {
             base,
-            table_source_name,
-            source_id,
-            associated_mview_id: table_id,
+            table_name,
+            table_id,
             input,
         }
     }
 
     /// Create a [`LogicalDelete`] node. Used by planner.
-    pub fn create(
-        input: PlanRef,
-        table_source_name: String,
-        source_id: TableId,
-        table_id: TableId,
-    ) -> Result<Self> {
-        Ok(Self::new(input, table_source_name, source_id, table_id))
+    pub fn create(input: PlanRef, table_name: String, table_id: TableId) -> Result<Self> {
+        Ok(Self::new(input, table_name, table_id))
     }
 
     pub(super) fn fmt_with_name(&self, f: &mut fmt::Formatter<'_>, name: &str) -> fmt::Result {
-        write!(f, "{} {{ table: {} }}", name, self.table_source_name)
+        write!(f, "{} {{ table: {} }}", name, self.table_name)
     }
 
-    /// Get the logical delete's source id.
     #[must_use]
-    pub fn source_id(&self) -> TableId {
-        self.source_id
-    }
-
-    #[must_use]
-    pub fn associated_mview_id(&self) -> TableId {
-        self.associated_mview_id
+    pub fn table_id(&self) -> TableId {
+        self.table_id
     }
 }
 
@@ -92,12 +77,7 @@ impl PlanTreeNodeUnary for LogicalDelete {
     }
 
     fn clone_with_input(&self, input: PlanRef) -> Self {
-        Self::new(
-            input,
-            self.table_source_name.clone(),
-            self.source_id,
-            self.associated_mview_id,
-        )
+        Self::new(input, self.table_name.clone(), self.table_id)
     }
 }
 
@@ -110,16 +90,20 @@ impl fmt::Display for LogicalDelete {
 }
 
 impl ColPrunable for LogicalDelete {
-    fn prune_col(&self, _required_cols: &[usize]) -> PlanRef {
+    fn prune_col(&self, _required_cols: &[usize], ctx: &mut ColumnPruningContext) -> PlanRef {
         let required_cols: Vec<_> = (0..self.input.schema().len()).collect();
-        self.clone_with_input(self.input.prune_col(&required_cols))
+        self.clone_with_input(self.input.prune_col(&required_cols, ctx))
             .into()
     }
 }
 
 impl PredicatePushdown for LogicalDelete {
-    fn predicate_pushdown(&self, predicate: Condition) -> PlanRef {
-        gen_filter_and_pushdown(self, predicate, Condition::true_cond())
+    fn predicate_pushdown(
+        &self,
+        predicate: Condition,
+        ctx: &mut PredicatePushdownContext,
+    ) -> PlanRef {
+        gen_filter_and_pushdown(self, predicate, Condition::true_cond(), ctx)
     }
 }
 
@@ -132,11 +116,14 @@ impl ToBatch for LogicalDelete {
 }
 
 impl ToStream for LogicalDelete {
-    fn to_stream(&self) -> Result<PlanRef> {
+    fn to_stream(&self, _ctx: &mut ToStreamContext) -> Result<PlanRef> {
         unreachable!("delete should always be converted to batch plan");
     }
 
-    fn logical_rewrite_for_stream(&self) -> Result<(PlanRef, crate::utils::ColIndexMapping)> {
+    fn logical_rewrite_for_stream(
+        &self,
+        _ctx: &mut RewriteStreamContext,
+    ) -> Result<(PlanRef, ColIndexMapping)> {
         unreachable!("delete should always be converted to batch plan");
     }
 }
diff --git a/src/frontend/src/optimizer/plan_node/logical_expand.rs b/src/frontend/src/optimizer/plan_node/logical_expand.rs
index 8ba5f762fea63..7c1145bcfee2c 100644
--- a/src/frontend/src/optimizer/plan_node/logical_expand.rs
+++ b/src/frontend/src/optimizer/plan_node/logical_expand.rs
@@ -23,6 +23,9 @@ use super::{
     gen_filter_and_pushdown, generic, BatchExpand, ColPrunable, PlanBase, PlanRef,
     PlanTreeNodeUnary, PredicatePushdown, StreamExpand, ToBatch, ToStream,
 };
+use crate::optimizer::plan_node::{
+    ColumnPruningContext, PredicatePushdownContext, RewriteStreamContext, ToStreamContext,
+};
 use crate::optimizer::property::FunctionalDependencySet;
 use crate::utils::{ColIndexMapping, Condition};
 
@@ -149,19 +152,23 @@ impl fmt::Display for LogicalExpand {
 }
 
 impl ColPrunable for LogicalExpand {
-    fn prune_col(&self, _required_cols: &[usize]) -> PlanRef {
+    fn prune_col(&self, _required_cols: &[usize], _ctx: &mut ColumnPruningContext) -> PlanRef {
         todo!("prune_col of LogicalExpand is not implemented yet.");
     }
 }
 
 impl PredicatePushdown for LogicalExpand {
-    fn predicate_pushdown(&self, predicate: Condition) -> PlanRef {
+    fn predicate_pushdown(
+        &self,
+        predicate: Condition,
+        ctx: &mut PredicatePushdownContext,
+    ) -> PlanRef {
         // TODO: how to do predicate pushdown for Expand?
         //
         // let new_input = self.input.predicate_pushdown(predicate);
         // self.clone_with_input(new_input).into()
 
-        gen_filter_and_pushdown(self, predicate, Condition::true_cond())
+        gen_filter_and_pushdown(self, predicate, Condition::true_cond(), ctx)
     }
 }
 
@@ -174,14 +181,17 @@ impl ToBatch for LogicalExpand {
 }
 
 impl ToStream for LogicalExpand {
-    fn logical_rewrite_for_stream(&self) -> Result<(PlanRef, ColIndexMapping)> {
-        let (input, input_col_change) = self.input().logical_rewrite_for_stream()?;
+    fn logical_rewrite_for_stream(
+        &self,
+        ctx: &mut RewriteStreamContext,
+    ) -> Result<(PlanRef, ColIndexMapping)> {
+        let (input, input_col_change) = self.input().logical_rewrite_for_stream(ctx)?;
         let (expand, out_col_change) = self.rewrite_with_input(input, input_col_change);
         Ok((expand.into(), out_col_change))
     }
 
-    fn to_stream(&self) -> Result<PlanRef> {
-        let new_input = self.input().to_stream()?;
+    fn to_stream(&self, ctx: &mut ToStreamContext) -> Result<PlanRef> {
+        let new_input = self.input().to_stream(ctx)?;
         let new_logical = self.clone_with_input(new_input);
         Ok(StreamExpand::new(new_logical).into())
     }
diff --git a/src/frontend/src/optimizer/plan_node/logical_filter.rs b/src/frontend/src/optimizer/plan_node/logical_filter.rs
index e5bf12f789862..21122b9ff3a48 100644
--- a/src/frontend/src/optimizer/plan_node/logical_filter.rs
+++ b/src/frontend/src/optimizer/plan_node/logical_filter.rs
@@ -29,7 +29,10 @@ use super::{
 };
 use crate::expr::{assert_input_ref, ExprImpl, FunctionCall, InputRef};
 use crate::optimizer::plan_node::stream_now::StreamNow;
-use crate::optimizer::plan_node::{BatchFilter, StreamDynamicFilter, StreamFilter, StreamProject};
+use crate::optimizer::plan_node::{
+    BatchFilter, ColumnPruningContext, PredicatePushdownContext, RewriteStreamContext,
+    StreamDynamicFilter, StreamFilter, StreamProject, ToStreamContext,
+};
 use crate::utils::{ColIndexMapping, Condition, ConditionDisplay};
 
 /// `LogicalFilter` iterates over its input and returns elements for which `predicate` evaluates to
@@ -135,7 +138,7 @@ impl fmt::Display for LogicalFilter {
 }
 
 impl ColPrunable for LogicalFilter {
-    fn prune_col(&self, required_cols: &[usize]) -> PlanRef {
+    fn prune_col(&self, required_cols: &[usize], ctx: &mut ColumnPruningContext) -> PlanRef {
         let required_cols_bitset = FixedBitSet::from_iter(required_cols.iter().copied());
 
         let mut visitor = CollectInputRef::with_capacity(self.input().schema().len());
@@ -154,7 +157,8 @@ impl ColPrunable for LogicalFilter {
         );
         predicate = predicate.rewrite_expr(&mut mapping);
 
-        let filter = LogicalFilter::new(self.input().prune_col(&input_required_cols), predicate);
+        let filter =
+            LogicalFilter::new(self.input().prune_col(&input_required_cols, ctx), predicate);
         if input_required_cols == required_cols {
             filter.into()
         } else {
@@ -176,9 +180,13 @@ impl ColPrunable for LogicalFilter {
 }
 
 impl PredicatePushdown for LogicalFilter {
-    fn predicate_pushdown(&self, predicate: Condition) -> PlanRef {
+    fn predicate_pushdown(
+        &self,
+        predicate: Condition,
+        ctx: &mut PredicatePushdownContext,
+    ) -> PlanRef {
         let predicate = predicate.and(self.predicate().clone());
-        self.input().predicate_pushdown(predicate)
+        self.input().predicate_pushdown(predicate, ctx)
     }
 }
 
@@ -203,8 +211,8 @@ fn convert_comparator_to_priority(comparator: Type) -> i32 {
 }
 
 impl ToStream for LogicalFilter {
-    fn to_stream(&self) -> Result<PlanRef> {
-        let new_input = self.input().to_stream()?;
+    fn to_stream(&self, ctx: &mut ToStreamContext) -> Result<PlanRef> {
+        let new_input = self.input().to_stream(ctx)?;
 
         let predicate = self.predicate();
         let has_now = predicate
@@ -326,8 +334,11 @@ impl ToStream for LogicalFilter {
         }
     }
 
-    fn logical_rewrite_for_stream(&self) -> Result<(PlanRef, ColIndexMapping)> {
-        let (input, input_col_change) = self.input().logical_rewrite_for_stream()?;
+    fn logical_rewrite_for_stream(
+        &self,
+        ctx: &mut RewriteStreamContext,
+    ) -> Result<(PlanRef, ColIndexMapping)> {
+        let (input, input_col_change) = self.input().logical_rewrite_for_stream(ctx)?;
         let (filter, out_col_change) = self.rewrite_with_input(input, input_col_change);
         Ok((filter.into(), out_col_change))
     }
@@ -389,7 +400,10 @@ mod tests {
 
         // Perform the prune
         let required_cols = vec![2];
-        let plan = filter.prune_col(&required_cols);
+        let plan = filter.prune_col(
+            &required_cols,
+            &mut ColumnPruningContext::new(filter.clone()),
+        );
 
         // Check the result
         let project = plan.as_logical_project().unwrap();
@@ -454,7 +468,10 @@ mod tests {
 
         // Perform the prune
         let required_cols = vec![1, 0];
-        let plan = filter.prune_col(&required_cols);
+        let plan = filter.prune_col(
+            &required_cols,
+            &mut ColumnPruningContext::new(filter.clone()),
+        );
 
         // Check the result
         let project = plan.as_logical_project().unwrap();
@@ -515,11 +532,15 @@ mod tests {
             )
             .unwrap(),
         ));
-        let filter = LogicalFilter::new(values.into(), Condition::with_expr(predicate));
+        let filter: PlanRef =
+            LogicalFilter::new(values.into(), Condition::with_expr(predicate)).into();
 
         // Perform the prune
         let required_cols = vec![1, 2];
-        let plan = filter.prune_col(&required_cols);
+        let plan = filter.prune_col(
+            &required_cols,
+            &mut ColumnPruningContext::new(filter.clone()),
+        );
 
         // Check the result
         let filter = plan.as_logical_filter().unwrap();
diff --git a/src/frontend/src/optimizer/plan_node/logical_hop_window.rs b/src/frontend/src/optimizer/plan_node/logical_hop_window.rs
index 9527ea5da3e6a..5046784e483e2 100644
--- a/src/frontend/src/optimizer/plan_node/logical_hop_window.rs
+++ b/src/frontend/src/optimizer/plan_node/logical_hop_window.rs
@@ -26,6 +26,9 @@ use super::{
     PlanTreeNodeUnary, PredicatePushdown, StreamHopWindow, ToBatch, ToStream,
 };
 use crate::expr::InputRef;
+use crate::optimizer::plan_node::{
+    ColumnPruningContext, PredicatePushdownContext, RewriteStreamContext, ToStreamContext,
+};
 use crate::optimizer::property::Order;
 use crate::utils::{ColIndexMapping, Condition};
 
@@ -264,7 +267,7 @@ impl fmt::Display for LogicalHopWindow {
 }
 
 impl ColPrunable for LogicalHopWindow {
-    fn prune_col(&self, required_cols: &[usize]) -> PlanRef {
+    fn prune_col(&self, required_cols: &[usize], ctx: &mut ColumnPruningContext) -> PlanRef {
         let o2i = self.o2i_col_mapping();
         let input_required_cols = {
             let mut tmp = FixedBitSet::with_capacity(self.schema().len());
@@ -275,7 +278,7 @@ impl ColPrunable for LogicalHopWindow {
             tmp.put(self.core.time_col.index());
             tmp.ones().collect_vec()
         };
-        let input = self.input().prune_col(&input_required_cols);
+        let input = self.input().prune_col(&input_required_cols, ctx);
         let input_change = ColIndexMapping::with_remaining_columns(
             &input_required_cols,
             self.input().schema().len(),
@@ -290,27 +293,31 @@ impl ColPrunable for LogicalHopWindow {
                 WindowStart,
                 WindowEnd,
             }
+            let output2internal = self.output2internal_col_mapping();
             // map the indices from output to input
             let input_required_cols = required_cols
                 .iter()
                 .filter_map(|&idx| {
                     if let Some(idx) = o2i.try_map(idx) {
                         Some(IndexType::Input(idx))
-                    } else if idx == self.window_start_col_idx() {
-                        Some(IndexType::WindowStart)
-                    } else if idx == self.window_end_col_idx() {
-                        Some(IndexType::WindowEnd)
+                    } else if let Some(idx) = output2internal.try_map(idx) {
+                        if idx == self.window_start_col_idx() {
+                            Some(IndexType::WindowStart)
+                        } else if idx == self.window_end_col_idx() {
+                            Some(IndexType::WindowEnd)
+                        } else {
+                            None
+                        }
                     } else {
                         None
                     }
                 })
                 .collect_vec();
             // this mapping will only keeps required columns
-            let mapping = input_change.composite(&new_hop.i2o_col_mapping());
             input_required_cols
                 .iter()
                 .filter_map(|&idx| match idx {
-                    IndexType::Input(x) => mapping.try_map(x),
+                    IndexType::Input(x) => input_change.try_map(x),
                     IndexType::WindowStart => Some(new_hop.window_start_col_idx()),
                     IndexType::WindowEnd => Some(new_hop.window_end_col_idx()),
                 })
@@ -323,7 +330,11 @@ impl ColPrunable for LogicalHopWindow {
 impl PredicatePushdown for LogicalHopWindow {
     /// Keep predicate on time window parameters (`window_start`, `window_end`),
     /// the rest may be pushed-down.
-    fn predicate_pushdown(&self, predicate: Condition) -> PlanRef {
+    fn predicate_pushdown(
+        &self,
+        predicate: Condition,
+        ctx: &mut PredicatePushdownContext,
+    ) -> PlanRef {
         let mut window_columns = FixedBitSet::with_capacity(self.schema().len());
 
         let window_start_idx = self.window_start_col_idx();
@@ -336,7 +347,7 @@ impl PredicatePushdown for LogicalHopWindow {
         let (time_window_pred, pushed_predicate) = predicate.split_disjoint(&window_columns);
         let mut mapping = self.o2i_col_mapping();
         let pushed_predicate = pushed_predicate.rewrite_expr(&mut mapping);
-        gen_filter_and_pushdown(self, time_window_pred, pushed_predicate)
+        gen_filter_and_pushdown(self, time_window_pred, pushed_predicate, ctx)
     }
 }
 
@@ -349,14 +360,17 @@ impl ToBatch for LogicalHopWindow {
 }
 
 impl ToStream for LogicalHopWindow {
-    fn to_stream(&self) -> Result<PlanRef> {
-        let new_input = self.input().to_stream()?;
+    fn to_stream(&self, ctx: &mut ToStreamContext) -> Result<PlanRef> {
+        let new_input = self.input().to_stream(ctx)?;
         let new_logical = self.clone_with_input(new_input);
         Ok(StreamHopWindow::new(new_logical).into())
     }
 
-    fn logical_rewrite_for_stream(&self) -> Result<(PlanRef, ColIndexMapping)> {
-        let (input, input_col_change) = self.input().logical_rewrite_for_stream()?;
+    fn logical_rewrite_for_stream(
+        &self,
+        ctx: &mut RewriteStreamContext,
+    ) -> Result<(PlanRef, ColIndexMapping)> {
+        let (input, input_col_change) = self.input().logical_rewrite_for_stream(ctx)?;
         let (hop, out_col_change) = self.rewrite_with_input(input.clone(), input_col_change);
         let (input, time_col, window_slide, window_size, mut output_indices) = hop.into_parts();
         if !output_indices.contains(&input.schema().len())
@@ -432,7 +446,10 @@ mod test {
         .into();
         // Perform the prune
         let required_cols = vec![4, 2, 3];
-        let plan = hop_window.prune_col(&required_cols);
+        let plan = hop_window.prune_col(
+            &required_cols,
+            &mut ColumnPruningContext::new(hop_window.clone()),
+        );
         println!(
             "{}\n{}",
             hop_window.explain_to_string().unwrap(),
@@ -448,6 +465,10 @@ mod test {
         assert_eq!(values.schema().fields().len(), 2);
         assert_eq!(values.schema().fields()[0], fields[0]);
         assert_eq!(values.schema().fields()[1], fields[2]);
+
+        let required_cols = (0..plan.schema().len()).collect_vec();
+        let plan2 = plan.prune_col(&required_cols, &mut ColumnPruningContext::new(plan.clone()));
+        assert_eq!(plan2.schema(), plan.schema());
     }
 
     #[tokio::test]
diff --git a/src/frontend/src/optimizer/plan_node/logical_insert.rs b/src/frontend/src/optimizer/plan_node/logical_insert.rs
index 4300c46ba2bae..55bbb88c4c1bb 100644
--- a/src/frontend/src/optimizer/plan_node/logical_insert.rs
+++ b/src/frontend/src/optimizer/plan_node/logical_insert.rs
@@ -23,8 +23,11 @@ use super::{
     PredicatePushdown, ToBatch, ToStream,
 };
 use crate::catalog::TableId;
+use crate::optimizer::plan_node::{
+    ColumnPruningContext, PredicatePushdownContext, RewriteStreamContext, ToStreamContext,
+};
 use crate::optimizer::property::FunctionalDependencySet;
-use crate::utils::Condition;
+use crate::utils::{ColIndexMapping, Condition};
 
 /// `LogicalInsert` iterates on input relation and insert the data into specified table.
 ///
@@ -34,10 +37,10 @@ use crate::utils::Condition;
 pub struct LogicalInsert {
     pub base: PlanBase,
     table_source_name: String, // explain-only
-    source_id: TableId,        // TODO: use SourceId
-    associated_mview_id: TableId,
+    table_id: TableId,
     input: PlanRef,
-    column_idxs: Vec<usize>, // columns in which to insert
+    column_indices: Vec<usize>, // columns in which to insert
+    row_id_index: Option<usize>,
 }
 
 impl LogicalInsert {
@@ -45,9 +48,9 @@ impl LogicalInsert {
     pub fn new(
         input: PlanRef,
         table_source_name: String,
-        source_id: TableId,
-        associated_mview_id: TableId,
-        column_idxs: Vec<usize>,
+        table_id: TableId,
+        column_indices: Vec<usize>,
+        row_id_index: Option<usize>,
     ) -> Self {
         let ctx = input.ctx();
         let schema = Schema::new(vec![Field::unnamed(DataType::Int64)]);
@@ -56,10 +59,10 @@ impl LogicalInsert {
         Self {
             base,
             table_source_name,
-            source_id,
-            associated_mview_id,
+            table_id,
             input,
-            column_idxs,
+            column_indices,
+            row_id_index,
         }
     }
 
@@ -67,16 +70,16 @@ impl LogicalInsert {
     pub fn create(
         input: PlanRef,
         table_source_name: String,
-        source_id: TableId,
         table_id: TableId,
-        column_idxs: Vec<usize>,
+        column_indices: Vec<usize>,
+        row_id_index: Option<usize>,
     ) -> Result<Self> {
         Ok(Self::new(
             input,
             table_source_name,
-            source_id,
             table_id,
-            column_idxs,
+            column_indices,
+            row_id_index,
         ))
     }
 
@@ -84,21 +87,20 @@ impl LogicalInsert {
         write!(f, "{} {{ table: {} }}", name, self.table_source_name)
     }
 
-    /// Get the logical insert's source id.
+    // Get the column indexes in which to insert to
     #[must_use]
-    pub fn source_id(&self) -> TableId {
-        self.source_id
+    pub fn column_indices(&self) -> Vec<usize> {
+        self.column_indices.clone()
     }
 
-    // Get the column indexes in which to insert to
     #[must_use]
-    pub fn column_idxs(&self) -> Vec<usize> {
-        self.column_idxs.clone()
+    pub fn table_id(&self) -> TableId {
+        self.table_id
     }
 
     #[must_use]
-    pub fn associated_mview_id(&self) -> TableId {
-        self.associated_mview_id
+    pub fn row_id_index(&self) -> Option<usize> {
+        self.row_id_index
     }
 }
 
@@ -111,9 +113,9 @@ impl PlanTreeNodeUnary for LogicalInsert {
         Self::new(
             input,
             self.table_source_name.clone(),
-            self.source_id,
-            self.associated_mview_id,
-            self.column_idxs.clone(),
+            self.table_id,
+            self.column_indices.clone(),
+            self.row_id_index,
         )
     }
 }
@@ -127,16 +129,20 @@ impl fmt::Display for LogicalInsert {
 }
 
 impl ColPrunable for LogicalInsert {
-    fn prune_col(&self, _required_cols: &[usize]) -> PlanRef {
+    fn prune_col(&self, _required_cols: &[usize], ctx: &mut ColumnPruningContext) -> PlanRef {
         let required_cols: Vec<_> = (0..self.input.schema().len()).collect();
-        self.clone_with_input(self.input.prune_col(&required_cols))
+        self.clone_with_input(self.input.prune_col(&required_cols, ctx))
             .into()
     }
 }
 
 impl PredicatePushdown for LogicalInsert {
-    fn predicate_pushdown(&self, predicate: Condition) -> PlanRef {
-        gen_filter_and_pushdown(self, predicate, Condition::true_cond())
+    fn predicate_pushdown(
+        &self,
+        predicate: Condition,
+        ctx: &mut PredicatePushdownContext,
+    ) -> PlanRef {
+        gen_filter_and_pushdown(self, predicate, Condition::true_cond(), ctx)
     }
 }
 
@@ -149,11 +155,14 @@ impl ToBatch for LogicalInsert {
 }
 
 impl ToStream for LogicalInsert {
-    fn to_stream(&self) -> Result<PlanRef> {
+    fn to_stream(&self, _ctx: &mut ToStreamContext) -> Result<PlanRef> {
         unreachable!("insert should always be converted to batch plan");
     }
 
-    fn logical_rewrite_for_stream(&self) -> Result<(PlanRef, crate::utils::ColIndexMapping)> {
+    fn logical_rewrite_for_stream(
+        &self,
+        _ctx: &mut RewriteStreamContext,
+    ) -> Result<(PlanRef, ColIndexMapping)> {
         unreachable!("insert should always be converted to batch plan");
     }
 }
diff --git a/src/frontend/src/optimizer/plan_node/logical_join.rs b/src/frontend/src/optimizer/plan_node/logical_join.rs
index dab8998b3b2d5..11e07ed38d871 100644
--- a/src/frontend/src/optimizer/plan_node/logical_join.rs
+++ b/src/frontend/src/optimizer/plan_node/logical_join.rs
@@ -32,8 +32,9 @@ use crate::optimizer::max_one_row_visitor::MaxOneRowVisitor;
 use crate::optimizer::plan_node::generic::GenericPlanRef;
 use crate::optimizer::plan_node::utils::IndicesDisplay;
 use crate::optimizer::plan_node::{
-    BatchFilter, BatchHashJoin, BatchLookupJoin, BatchNestedLoopJoin, EqJoinPredicate,
-    LogicalFilter, LogicalScan, StreamDynamicFilter, StreamFilter,
+    BatchFilter, BatchHashJoin, BatchLookupJoin, BatchNestedLoopJoin, ColumnPruningContext,
+    EqJoinPredicate, LogicalFilter, LogicalScan, PredicatePushdownContext, RewriteStreamContext,
+    StreamDynamicFilter, StreamFilter, ToStreamContext,
 };
 use crate::optimizer::plan_visitor::PlanVisitor;
 use crate::optimizer::property::{Distribution, FunctionalDependencySet, Order, RequiredDist};
@@ -170,7 +171,9 @@ impl LogicalJoin {
 
     /// get the Mapping of columnIndex from output column index to internal column index
     pub fn o2i_col_mapping(&self) -> ColIndexMapping {
-        self.i2o_col_mapping().inverse()
+        // If output_indices = [0, 0, 1], we should use it as `o2i_col_mapping` directly.
+        // If we use `self.i2o_col_mapping().inverse()`, we will lose the first 0.
+        ColIndexMapping::new(self.output_indices().iter().map(|x| Some(*x)).collect())
     }
 
     fn derive_fd(core: &generic::Join<PlanRef>) -> FunctionalDependencySet {
@@ -719,7 +722,7 @@ impl PlanTreeNodeBinary for LogicalJoin {
 impl_plan_tree_node_for_binary! { LogicalJoin }
 
 impl ColPrunable for LogicalJoin {
-    fn prune_col(&self, required_cols: &[usize]) -> PlanRef {
+    fn prune_col(&self, required_cols: &[usize], ctx: &mut ColumnPruningContext) -> PlanRef {
         // make `required_cols` point to internal table instead of output schema.
         let required_cols = required_cols
             .iter()
@@ -774,8 +777,8 @@ impl ColPrunable for LogicalJoin {
         };
 
         LogicalJoin::with_output_indices(
-            self.left().prune_col(&left_required_cols),
-            self.right().prune_col(&right_required_cols),
+            self.left().prune_col(&left_required_cols, ctx),
+            self.right().prune_col(&right_required_cols, ctx),
             self.join_type(),
             on,
             new_output_indices,
@@ -878,7 +881,11 @@ impl PredicatePushdown for LogicalJoin {
     /// |--------------------------|---------------------|----------------------|
     /// | Join predicate (on)      | Not Pushed          | Pushed               |
     /// | Where predicate (filter) | Pushed              | Not Pushed           |
-    fn predicate_pushdown(&self, mut predicate: Condition) -> PlanRef {
+    fn predicate_pushdown(
+        &self,
+        mut predicate: Condition,
+        ctx: &mut PredicatePushdownContext,
+    ) -> PlanRef {
         let left_col_num = self.left().schema().len();
         let right_col_num = self.right().schema().len();
         let join_type = LogicalJoin::simplify_outer(&predicate, left_col_num, self.join_type());
@@ -963,8 +970,8 @@ impl PredicatePushdown for LogicalJoin {
         let left_predicate = left_predicate.and(left_derived_predicate);
         let right_predicate = right_predicate.and(right_derived_predicate);
 
-        let new_left = self.left().predicate_pushdown(left_predicate);
-        let new_right = self.right().predicate_pushdown(right_predicate);
+        let new_left = self.left().predicate_pushdown(left_predicate, ctx);
+        let new_right = self.right().predicate_pushdown(right_predicate, ctx);
         let new_join = LogicalJoin::with_output_indices(
             new_left,
             new_right,
@@ -980,14 +987,16 @@ impl PredicatePushdown for LogicalJoin {
 }
 
 impl LogicalJoin {
-    fn to_stream_hash_join(&self, predicate: EqJoinPredicate) -> Result<PlanRef> {
+    fn to_stream_hash_join(
+        &self,
+        predicate: EqJoinPredicate,
+        ctx: &mut ToStreamContext,
+    ) -> Result<PlanRef> {
         assert!(predicate.has_eq());
-        let mut right = self
-            .right()
-            .to_stream_with_dist_required(&RequiredDist::shard_by_key(
-                self.right().schema().len(),
-                &predicate.right_eq_indexes(),
-            ))?;
+        let mut right = self.right().to_stream_with_dist_required(
+            &RequiredDist::shard_by_key(self.right().schema().len(), &predicate.right_eq_indexes()),
+            ctx,
+        )?;
         let mut left = self.left();
 
         let r2l = predicate.r2l_eq_columns_mapping(left.schema().len(), right.schema().len());
@@ -998,13 +1007,16 @@ impl LogicalJoin {
             Distribution::HashShard(_) => {
                 let left_dist = r2l
                     .rewrite_required_distribution(&RequiredDist::PhysicalDist(right_dist.clone()));
-                left = left.to_stream_with_dist_required(&left_dist)?;
+                left = left.to_stream_with_dist_required(&left_dist, ctx)?;
             }
             Distribution::UpstreamHashShard(_, _) => {
-                left = left.to_stream_with_dist_required(&RequiredDist::shard_by_key(
-                    self.left().schema().len(),
-                    &predicate.left_eq_indexes(),
-                ))?;
+                left = left.to_stream_with_dist_required(
+                    &RequiredDist::shard_by_key(
+                        self.left().schema().len(),
+                        &predicate.left_eq_indexes(),
+                    ),
+                    ctx,
+                )?;
                 let left_dist = left.distribution();
                 match left_dist {
                     Distribution::HashShard(_) => {
@@ -1061,7 +1073,11 @@ impl LogicalJoin {
         }
     }
 
-    fn to_stream_dynamic_filter(&self, predicate: EqJoinPredicate) -> Result<Option<PlanRef>> {
+    fn to_stream_dynamic_filter(
+        &self,
+        predicate: EqJoinPredicate,
+        ctx: &mut ToStreamContext,
+    ) -> Result<Option<PlanRef>> {
         assert!(!predicate.has_eq());
         // If there is exactly one predicate, it is a comparison (<, <=, >, >=), and the
         // join is a `Inner` join, we can convert the scalar subquery into a
@@ -1106,11 +1122,12 @@ impl LogicalJoin {
             return Ok(None);
         }
 
-        let left = self.left().to_stream()?;
+        let left = self.left().to_stream(ctx)?;
 
-        let right = self
-            .right()
-            .to_stream_with_dist_required(&RequiredDist::PhysicalDist(Distribution::Broadcast))?;
+        let right = self.right().to_stream_with_dist_required(
+            &RequiredDist::PhysicalDist(Distribution::Broadcast),
+            ctx,
+        )?;
 
         assert!(right.as_stream_exchange().is_some());
         assert_eq!(
@@ -1240,7 +1257,7 @@ impl ToBatch for LogicalJoin {
 }
 
 impl ToStream for LogicalJoin {
-    fn to_stream(&self) -> Result<PlanRef> {
+    fn to_stream(&self, ctx: &mut ToStreamContext) -> Result<PlanRef> {
         let predicate = EqJoinPredicate::create(
             self.left().schema().len(),
             self.right().schema().len(),
@@ -1248,8 +1265,8 @@ impl ToStream for LogicalJoin {
         );
 
         if predicate.has_eq() {
-            self.to_stream_hash_join(predicate)
-        } else if let Some(dynamic_filter) = self.to_stream_dynamic_filter(predicate)? {
+            self.to_stream_hash_join(predicate, ctx)
+        } else if let Some(dynamic_filter) = self.to_stream_dynamic_filter(predicate, ctx)? {
             Ok(dynamic_filter)
         } else {
             Err(RwError::from(ErrorCode::NotImplemented(
@@ -1259,10 +1276,13 @@ impl ToStream for LogicalJoin {
         }
     }
 
-    fn logical_rewrite_for_stream(&self) -> Result<(PlanRef, ColIndexMapping)> {
-        let (left, left_col_change) = self.left().logical_rewrite_for_stream()?;
+    fn logical_rewrite_for_stream(
+        &self,
+        ctx: &mut RewriteStreamContext,
+    ) -> Result<(PlanRef, ColIndexMapping)> {
+        let (left, left_col_change) = self.left().logical_rewrite_for_stream(ctx)?;
         let left_len = left.schema().len();
-        let (right, right_col_change) = self.right().logical_rewrite_for_stream()?;
+        let (right, right_col_change) = self.right().logical_rewrite_for_stream(ctx)?;
         let (join, out_col_change) = self.rewrite_with_left_right(
             left.clone(),
             left_col_change,
@@ -1390,16 +1410,17 @@ mod tests {
             .unwrap(),
         ));
         let join_type = JoinType::Inner;
-        let join = LogicalJoin::new(
+        let join: PlanRef = LogicalJoin::new(
             left.into(),
             right.into(),
             join_type,
             Condition::with_expr(on),
-        );
+        )
+        .into();
 
         // Perform the prune
         let required_cols = vec![2, 3];
-        let plan = join.prune_col(&required_cols);
+        let plan = join.prune_col(&required_cols, &mut ColumnPruningContext::new(join.clone()));
 
         // Check the result
         let join = plan.as_logical_join().unwrap();
@@ -1466,11 +1487,11 @@ mod tests {
             );
 
             let offset = if join.is_right_join() { 3 } else { 0 };
-
+            let join: PlanRef = join.into();
             // Perform the prune
             let required_cols = vec![0];
             // key 0 is never used in the join (always key 1)
-            let plan = join.prune_col(&required_cols);
+            let plan = join.prune_col(&required_cols, &mut ColumnPruningContext::new(join.clone()));
             let as_plan = plan.as_logical_join().unwrap();
             // Check the result
             assert_eq!(as_plan.schema().fields().len(), 1);
@@ -1479,7 +1500,7 @@ mod tests {
             // Perform the prune
             let required_cols = vec![0, 1, 2];
             // should not panic here
-            let plan = join.prune_col(&required_cols);
+            let plan = join.prune_col(&required_cols, &mut ColumnPruningContext::new(join.clone()));
             let as_plan = plan.as_logical_join().unwrap();
             // Check the result
             assert_eq!(as_plan.schema().fields().len(), 3);
@@ -1533,16 +1554,17 @@ mod tests {
             .unwrap(),
         ));
         let join_type = JoinType::Inner;
-        let join = LogicalJoin::new(
+        let join: PlanRef = LogicalJoin::new(
             left.into(),
             right.into(),
             join_type,
             Condition::with_expr(on),
-        );
+        )
+        .into();
 
         // Perform the prune
         let required_cols = vec![1, 3];
-        let plan = join.prune_col(&required_cols);
+        let plan = join.prune_col(&required_cols, &mut ColumnPruningContext::new(join.clone()));
 
         // Check the result
         let join = plan.as_logical_join().unwrap();
@@ -1776,16 +1798,17 @@ mod tests {
             .unwrap(),
         ));
         let join_type = JoinType::Inner;
-        let join = LogicalJoin::new(
+        let join: PlanRef = LogicalJoin::new(
             left.into(),
             right.into(),
             join_type,
             Condition::with_expr(on),
-        );
+        )
+        .into();
 
         // Perform the prune
         let required_cols = vec![3, 2];
-        let plan = join.prune_col(&required_cols);
+        let plan = join.prune_col(&required_cols, &mut ColumnPruningContext::new(join.clone()));
 
         // Check the result
         let join = plan.as_logical_join().unwrap();
diff --git a/src/frontend/src/optimizer/plan_node/logical_limit.rs b/src/frontend/src/optimizer/plan_node/logical_limit.rs
index 73618e4ba58e1..1c77ea9000b1f 100644
--- a/src/frontend/src/optimizer/plan_node/logical_limit.rs
+++ b/src/frontend/src/optimizer/plan_node/logical_limit.rs
@@ -20,6 +20,9 @@ use super::{
     gen_filter_and_pushdown, BatchLimit, ColPrunable, PlanBase, PlanRef, PlanTreeNodeUnary,
     PredicatePushdown, ToBatch, ToStream,
 };
+use crate::optimizer::plan_node::{
+    ColumnPruningContext, PredicatePushdownContext, RewriteStreamContext, ToStreamContext,
+};
 use crate::utils::{ColIndexMapping, Condition};
 
 /// `LogicalLimit` fetches up to `limit` rows from `offset`
@@ -90,16 +93,20 @@ impl fmt::Display for LogicalLimit {
 }
 
 impl ColPrunable for LogicalLimit {
-    fn prune_col(&self, required_cols: &[usize]) -> PlanRef {
-        let new_input = self.input.prune_col(required_cols);
+    fn prune_col(&self, required_cols: &[usize], ctx: &mut ColumnPruningContext) -> PlanRef {
+        let new_input = self.input.prune_col(required_cols, ctx);
         self.clone_with_input(new_input).into()
     }
 }
 
 impl PredicatePushdown for LogicalLimit {
-    fn predicate_pushdown(&self, predicate: Condition) -> PlanRef {
+    fn predicate_pushdown(
+        &self,
+        predicate: Condition,
+        ctx: &mut PredicatePushdownContext,
+    ) -> PlanRef {
         // filter can not transpose limit
-        gen_filter_and_pushdown(self, predicate, Condition::true_cond())
+        gen_filter_and_pushdown(self, predicate, Condition::true_cond(), ctx)
     }
 }
 
@@ -112,15 +119,18 @@ impl ToBatch for LogicalLimit {
 }
 
 impl ToStream for LogicalLimit {
-    fn to_stream(&self) -> Result<PlanRef> {
+    fn to_stream(&self, _ctx: &mut ToStreamContext) -> Result<PlanRef> {
         Err(RwError::from(ErrorCode::InvalidInputSyntax(
             "The LIMIT clause can not appear alone in a streaming query. Please add an ORDER BY clause before the LIMIT"
                 .to_string(),
         )))
     }
 
-    fn logical_rewrite_for_stream(&self) -> Result<(PlanRef, ColIndexMapping)> {
-        let (input, input_col_change) = self.input.logical_rewrite_for_stream()?;
+    fn logical_rewrite_for_stream(
+        &self,
+        ctx: &mut RewriteStreamContext,
+    ) -> Result<(PlanRef, ColIndexMapping)> {
+        let (input, input_col_change) = self.input.logical_rewrite_for_stream(ctx)?;
         let (filter, out_col_change) = self.rewrite_with_input(input, input_col_change);
         Ok((filter.into(), out_col_change))
     }
diff --git a/src/frontend/src/optimizer/plan_node/logical_multi_join.rs b/src/frontend/src/optimizer/plan_node/logical_multi_join.rs
index 21ed6d3bdabff..d46b11061baf0 100644
--- a/src/frontend/src/optimizer/plan_node/logical_multi_join.rs
+++ b/src/frontend/src/optimizer/plan_node/logical_multi_join.rs
@@ -24,7 +24,10 @@ use super::{
     PlanTreeNodeBinary, PlanTreeNodeUnary, PredicatePushdown, ToBatch, ToStream,
 };
 use crate::expr::{ExprImpl, ExprRewriter};
-use crate::optimizer::plan_node::PlanTreeNode;
+use crate::optimizer::plan_node::{
+    ColumnPruningContext, PlanTreeNode, PredicatePushdownContext, RewriteStreamContext,
+    ToStreamContext,
+};
 use crate::optimizer::property::FunctionalDependencySet;
 use crate::utils::{ColIndexMapping, Condition, ConditionDisplay, ConnectedComponentLabeller};
 
@@ -484,14 +487,17 @@ impl LogicalMultiJoin {
 }
 
 impl ToStream for LogicalMultiJoin {
-    fn logical_rewrite_for_stream(&self) -> Result<(PlanRef, ColIndexMapping)> {
+    fn logical_rewrite_for_stream(
+        &self,
+        _ctx: &mut RewriteStreamContext,
+    ) -> Result<(PlanRef, ColIndexMapping)> {
         panic!(
             "Method not available for `LogicalMultiJoin` which is a placeholder node with \
              a temporary lifetime. It only facilitates join reordering during logical planning."
         )
     }
 
-    fn to_stream(&self) -> Result<PlanRef> {
+    fn to_stream(&self, _ctx: &mut ToStreamContext) -> Result<PlanRef> {
         panic!(
             "Method not available for `LogicalMultiJoin` which is a placeholder node with \
              a temporary lifetime. It only facilitates join reordering during logical planning."
@@ -509,7 +515,7 @@ impl ToBatch for LogicalMultiJoin {
 }
 
 impl ColPrunable for LogicalMultiJoin {
-    fn prune_col(&self, _required_cols: &[usize]) -> PlanRef {
+    fn prune_col(&self, _required_cols: &[usize], _ctx: &mut ColumnPruningContext) -> PlanRef {
         panic!(
             "Method not available for `LogicalMultiJoin` which is a placeholder node with \
              a temporary lifetime. It only facilitates join reordering during logical planning."
@@ -518,7 +524,11 @@ impl ColPrunable for LogicalMultiJoin {
 }
 
 impl PredicatePushdown for LogicalMultiJoin {
-    fn predicate_pushdown(&self, _predicate: Condition) -> PlanRef {
+    fn predicate_pushdown(
+        &self,
+        _predicate: Condition,
+        _ctx: &mut PredicatePushdownContext,
+    ) -> PlanRef {
         panic!(
             "Method not available for `LogicalMultiJoin` which is a placeholder node with \
              a temporary lifetime. It only facilitates join reordering during logical planning."
diff --git a/src/frontend/src/optimizer/plan_node/logical_over_agg.rs b/src/frontend/src/optimizer/plan_node/logical_over_agg.rs
index 0108def5c2a0e..9fcbf23ff2271 100644
--- a/src/frontend/src/optimizer/plan_node/logical_over_agg.rs
+++ b/src/frontend/src/optimizer/plan_node/logical_over_agg.rs
@@ -26,6 +26,9 @@ use super::{
     PredicatePushdown, ToBatch, ToStream,
 };
 use crate::expr::{Expr, ExprImpl, InputRef, InputRefDisplay, WindowFunction, WindowFunctionType};
+use crate::optimizer::plan_node::{
+    ColumnPruningContext, PredicatePushdownContext, RewriteStreamContext, ToStreamContext,
+};
 use crate::utils::{ColIndexMapping, Condition};
 
 /// Rewritten version of [`WindowFunction`] which uses `InputRef` instead of `ExprImpl`.
@@ -255,18 +258,22 @@ impl fmt::Display for LogicalOverAgg {
 }
 
 impl ColPrunable for LogicalOverAgg {
-    fn prune_col(&self, required_cols: &[usize]) -> PlanRef {
+    fn prune_col(&self, required_cols: &[usize], _ctx: &mut ColumnPruningContext) -> PlanRef {
         let mapping = ColIndexMapping::with_remaining_columns(required_cols, self.schema().len());
         LogicalProject::with_mapping(self.clone().into(), mapping).into()
     }
 }
 
 impl PredicatePushdown for LogicalOverAgg {
-    fn predicate_pushdown(&self, predicate: Condition) -> PlanRef {
+    fn predicate_pushdown(
+        &self,
+        predicate: Condition,
+        ctx: &mut PredicatePushdownContext,
+    ) -> PlanRef {
         let mut window_col = FixedBitSet::with_capacity(self.schema().len());
         window_col.insert(self.schema().len() - 1);
         let (window_pred, other_pred) = predicate.split_disjoint(&window_col);
-        gen_filter_and_pushdown(self, window_pred, other_pred)
+        gen_filter_and_pushdown(self, window_pred, other_pred, ctx)
     }
 }
 
@@ -277,11 +284,14 @@ impl ToBatch for LogicalOverAgg {
 }
 
 impl ToStream for LogicalOverAgg {
-    fn to_stream(&self) -> Result<PlanRef> {
+    fn to_stream(&self, _ctx: &mut ToStreamContext) -> Result<PlanRef> {
         Err(ErrorCode::NotImplemented("OverAgg to stream".to_string(), 4847.into()).into())
     }
 
-    fn logical_rewrite_for_stream(&self) -> Result<(PlanRef, crate::utils::ColIndexMapping)> {
+    fn logical_rewrite_for_stream(
+        &self,
+        _ctx: &mut RewriteStreamContext,
+    ) -> Result<(PlanRef, ColIndexMapping)> {
         Err(ErrorCode::NotImplemented("OverAgg to stream".to_string(), 4847.into()).into())
     }
 }
diff --git a/src/frontend/src/optimizer/plan_node/logical_project.rs b/src/frontend/src/optimizer/plan_node/logical_project.rs
index eafa4a948312b..58b17730d10f6 100644
--- a/src/frontend/src/optimizer/plan_node/logical_project.rs
+++ b/src/frontend/src/optimizer/plan_node/logical_project.rs
@@ -24,7 +24,10 @@ use super::{
     PredicatePushdown, StreamProject, ToBatch, ToStream,
 };
 use crate::expr::{ExprImpl, ExprRewriter, ExprVisitor, InputRef};
-use crate::optimizer::plan_node::CollectInputRef;
+use crate::optimizer::plan_node::{
+    CollectInputRef, ColumnPruningContext, PredicatePushdownContext, RewriteStreamContext,
+    ToStreamContext,
+};
 use crate::optimizer::property::{Distribution, FunctionalDependencySet, Order, RequiredDist};
 use crate::utils::{ColIndexMapping, Condition, Substitute};
 
@@ -164,7 +167,7 @@ impl fmt::Display for LogicalProject {
 }
 
 impl ColPrunable for LogicalProject {
-    fn prune_col(&self, required_cols: &[usize]) -> PlanRef {
+    fn prune_col(&self, required_cols: &[usize], ctx: &mut ColumnPruningContext) -> PlanRef {
         let input_col_num = self.input().schema().len();
         let mut input_required_appeared = FixedBitSet::with_capacity(input_col_num);
 
@@ -185,7 +188,7 @@ impl ColPrunable for LogicalProject {
         };
 
         let input_required_cols = input_required_cols.ones().collect_vec();
-        let new_input = self.input().prune_col(&input_required_cols);
+        let new_input = self.input().prune_col(&input_required_cols, ctx);
         let mut mapping = ColIndexMapping::with_remaining_columns(
             &input_required_cols,
             self.input().schema().len(),
@@ -202,14 +205,18 @@ impl ColPrunable for LogicalProject {
 }
 
 impl PredicatePushdown for LogicalProject {
-    fn predicate_pushdown(&self, predicate: Condition) -> PlanRef {
+    fn predicate_pushdown(
+        &self,
+        predicate: Condition,
+        ctx: &mut PredicatePushdownContext,
+    ) -> PlanRef {
         // convert the predicate to one that references the child of the project
         let mut subst = Substitute {
             mapping: self.exprs().clone(),
         };
         let predicate = predicate.rewrite_expr(&mut subst);
 
-        gen_filter_and_pushdown(self, Condition::true_cond(), predicate)
+        gen_filter_and_pushdown(self, Condition::true_cond(), predicate, ctx)
     }
 }
 
@@ -245,7 +252,11 @@ impl ToBatch for LogicalProject {
 }
 
 impl ToStream for LogicalProject {
-    fn to_stream_with_dist_required(&self, required_dist: &RequiredDist) -> Result<PlanRef> {
+    fn to_stream_with_dist_required(
+        &self,
+        required_dist: &RequiredDist,
+        ctx: &mut ToStreamContext,
+    ) -> Result<PlanRef> {
         let input_required = if required_dist.satisfies(&RequiredDist::AnyShard) {
             RequiredDist::Any
         } else {
@@ -260,7 +271,9 @@ impl ToStream for LogicalProject {
                 _ => input_required,
             }
         };
-        let new_input = self.input().to_stream_with_dist_required(&input_required)?;
+        let new_input = self
+            .input()
+            .to_stream_with_dist_required(&input_required, ctx)?;
         let new_logical = self.clone_with_input(new_input.clone());
         let stream_plan = if let Some(input_proj) = new_input.as_stream_project() {
             let outer_project = new_logical;
@@ -281,12 +294,15 @@ impl ToStream for LogicalProject {
         required_dist.enforce_if_not_satisfies(stream_plan.into(), &Order::any())
     }
 
-    fn to_stream(&self) -> Result<PlanRef> {
-        self.to_stream_with_dist_required(&RequiredDist::Any)
+    fn to_stream(&self, ctx: &mut ToStreamContext) -> Result<PlanRef> {
+        self.to_stream_with_dist_required(&RequiredDist::Any, ctx)
     }
 
-    fn logical_rewrite_for_stream(&self) -> Result<(PlanRef, ColIndexMapping)> {
-        let (input, input_col_change) = self.input().logical_rewrite_for_stream()?;
+    fn logical_rewrite_for_stream(
+        &self,
+        ctx: &mut RewriteStreamContext,
+    ) -> Result<(PlanRef, ColIndexMapping)> {
+        let (input, input_col_change) = self.input().logical_rewrite_for_stream(ctx)?;
         let (proj, out_col_change) = self.rewrite_with_input(input.clone(), input_col_change);
 
         // Add missing columns of input_pk into the select list.
@@ -352,7 +368,7 @@ mod tests {
             },
             ctx,
         );
-        let project = LogicalProject::new(
+        let project: PlanRef = LogicalProject::new(
             values.into(),
             vec![
                 ExprImpl::Literal(Box::new(Literal::new(None, ty.clone()))),
@@ -368,11 +384,15 @@ mod tests {
                     .unwrap(),
                 )),
             ],
-        );
+        )
+        .into();
 
         // Perform the prune
         let required_cols = vec![1, 2];
-        let plan = project.prune_col(&required_cols);
+        let plan = project.prune_col(
+            &required_cols,
+            &mut ColumnPruningContext::new(project.clone()),
+        );
 
         // Check the result
         let project = plan.as_logical_project().unwrap();
diff --git a/src/frontend/src/optimizer/plan_node/logical_project_set.rs b/src/frontend/src/optimizer/plan_node/logical_project_set.rs
index 1eac6b78aba93..f5808f8a6f3fc 100644
--- a/src/frontend/src/optimizer/plan_node/logical_project_set.rs
+++ b/src/frontend/src/optimizer/plan_node/logical_project_set.rs
@@ -22,6 +22,9 @@ use super::{
 };
 use crate::expr::{Expr, ExprImpl, ExprRewriter, FunctionCall, InputRef, TableFunction};
 use crate::optimizer::plan_node::generic::GenericPlanNode;
+use crate::optimizer::plan_node::{
+    ColumnPruningContext, PredicatePushdownContext, RewriteStreamContext, ToStreamContext,
+};
 use crate::optimizer::property::{FunctionalDependencySet, Order};
 use crate::utils::{ColIndexMapping, Condition};
 
@@ -247,7 +250,7 @@ impl fmt::Display for LogicalProjectSet {
 }
 
 impl ColPrunable for LogicalProjectSet {
-    fn prune_col(&self, required_cols: &[usize]) -> PlanRef {
+    fn prune_col(&self, required_cols: &[usize], _ctx: &mut ColumnPruningContext) -> PlanRef {
         // TODO: column pruning for ProjectSet
         let mapping = ColIndexMapping::with_remaining_columns(required_cols, self.schema().len());
         LogicalProject::with_mapping(self.clone().into(), mapping).into()
@@ -255,7 +258,11 @@ impl ColPrunable for LogicalProjectSet {
 }
 
 impl PredicatePushdown for LogicalProjectSet {
-    fn predicate_pushdown(&self, predicate: Condition) -> PlanRef {
+    fn predicate_pushdown(
+        &self,
+        predicate: Condition,
+        _ctx: &mut PredicatePushdownContext,
+    ) -> PlanRef {
         // TODO: predicate pushdown for ProjectSet
         LogicalFilter::create(self.clone().into(), predicate)
     }
@@ -270,8 +277,11 @@ impl ToBatch for LogicalProjectSet {
 }
 
 impl ToStream for LogicalProjectSet {
-    fn logical_rewrite_for_stream(&self) -> Result<(PlanRef, ColIndexMapping)> {
-        let (input, input_col_change) = self.input().logical_rewrite_for_stream()?;
+    fn logical_rewrite_for_stream(
+        &self,
+        ctx: &mut RewriteStreamContext,
+    ) -> Result<(PlanRef, ColIndexMapping)> {
+        let (input, input_col_change) = self.input().logical_rewrite_for_stream(ctx)?;
         let (project_set, out_col_change) =
             self.rewrite_with_input(input.clone(), input_col_change);
 
@@ -303,8 +313,8 @@ impl ToStream for LogicalProjectSet {
 
     // TODO: implement to_stream_with_dist_required like LogicalProject
 
-    fn to_stream(&self) -> Result<PlanRef> {
-        let new_input = self.input().to_stream()?;
+    fn to_stream(&self, ctx: &mut ToStreamContext) -> Result<PlanRef> {
+        let new_input = self.input().to_stream(ctx)?;
         let new_logical = self.clone_with_input(new_input);
         Ok(StreamProjectSet::new(new_logical).into())
     }
diff --git a/src/frontend/src/optimizer/plan_node/logical_scan.rs b/src/frontend/src/optimizer/plan_node/logical_scan.rs
index 282a94cc068e2..da367c53bcbcf 100644
--- a/src/frontend/src/optimizer/plan_node/logical_scan.rs
+++ b/src/frontend/src/optimizer/plan_node/logical_scan.rs
@@ -32,7 +32,10 @@ use crate::expr::{
     CollectInputRef, CorrelatedInputRef, Expr, ExprImpl, ExprRewriter, ExprVisitor, InputRef,
 };
 use crate::optimizer::optimizer_context::OptimizerContextRef;
-use crate::optimizer::plan_node::{BatchSeqScan, LogicalFilter, LogicalProject, LogicalValues};
+use crate::optimizer::plan_node::{
+    BatchSeqScan, ColumnPruningContext, LogicalFilter, LogicalProject, LogicalValues,
+    PredicatePushdownContext, RewriteStreamContext, ToStreamContext,
+};
 use crate::optimizer::property::Direction::Asc;
 use crate::optimizer::property::{FieldOrder, FunctionalDependencySet, Order};
 use crate::optimizer::rule::IndexSelectionRule;
@@ -434,7 +437,7 @@ impl fmt::Display for LogicalScan {
 }
 
 impl ColPrunable for LogicalScan {
-    fn prune_col(&self, required_cols: &[usize]) -> PlanRef {
+    fn prune_col(&self, required_cols: &[usize], _ctx: &mut ColumnPruningContext) -> PlanRef {
         let output_col_idx: Vec<usize> = required_cols
             .iter()
             .map(|i| self.required_col_idx()[*i])
@@ -448,7 +451,11 @@ impl ColPrunable for LogicalScan {
 }
 
 impl PredicatePushdown for LogicalScan {
-    fn predicate_pushdown(&self, mut predicate: Condition) -> PlanRef {
+    fn predicate_pushdown(
+        &self,
+        mut predicate: Condition,
+        _ctx: &mut PredicatePushdownContext,
+    ) -> PlanRef {
         // If the predicate contains `CorrelatedInputRef` or `now()`. We don't push down.
         // This case could come from the predicate push down before the subquery unnesting.
         struct HasCorrelated {}
@@ -465,7 +472,6 @@ impl PredicatePushdown for LogicalScan {
             .conjunctions
             .drain_filter(|expr| expr.count_nows() > 0 || HasCorrelated {}.visit_expr(expr))
             .collect();
-
         let predicate = predicate.rewrite_expr(&mut ColIndexMapping::new(
             self.output_col_idx().iter().map(|i| Some(*i)).collect(),
         ));
@@ -590,7 +596,7 @@ impl ToBatch for LogicalScan {
 }
 
 impl ToStream for LogicalScan {
-    fn to_stream(&self) -> Result<PlanRef> {
+    fn to_stream(&self, ctx: &mut ToStreamContext) -> Result<PlanRef> {
         if self.is_sys_table() {
             return Err(RwError::from(ErrorCode::NotImplemented(
                 "streaming on system table is not allowed".to_string(),
@@ -605,11 +611,14 @@ impl ToStream for LogicalScan {
             if let Some(exprs) = project_expr {
                 plan = LogicalProject::create(plan, exprs)
             }
-            plan.to_stream()
+            plan.to_stream(ctx)
         }
     }
 
-    fn logical_rewrite_for_stream(&self) -> Result<(PlanRef, ColIndexMapping)> {
+    fn logical_rewrite_for_stream(
+        &self,
+        _ctx: &mut RewriteStreamContext,
+    ) -> Result<(PlanRef, ColIndexMapping)> {
         if self.is_sys_table() {
             return Err(RwError::from(ErrorCode::NotImplemented(
                 "streaming on system table is not allowed".to_string(),
diff --git a/src/frontend/src/optimizer/plan_node/logical_share.rs b/src/frontend/src/optimizer/plan_node/logical_share.rs
new file mode 100644
index 0000000000000..e43cd43b0e4a4
--- /dev/null
+++ b/src/frontend/src/optimizer/plan_node/logical_share.rs
@@ -0,0 +1,287 @@
+// Copyright 2022 Singularity Data
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+use std::cell::RefCell;
+use std::fmt;
+
+use risingwave_common::error::ErrorCode::NotImplemented;
+use risingwave_common::error::Result;
+
+use super::generic::{self, GenericPlanNode};
+use super::{
+    ColPrunable, PlanBase, PlanRef, PlanTreeNodeUnary, PredicatePushdown, ToBatch, ToStream,
+};
+use crate::optimizer::plan_node::generic::GenericPlanRef;
+use crate::optimizer::plan_node::{
+    ColumnPruningContext, LogicalProject, PredicatePushdownContext, RewriteStreamContext,
+    StreamShare, ToStreamContext,
+};
+use crate::utils::{ColIndexMapping, Condition};
+
+/// `LogicalShare` operator is used to represent reusing of existing operators.
+/// It is the key operator for DAG plan.
+/// It could have multiple parents which makes it different from other operators.
+/// Currently, it has been used to the following scenarios:
+/// 1. Share source.
+/// 2. Subquery unnesting domain calculation.
+///
+/// A DAG plan example: A self join shares the same source.
+/// ```text
+///     LogicalJoin
+///    /           \
+///   |            |
+///   \           /
+///   LogicalShare
+///        |
+///   LogicalSource
+/// ```
+#[derive(Debug, Clone)]
+pub struct LogicalShare {
+    pub base: PlanBase,
+    core: generic::Share<PlanRef>,
+}
+
+impl LogicalShare {
+    pub fn new(input: PlanRef) -> Self {
+        let ctx = input.ctx();
+        let functional_dependency = input.functional_dependency().clone();
+        let core = generic::Share {
+            input: RefCell::new(input),
+        };
+        let schema = core.schema();
+        let pk_indices = core.logical_pk();
+        let base = PlanBase::new_logical(
+            ctx,
+            schema,
+            pk_indices.unwrap_or_default(),
+            functional_dependency,
+        );
+        LogicalShare { base, core }
+    }
+
+    pub fn create(input: PlanRef) -> PlanRef {
+        LogicalShare::new(input).into()
+    }
+
+    pub(super) fn fmt_with_name(&self, f: &mut fmt::Formatter<'_>, name: &str) -> fmt::Result {
+        write!(f, "{} {{ id = {} }}", name, &self.id().0)
+    }
+}
+
+impl PlanTreeNodeUnary for LogicalShare {
+    fn input(&self) -> PlanRef {
+        self.core.input.borrow().clone()
+    }
+
+    fn clone_with_input(&self, input: PlanRef) -> Self {
+        Self::new(input)
+    }
+
+    #[must_use]
+    fn rewrite_with_input(
+        &self,
+        input: PlanRef,
+        input_col_change: ColIndexMapping,
+    ) -> (Self, ColIndexMapping) {
+        (Self::new(input), input_col_change)
+    }
+}
+
+impl_plan_tree_node_for_unary! {LogicalShare}
+
+impl LogicalShare {
+    pub fn replace_input(&self, plan: PlanRef) {
+        *self.core.input.borrow_mut() = plan;
+    }
+}
+
+impl fmt::Display for LogicalShare {
+    fn fmt(&self, f: &mut fmt::Formatter<'_>) -> fmt::Result {
+        self.fmt_with_name(f, "LogicalShare")
+    }
+}
+
+impl ColPrunable for LogicalShare {
+    fn prune_col(&self, _required_cols: &[usize], _ctx: &mut ColumnPruningContext) -> PlanRef {
+        unimplemented!("call prune_col of the PlanRef instead of calling directly on LogicalShare")
+    }
+}
+
+impl PredicatePushdown for LogicalShare {
+    fn predicate_pushdown(
+        &self,
+        _predicate: Condition,
+        _ctx: &mut PredicatePushdownContext,
+    ) -> PlanRef {
+        unimplemented!(
+            "call predicate_pushdown of the PlanRef instead of calling directly on LogicalShare"
+        )
+    }
+}
+
+impl ToBatch for LogicalShare {
+    fn to_batch(&self) -> Result<PlanRef> {
+        Err(NotImplemented(
+            "batch query doesn't support share operator for now".into(),
+            None.into(),
+        )
+        .into())
+    }
+}
+
+impl ToStream for LogicalShare {
+    fn to_stream(&self, ctx: &mut ToStreamContext) -> Result<PlanRef> {
+        match ctx.get_to_stream_result(self.id()) {
+            None => {
+                let new_input = self.input().to_stream(ctx)?;
+                let new_logical = self.clone_with_input(new_input);
+                let stream_share_ref: PlanRef = StreamShare::new(new_logical).into();
+                ctx.add_to_stream_result(self.id(), stream_share_ref.clone());
+                Ok(stream_share_ref)
+            }
+            Some(cache) => Ok(cache.clone()),
+        }
+    }
+
+    fn logical_rewrite_for_stream(
+        &self,
+        ctx: &mut RewriteStreamContext,
+    ) -> Result<(PlanRef, ColIndexMapping)> {
+        match ctx.get_rewrite_result(self.id()) {
+            None => {
+                let (new_input, col_change) = self.input().logical_rewrite_for_stream(ctx)?;
+                let new_share: PlanRef = self.clone_with_input(new_input).into();
+
+                // FIXME: Add an identity project here to avoid parent exchange connecting directly
+                // to the share operator.
+                let identity = ColIndexMapping::identity(new_share.schema().len());
+                let project: PlanRef = LogicalProject::with_mapping(new_share, identity).into();
+
+                ctx.add_rewrite_result(self.id(), project.clone(), col_change.clone());
+                Ok((project, col_change))
+            }
+            Some(cache) => Ok(cache.clone()),
+        }
+    }
+}
+
+#[cfg(test)]
+mod tests {
+
+    use risingwave_common::catalog::{Field, Schema};
+    use risingwave_common::types::{DataType, ScalarImpl};
+    use risingwave_pb::expr::expr_node::Type;
+    use risingwave_pb::plan_common::JoinType;
+
+    use super::*;
+    use crate::expr::{ExprImpl, FunctionCall, InputRef, Literal};
+    use crate::optimizer::optimizer_context::OptimizerContext;
+    use crate::optimizer::plan_node::{
+        LogicalFilter, LogicalJoin, LogicalValues, PlanTreeNodeBinary,
+    };
+
+    #[tokio::test]
+    async fn test_share_predicate_pushdown() {
+        let ty = DataType::Int32;
+        let ctx = OptimizerContext::mock().await;
+        let fields: Vec<Field> = vec![
+            Field::with_name(ty.clone(), "v1"),
+            Field::with_name(ty.clone(), "v2"),
+            Field::with_name(ty.clone(), "v3"),
+        ];
+        let values1 = LogicalValues::new(vec![], Schema { fields }, ctx);
+
+        let share: PlanRef = LogicalShare::create(values1.into());
+
+        let on: ExprImpl = ExprImpl::FunctionCall(Box::new(
+            FunctionCall::new(
+                Type::Equal,
+                vec![
+                    ExprImpl::InputRef(Box::new(InputRef::new(1, ty.clone()))),
+                    ExprImpl::InputRef(Box::new(InputRef::new(3, ty.clone()))),
+                ],
+            )
+            .unwrap(),
+        ));
+
+        let predicate1: ExprImpl = ExprImpl::FunctionCall(Box::new(
+            FunctionCall::new(
+                Type::Equal,
+                vec![
+                    ExprImpl::InputRef(Box::new(InputRef::new(0, DataType::Int32))),
+                    ExprImpl::Literal(Box::new(Literal::new(
+                        Some(ScalarImpl::from(100)),
+                        DataType::Int32,
+                    ))),
+                ],
+            )
+            .unwrap(),
+        ));
+
+        let predicate2: ExprImpl = ExprImpl::FunctionCall(Box::new(
+            FunctionCall::new(
+                Type::Equal,
+                vec![
+                    ExprImpl::InputRef(Box::new(InputRef::new(4, DataType::Int32))),
+                    ExprImpl::Literal(Box::new(Literal::new(
+                        Some(ScalarImpl::from(200)),
+                        DataType::Int32,
+                    ))),
+                ],
+            )
+            .unwrap(),
+        ));
+
+        let join: PlanRef = LogicalJoin::create(share.clone(), share, JoinType::Inner, on);
+
+        let filter1: PlanRef = LogicalFilter::create_with_expr(join, predicate1);
+
+        let filter2: PlanRef = LogicalFilter::create_with_expr(filter1, predicate2);
+
+        let result = filter2.predicate_pushdown(
+            Condition::true_cond(),
+            &mut PredicatePushdownContext::new(filter2.clone()),
+        );
+
+        // LogicalJoin { type: Inner, on: (v2 = v1) }
+        // ├─LogicalFilter { predicate: (v1 = 100:Int32) }
+        // | └─LogicalShare { id = 2 }
+        // |   └─LogicalFilter { predicate: ((v1 = 100:Int32) OR (v2 = 200:Int32)) }
+        // |     └─LogicalValues { schema: Schema { fields: [v1:Int32, v2:Int32, v3:Int32] } }
+        // └─LogicalFilter { predicate: (v2 = 200:Int32) }
+        //   └─LogicalShare { id = 2 }
+        //     └─LogicalFilter { predicate: ((v1 = 100:Int32) OR (v2 = 200:Int32)) }
+        //       └─LogicalValues { schema: Schema { fields: [v1:Int32, v2:Int32, v3:Int32] } }
+
+        let logical_join: &LogicalJoin = result.as_logical_join().unwrap();
+        let left = logical_join.left();
+        let left_filter: &LogicalFilter = left.as_logical_filter().unwrap();
+        let left_filter_input = left_filter.input();
+        let logical_share: &LogicalShare = left_filter_input.as_logical_share().unwrap();
+        let share_input = logical_share.input();
+        let share_input_filter: &LogicalFilter = share_input.as_logical_filter().unwrap();
+        let disjunctions = share_input_filter.predicate().conjunctions[0]
+            .as_or_disjunctions()
+            .unwrap();
+        assert_eq!(disjunctions.len(), 2);
+        let (input_ref1, _const1) = disjunctions[0].as_eq_const().unwrap();
+        let (input_ref2, _const2) = disjunctions[1].as_eq_const().unwrap();
+        if input_ref1.index() == 0 {
+            assert_eq!(input_ref2.index(), 1);
+        } else {
+            assert_eq!(input_ref1.index(), 1);
+            assert_eq!(input_ref2.index(), 0);
+        }
+    }
+}
diff --git a/src/frontend/src/optimizer/plan_node/logical_source.rs b/src/frontend/src/optimizer/plan_node/logical_source.rs
index 7a97b5b2f081d..59b44fa305066 100644
--- a/src/frontend/src/optimizer/plan_node/logical_source.rs
+++ b/src/frontend/src/optimizer/plan_node/logical_source.rs
@@ -15,15 +15,20 @@
 use std::fmt;
 use std::rc::Rc;
 
+use risingwave_common::catalog::ColumnDesc;
 use risingwave_common::error::Result;
 
 use super::generic::GenericPlanNode;
 use super::{
     generic, BatchSource, ColPrunable, LogicalFilter, LogicalProject, PlanBase, PlanRef,
-    PredicatePushdown, StreamSource, ToBatch, ToStream,
+    PredicatePushdown, StreamRowIdGen, StreamSource, ToBatch, ToStream,
 };
 use crate::catalog::source_catalog::SourceCatalog;
+use crate::catalog::ColumnId;
 use crate::optimizer::optimizer_context::OptimizerContextRef;
+use crate::optimizer::plan_node::{
+    ColumnPruningContext, PredicatePushdownContext, RewriteStreamContext, ToStreamContext,
+};
 use crate::optimizer::property::FunctionalDependencySet;
 use crate::utils::{ColIndexMapping, Condition};
 use crate::TableCatalog;
@@ -36,9 +41,20 @@ pub struct LogicalSource {
 }
 
 impl LogicalSource {
-    pub fn new(source_catalog: Rc<SourceCatalog>, ctx: OptimizerContextRef) -> Self {
+    pub fn new(
+        source_catalog: Option<Rc<SourceCatalog>>,
+        column_descs: Vec<ColumnDesc>,
+        pk_col_ids: Vec<ColumnId>,
+        row_id_index: Option<usize>,
+        gen_row_id: bool,
+        ctx: OptimizerContextRef,
+    ) -> Self {
         let core = generic::Source {
             catalog: source_catalog,
+            column_descs,
+            pk_col_ids,
+            row_id_index,
+            gen_row_id,
         };
 
         let schema = core.schema();
@@ -65,7 +81,7 @@ impl LogicalSource {
             .collect()
     }
 
-    pub fn source_catalog(&self) -> Rc<SourceCatalog> {
+    pub fn source_catalog(&self) -> Option<Rc<SourceCatalog>> {
         self.core.catalog.clone()
     }
 
@@ -78,24 +94,32 @@ impl_plan_tree_node_for_leaf! {LogicalSource}
 
 impl fmt::Display for LogicalSource {
     fn fmt(&self, f: &mut fmt::Formatter<'_>) -> fmt::Result {
-        write!(
-            f,
-            "LogicalSource {{ source: {}, columns: [{}] }}",
-            self.source_catalog().name,
-            self.column_names().join(", ")
-        )
+        if let Some(catalog) = self.source_catalog() {
+            write!(
+                f,
+                "LogicalSource {{ source: {}, columns: [{}] }}",
+                catalog.name,
+                self.column_names().join(", ")
+            )
+        } else {
+            write!(f, "LogicalSource")
+        }
     }
 }
 
 impl ColPrunable for LogicalSource {
-    fn prune_col(&self, required_cols: &[usize]) -> PlanRef {
+    fn prune_col(&self, required_cols: &[usize], _ctx: &mut ColumnPruningContext) -> PlanRef {
         let mapping = ColIndexMapping::with_remaining_columns(required_cols, self.schema().len());
         LogicalProject::with_mapping(self.clone().into(), mapping).into()
     }
 }
 
 impl PredicatePushdown for LogicalSource {
-    fn predicate_pushdown(&self, predicate: Condition) -> PlanRef {
+    fn predicate_pushdown(
+        &self,
+        predicate: Condition,
+        _ctx: &mut PredicatePushdownContext,
+    ) -> PlanRef {
         LogicalFilter::create(self.clone().into(), predicate)
     }
 }
@@ -107,11 +131,18 @@ impl ToBatch for LogicalSource {
 }
 
 impl ToStream for LogicalSource {
-    fn to_stream(&self) -> Result<PlanRef> {
-        Ok(StreamSource::new(self.clone()).into())
+    fn to_stream(&self, _ctx: &mut ToStreamContext) -> Result<PlanRef> {
+        let mut plan: PlanRef = StreamSource::new(self.clone()).into();
+        if let Some(row_id_index) = self.core.row_id_index  && self.core.gen_row_id{
+            plan = StreamRowIdGen::new(plan, row_id_index).into();
+        }
+        Ok(plan)
     }
 
-    fn logical_rewrite_for_stream(&self) -> Result<(PlanRef, ColIndexMapping)> {
+    fn logical_rewrite_for_stream(
+        &self,
+        _ctx: &mut RewriteStreamContext,
+    ) -> Result<(PlanRef, ColIndexMapping)> {
         Ok((
             self.clone().into(),
             ColIndexMapping::identity(self.schema().len()),
diff --git a/src/frontend/src/optimizer/plan_node/logical_table_function.rs b/src/frontend/src/optimizer/plan_node/logical_table_function.rs
index d6347fbc66573..e4aa75c12a2a5 100644
--- a/src/frontend/src/optimizer/plan_node/logical_table_function.rs
+++ b/src/frontend/src/optimizer/plan_node/logical_table_function.rs
@@ -20,9 +20,12 @@ use risingwave_common::error::{ErrorCode, Result};
 use super::{ColPrunable, LogicalFilter, PlanBase, PlanRef, PredicatePushdown, ToBatch, ToStream};
 use crate::expr::{Expr, TableFunction};
 use crate::optimizer::optimizer_context::OptimizerContextRef;
-use crate::optimizer::plan_node::BatchTableFunction;
+use crate::optimizer::plan_node::{
+    BatchTableFunction, ColumnPruningContext, PredicatePushdownContext, RewriteStreamContext,
+    ToStreamContext,
+};
 use crate::optimizer::property::FunctionalDependencySet;
-use crate::utils::Condition;
+use crate::utils::{ColIndexMapping, Condition};
 
 /// `LogicalGenerateSeries` implements Hop Table Function.
 #[derive(Debug, Clone)]
@@ -59,14 +62,18 @@ impl fmt::Display for LogicalTableFunction {
 
 // the leaf node don't need colprunable
 impl ColPrunable for LogicalTableFunction {
-    fn prune_col(&self, required_cols: &[usize]) -> PlanRef {
+    fn prune_col(&self, required_cols: &[usize], _ctx: &mut ColumnPruningContext) -> PlanRef {
         let _ = required_cols;
         self.clone().into()
     }
 }
 
 impl PredicatePushdown for LogicalTableFunction {
-    fn predicate_pushdown(&self, predicate: Condition) -> PlanRef {
+    fn predicate_pushdown(
+        &self,
+        predicate: Condition,
+        _ctx: &mut PredicatePushdownContext,
+    ) -> PlanRef {
         LogicalFilter::create(self.clone().into(), predicate)
     }
 }
@@ -78,14 +85,17 @@ impl ToBatch for LogicalTableFunction {
 }
 
 impl ToStream for LogicalTableFunction {
-    fn to_stream(&self) -> Result<PlanRef> {
+    fn to_stream(&self, _ctx: &mut ToStreamContext) -> Result<PlanRef> {
         Err(
             ErrorCode::NotImplemented("LogicalTableFunction::to_stream".to_string(), None.into())
                 .into(),
         )
     }
 
-    fn logical_rewrite_for_stream(&self) -> Result<(PlanRef, crate::utils::ColIndexMapping)> {
+    fn logical_rewrite_for_stream(
+        &self,
+        _ctx: &mut RewriteStreamContext,
+    ) -> Result<(PlanRef, ColIndexMapping)> {
         Err(ErrorCode::NotImplemented(
             "LogicalTableFunction::logical_rewrite_for_stream".to_string(),
             None.into(),
diff --git a/src/frontend/src/optimizer/plan_node/logical_topn.rs b/src/frontend/src/optimizer/plan_node/logical_topn.rs
index 02bd0f592aaa3..831b3c9fc2653 100644
--- a/src/frontend/src/optimizer/plan_node/logical_topn.rs
+++ b/src/frontend/src/optimizer/plan_node/logical_topn.rs
@@ -24,7 +24,10 @@ use super::{
     PlanTreeNodeUnary, PredicatePushdown, StreamGroupTopN, StreamProject, ToBatch, ToStream,
 };
 use crate::expr::{ExprType, FunctionCall, InputRef};
-use crate::optimizer::plan_node::{BatchTopN, LogicalProject, StreamTopN};
+use crate::optimizer::plan_node::{
+    BatchTopN, ColumnPruningContext, LogicalProject, PredicatePushdownContext,
+    RewriteStreamContext, StreamTopN, ToStreamContext,
+};
 use crate::optimizer::property::{Distribution, FieldOrder, Order, OrderDisplay, RequiredDist};
 use crate::planner::LIMIT_ALL_COUNT;
 use crate::utils::{ColIndexMapping, Condition};
@@ -278,7 +281,7 @@ impl fmt::Display for LogicalTopN {
 }
 
 impl ColPrunable for LogicalTopN {
-    fn prune_col(&self, required_cols: &[usize]) -> PlanRef {
+    fn prune_col(&self, required_cols: &[usize], ctx: &mut ColumnPruningContext) -> PlanRef {
         let input_required_bitset = FixedBitSet::from_iter(required_cols.iter().copied());
         let order_required_cols = {
             let mut order_required_cols = FixedBitSet::with_capacity(self.input().schema().len());
@@ -322,7 +325,7 @@ impl ColPrunable for LogicalTopN {
             .iter()
             .map(|group_key| mapping.map(*group_key))
             .collect();
-        let new_input = self.input().prune_col(&input_required_cols);
+        let new_input = self.input().prune_col(&input_required_cols, ctx);
         let top_n = Self::with_group(
             new_input,
             self.limit(),
@@ -351,9 +354,13 @@ impl ColPrunable for LogicalTopN {
 }
 
 impl PredicatePushdown for LogicalTopN {
-    fn predicate_pushdown(&self, predicate: Condition) -> PlanRef {
+    fn predicate_pushdown(
+        &self,
+        predicate: Condition,
+        ctx: &mut PredicatePushdownContext,
+    ) -> PlanRef {
         // filter can not transpose topN
-        gen_filter_and_pushdown(self, predicate, Condition::true_cond())
+        gen_filter_and_pushdown(self, predicate, Condition::true_cond(), ctx)
     }
 }
 
@@ -370,7 +377,7 @@ impl ToBatch for LogicalTopN {
 }
 
 impl ToStream for LogicalTopN {
-    fn to_stream(&self) -> Result<PlanRef> {
+    fn to_stream(&self, ctx: &mut ToStreamContext) -> Result<PlanRef> {
         if self.offset() != 0 && self.limit() == LIMIT_ALL_COUNT {
             return Err(RwError::from(ErrorCode::InvalidInputSyntax(
                 "OFFSET without LIMIT in streaming mode".to_string(),
@@ -382,18 +389,21 @@ impl ToStream for LogicalTopN {
             )));
         }
         Ok(if !self.group_key().is_empty() {
-            let input = self.input().to_stream()?;
+            let input = self.input().to_stream(ctx)?;
             let input = RequiredDist::hash_shard(self.group_key())
                 .enforce_if_not_satisfies(input, &Order::any())?;
             let logical = self.clone_with_input(input);
             StreamGroupTopN::new(logical, None).into()
         } else {
-            self.gen_dist_stream_top_n_plan(self.input().to_stream()?)?
+            self.gen_dist_stream_top_n_plan(self.input().to_stream(ctx)?)?
         })
     }
 
-    fn logical_rewrite_for_stream(&self) -> Result<(PlanRef, ColIndexMapping)> {
-        let (input, input_col_change) = self.input().logical_rewrite_for_stream()?;
+    fn logical_rewrite_for_stream(
+        &self,
+        ctx: &mut RewriteStreamContext,
+    ) -> Result<(PlanRef, ColIndexMapping)> {
+        let (input, input_col_change) = self.input().logical_rewrite_for_stream(ctx)?;
         let (top_n, out_col_change) = self.rewrite_with_input(input, input_col_change);
         Ok((top_n.into(), out_col_change))
     }
@@ -408,8 +418,9 @@ mod tests {
 
     use super::LogicalTopN;
     use crate::optimizer::optimizer_context::OptimizerContext;
-    use crate::optimizer::plan_node::{ColPrunable, LogicalValues};
+    use crate::optimizer::plan_node::{ColPrunable, ColumnPruningContext, LogicalValues};
     use crate::optimizer::property::Order;
+    use crate::PlanRef;
 
     #[tokio::test]
     async fn test_prune_col() {
@@ -426,8 +437,11 @@ mod tests {
         let original_logical =
             LogicalTopN::with_group(input, 1, 0, false, Order::default(), vec![1]);
         assert_eq!(original_logical.group_key(), &[1]);
-
-        let pruned_node = original_logical.prune_col(&[0, 1, 2]);
+        let original_logical: PlanRef = original_logical.into();
+        let pruned_node = original_logical.prune_col(
+            &[0, 1, 2],
+            &mut ColumnPruningContext::new(original_logical.clone()),
+        );
 
         let pruned_logical = pruned_node.as_logical_top_n().unwrap();
         assert_eq!(pruned_logical.group_key(), &[1]);
diff --git a/src/frontend/src/optimizer/plan_node/logical_union.rs b/src/frontend/src/optimizer/plan_node/logical_union.rs
index 5e6716b7aff98..0b9143527e753 100644
--- a/src/frontend/src/optimizer/plan_node/logical_union.rs
+++ b/src/frontend/src/optimizer/plan_node/logical_union.rs
@@ -23,7 +23,8 @@ use crate::expr::{ExprImpl, InputRef, Literal};
 use crate::optimizer::plan_node::generic::{GenericPlanNode, GenericPlanRef};
 use crate::optimizer::plan_node::stream_union::StreamUnion;
 use crate::optimizer::plan_node::{
-    generic, BatchHashAgg, BatchUnion, LogicalAgg, LogicalProject, PlanTreeNode,
+    generic, BatchHashAgg, BatchUnion, ColumnPruningContext, LogicalAgg, LogicalProject,
+    PlanTreeNode, PredicatePushdownContext, RewriteStreamContext, ToStreamContext,
 };
 use crate::optimizer::property::{FunctionalDependencySet, RequiredDist};
 use crate::utils::{ColIndexMapping, Condition};
@@ -98,22 +99,26 @@ impl fmt::Display for LogicalUnion {
 }
 
 impl ColPrunable for LogicalUnion {
-    fn prune_col(&self, required_cols: &[usize]) -> PlanRef {
+    fn prune_col(&self, required_cols: &[usize], ctx: &mut ColumnPruningContext) -> PlanRef {
         let new_inputs = self
             .inputs()
             .iter()
-            .map(|input| input.prune_col(required_cols))
+            .map(|input| input.prune_col(required_cols, ctx))
             .collect_vec();
         self.clone_with_inputs(&new_inputs)
     }
 }
 
 impl PredicatePushdown for LogicalUnion {
-    fn predicate_pushdown(&self, predicate: Condition) -> PlanRef {
+    fn predicate_pushdown(
+        &self,
+        predicate: Condition,
+        ctx: &mut PredicatePushdownContext,
+    ) -> PlanRef {
         let new_inputs = self
             .inputs()
             .iter()
-            .map(|input| input.predicate_pushdown(predicate.clone()))
+            .map(|input| input.predicate_pushdown(predicate.clone(), ctx))
             .collect_vec();
         self.clone_with_inputs(&new_inputs)
     }
@@ -142,13 +147,13 @@ impl ToBatch for LogicalUnion {
 }
 
 impl ToStream for LogicalUnion {
-    fn to_stream(&self) -> Result<PlanRef> {
+    fn to_stream(&self, ctx: &mut ToStreamContext) -> Result<PlanRef> {
         // TODO: use round robin distribution instead of using hash distribution of all inputs.
         let dist = RequiredDist::hash_shard(self.base.logical_pk());
         let new_inputs: Result<Vec<_>> = self
             .inputs()
             .iter()
-            .map(|input| input.to_stream_with_dist_required(&dist))
+            .map(|input| input.to_stream_with_dist_required(&dist, ctx))
             .collect();
         let new_logical = Self::new_with_source_col(true, new_inputs?, self.core.source_col);
         assert!(
@@ -158,12 +163,15 @@ impl ToStream for LogicalUnion {
         Ok(StreamUnion::new(new_logical).into())
     }
 
-    fn logical_rewrite_for_stream(&self) -> Result<(PlanRef, ColIndexMapping)> {
+    fn logical_rewrite_for_stream(
+        &self,
+        ctx: &mut RewriteStreamContext,
+    ) -> Result<(PlanRef, ColIndexMapping)> {
         let original_schema = self.base.schema.clone();
         let original_schema_len = original_schema.len();
         let mut rewrites = vec![];
         for input in &self.core.inputs {
-            rewrites.push(input.logical_rewrite_for_stream()?);
+            rewrites.push(input.logical_rewrite_for_stream(ctx)?);
         }
 
         let original_schema_contain_all_input_pks =
@@ -311,11 +319,14 @@ mod tests {
 
         let values2 = values1.clone();
 
-        let union = LogicalUnion::new(false, vec![values1.into(), values2.into()]);
+        let union: PlanRef = LogicalUnion::new(false, vec![values1.into(), values2.into()]).into();
 
         // Perform the prune
         let required_cols = vec![1, 2];
-        let plan = union.prune_col(&required_cols);
+        let plan = union.prune_col(
+            &required_cols,
+            &mut ColumnPruningContext::new(union.clone()),
+        );
 
         // Check the result
         let union = plan.as_logical_union().unwrap();
diff --git a/src/frontend/src/optimizer/plan_node/logical_update.rs b/src/frontend/src/optimizer/plan_node/logical_update.rs
index e6df5b8a0f2e1..c39531308c436 100644
--- a/src/frontend/src/optimizer/plan_node/logical_update.rs
+++ b/src/frontend/src/optimizer/plan_node/logical_update.rs
@@ -24,8 +24,11 @@ use super::{
 };
 use crate::catalog::TableId;
 use crate::expr::ExprImpl;
+use crate::optimizer::plan_node::{
+    ColumnPruningContext, PredicatePushdownContext, RewriteStreamContext, ToStreamContext,
+};
 use crate::optimizer::property::FunctionalDependencySet;
-use crate::utils::Condition;
+use crate::utils::{ColIndexMapping, Condition};
 
 /// [`LogicalUpdate`] iterates on input relation, set some columns, and inject update records into
 /// specified table.
@@ -34,9 +37,8 @@ use crate::utils::Condition;
 #[derive(Debug, Clone)]
 pub struct LogicalUpdate {
     pub base: PlanBase,
-    table_source_name: String, // explain-only
-    source_id: TableId,        // TODO: use SourceId
-    associated_mview_id: TableId,
+    table_name: String, // explain-only
+    table_id: TableId,
     input: PlanRef,
     exprs: Vec<ExprImpl>,
 }
@@ -46,8 +48,7 @@ impl LogicalUpdate {
     pub fn new(
         input: PlanRef,
         table_source_name: String,
-        source_id: TableId,
-        associated_mview_id: TableId,
+        table_id: TableId,
         exprs: Vec<ExprImpl>,
     ) -> Self {
         let ctx = input.ctx();
@@ -57,9 +58,8 @@ impl LogicalUpdate {
         let base = PlanBase::new_logical(ctx, schema, vec![], fd_set);
         Self {
             base,
-            table_source_name,
-            source_id,
-            associated_mview_id,
+            table_name: table_source_name,
+            table_id,
             input,
             exprs,
         }
@@ -69,36 +69,23 @@ impl LogicalUpdate {
     pub fn create(
         input: PlanRef,
         table_source_name: String,
-        source_id: TableId,
         table_id: TableId,
         exprs: Vec<ExprImpl>,
     ) -> Result<Self> {
-        Ok(Self::new(
-            input,
-            table_source_name,
-            source_id,
-            table_id,
-            exprs,
-        ))
+        Ok(Self::new(input, table_source_name, table_id, exprs))
     }
 
     pub(super) fn fmt_with_name(&self, f: &mut fmt::Formatter<'_>, name: &str) -> fmt::Result {
         write!(
             f,
             "{} {{ table: {}, exprs: {:?} }}",
-            name, self.table_source_name, self.exprs
+            name, self.table_name, self.exprs
         )
     }
 
-    /// Get the logical update's source id.
-    #[must_use]
-    pub fn source_id(&self) -> TableId {
-        self.source_id
-    }
-
     #[must_use]
-    pub fn associated_mview_id(&self) -> TableId {
-        self.associated_mview_id
+    pub fn table_id(&self) -> TableId {
+        self.table_id
     }
 
     pub fn exprs(&self) -> &[ExprImpl] {
@@ -114,9 +101,8 @@ impl PlanTreeNodeUnary for LogicalUpdate {
     fn clone_with_input(&self, input: PlanRef) -> Self {
         Self::new(
             input,
-            self.table_source_name.clone(),
-            self.source_id,
-            self.associated_mview_id,
+            self.table_name.clone(),
+            self.table_id,
             self.exprs.clone(),
         )
     }
@@ -131,16 +117,20 @@ impl fmt::Display for LogicalUpdate {
 }
 
 impl ColPrunable for LogicalUpdate {
-    fn prune_col(&self, _required_cols: &[usize]) -> PlanRef {
+    fn prune_col(&self, _required_cols: &[usize], ctx: &mut ColumnPruningContext) -> PlanRef {
         let required_cols: Vec<_> = (0..self.input.schema().len()).collect();
-        self.clone_with_input(self.input.prune_col(&required_cols))
+        self.clone_with_input(self.input.prune_col(&required_cols, ctx))
             .into()
     }
 }
 
 impl PredicatePushdown for LogicalUpdate {
-    fn predicate_pushdown(&self, predicate: Condition) -> PlanRef {
-        gen_filter_and_pushdown(self, predicate, Condition::true_cond())
+    fn predicate_pushdown(
+        &self,
+        predicate: Condition,
+        ctx: &mut PredicatePushdownContext,
+    ) -> PlanRef {
+        gen_filter_and_pushdown(self, predicate, Condition::true_cond(), ctx)
     }
 }
 
@@ -153,11 +143,14 @@ impl ToBatch for LogicalUpdate {
 }
 
 impl ToStream for LogicalUpdate {
-    fn to_stream(&self) -> Result<PlanRef> {
+    fn to_stream(&self, _ctx: &mut ToStreamContext) -> Result<PlanRef> {
         unreachable!("update should always be converted to batch plan");
     }
 
-    fn logical_rewrite_for_stream(&self) -> Result<(PlanRef, crate::utils::ColIndexMapping)> {
+    fn logical_rewrite_for_stream(
+        &self,
+        _ctx: &mut RewriteStreamContext,
+    ) -> Result<(PlanRef, ColIndexMapping)> {
         unreachable!("update should always be converted to batch plan");
     }
 }
diff --git a/src/frontend/src/optimizer/plan_node/logical_values.rs b/src/frontend/src/optimizer/plan_node/logical_values.rs
index 737bfd593ed5b..865fc5619ba1a 100644
--- a/src/frontend/src/optimizer/plan_node/logical_values.rs
+++ b/src/frontend/src/optimizer/plan_node/logical_values.rs
@@ -24,8 +24,11 @@ use super::{
 };
 use crate::expr::{Expr, ExprImpl};
 use crate::optimizer::optimizer_context::OptimizerContextRef;
+use crate::optimizer::plan_node::{
+    ColumnPruningContext, PredicatePushdownContext, RewriteStreamContext, ToStreamContext,
+};
 use crate::optimizer::property::FunctionalDependencySet;
-use crate::utils::Condition;
+use crate::utils::{ColIndexMapping, Condition};
 
 /// `LogicalValues` builds rows according to a list of expressions
 #[derive(Debug, Clone)]
@@ -74,7 +77,7 @@ impl fmt::Display for LogicalValues {
 }
 
 impl ColPrunable for LogicalValues {
-    fn prune_col(&self, required_cols: &[usize]) -> PlanRef {
+    fn prune_col(&self, required_cols: &[usize], _ctx: &mut ColumnPruningContext) -> PlanRef {
         let rows = self
             .rows
             .iter()
@@ -89,7 +92,11 @@ impl ColPrunable for LogicalValues {
 }
 
 impl PredicatePushdown for LogicalValues {
-    fn predicate_pushdown(&self, predicate: Condition) -> PlanRef {
+    fn predicate_pushdown(
+        &self,
+        predicate: Condition,
+        _ctx: &mut PredicatePushdownContext,
+    ) -> PlanRef {
         LogicalFilter::create(self.clone().into(), predicate)
     }
 }
@@ -101,14 +108,17 @@ impl ToBatch for LogicalValues {
 }
 
 impl ToStream for LogicalValues {
-    fn to_stream(&self) -> Result<PlanRef> {
+    fn to_stream(&self, _ctx: &mut ToStreamContext) -> Result<PlanRef> {
         Err(RwError::from(ErrorCode::NotImplemented(
             "Stream values executor is unimplemented!".to_string(),
             None.into(),
         )))
     }
 
-    fn logical_rewrite_for_stream(&self) -> Result<(PlanRef, crate::utils::ColIndexMapping)> {
+    fn logical_rewrite_for_stream(
+        &self,
+        _ctx: &mut RewriteStreamContext,
+    ) -> Result<(PlanRef, ColIndexMapping)> {
         Err(RwError::from(ErrorCode::NotImplemented(
             "Stream values executor is unimplemented!".to_string(),
             None.into(),
@@ -147,17 +157,21 @@ mod tests {
             Field::with_name(DataType::Int32, "v3"),
         ]);
         // Values([[0, 1, 2], [3, 4, 5])
-        let values = LogicalValues::new(
+        let values: PlanRef = LogicalValues::new(
             vec![
                 vec![literal(0), literal(1), literal(2)],
                 vec![literal(3), literal(4), literal(5)],
             ],
             schema,
             ctx,
-        );
+        )
+        .into();
 
         let required_cols = vec![0, 2];
-        let pruned = values.prune_col(&required_cols);
+        let pruned = values.prune_col(
+            &required_cols,
+            &mut ColumnPruningContext::new(values.clone()),
+        );
 
         let values = pruned.as_logical_values().unwrap();
         let rows: &[Vec<ExprImpl>] = values.rows();
diff --git a/src/frontend/src/optimizer/plan_node/mod.rs b/src/frontend/src/optimizer/plan_node/mod.rs
index 1fc6a36949685..e89780434266d 100644
--- a/src/frontend/src/optimizer/plan_node/mod.rs
+++ b/src/frontend/src/optimizer/plan_node/mod.rs
@@ -29,16 +29,19 @@
 //!   in the `new()` function.
 
 use std::fmt::{Debug, Display};
+use std::ops::Deref;
 use std::rc::Rc;
 
 use downcast_rs::{impl_downcast, Downcast};
 use dyn_clone::{self, DynClone};
+use itertools::Itertools;
 use paste::paste;
 use risingwave_common::catalog::Schema;
 use risingwave_common::error::{ErrorCode, Result};
 use risingwave_pb::batch_plan::PlanNode as BatchPlanProst;
 use risingwave_pb::stream_plan::StreamNode as StreamPlanProst;
 use serde::Serialize;
+use smallvec::SmallVec;
 
 use self::generic::GenericPlanRef;
 use self::stream::StreamPlanRef;
@@ -70,7 +73,7 @@ pub trait PlanNode:
 impl_downcast!(PlanNode);
 pub type PlanRef = Rc<dyn PlanNode>;
 
-#[derive(Clone, Debug, Copy, Serialize)]
+#[derive(Clone, Debug, Copy, Serialize, Hash, Eq, PartialEq, PartialOrd, Ord)]
 pub struct PlanNodeId(pub i32);
 
 #[derive(Debug, PartialEq)]
@@ -80,6 +83,142 @@ pub enum Convention {
     Stream,
 }
 
+impl ColPrunable for PlanRef {
+    fn prune_col(&self, required_cols: &[usize], ctx: &mut ColumnPruningContext) -> PlanRef {
+        if let Some(logical_share) = self.as_logical_share() {
+            // Check the share cache first. If cache exists, it means this is the second round of
+            // column pruning.
+            if let Some((new_share, merge_required_cols)) = ctx.get_share_cache(self.id()) {
+                // If it is the first visit, recursively call `prune_col` for its input and
+                // replace it.
+                if ctx.visit_share_at_second_round(self.id()) {
+                    let new_logical_share: &LogicalShare = new_share
+                        .as_logical_share()
+                        .expect("must be share operator");
+                    let new_share_input = new_logical_share.input().prune_col(
+                        &(0..new_logical_share.base.schema().len()).collect_vec(),
+                        ctx,
+                    );
+                    new_logical_share.replace_input(new_share_input);
+                }
+
+                // Calculate the new required columns based on the new share.
+                let new_required_cols: Vec<usize> = required_cols
+                    .iter()
+                    .map(|col| merge_required_cols.iter().position(|x| x == col).unwrap())
+                    .collect_vec();
+                let mapping = ColIndexMapping::with_remaining_columns(
+                    &new_required_cols,
+                    new_share.schema().len(),
+                );
+                return LogicalProject::with_mapping(new_share.clone(), mapping).into();
+            }
+
+            // `LogicalShare` can't clone, so we implement column pruning for `LogicalShare`
+            // here.
+            // Basically, we need to wait for all parents of `LogicalShare` to prune columns before
+            // we merge the required columns and prune.
+            let parent_has_pushed = ctx.add_required_cols(self.id(), required_cols.into());
+            if parent_has_pushed == ctx.get_parent_num(logical_share) {
+                let merge_require_cols = ctx
+                    .take_required_cols(self.id())
+                    .expect("must have required columns")
+                    .into_iter()
+                    .flat_map(|x| x.into_iter())
+                    .sorted()
+                    .dedup()
+                    .collect_vec();
+                let input: PlanRef = logical_share.input();
+                let input = input.prune_col(&merge_require_cols, ctx);
+
+                // Cache the new share operator for the second round.
+                let new_logical_share = LogicalShare::create(input.clone());
+                ctx.add_share_cache(self.id(), new_logical_share, merge_require_cols.clone());
+
+                let exprs = logical_share
+                    .base
+                    .schema()
+                    .fields
+                    .iter()
+                    .enumerate()
+                    .map(|(i, field)| {
+                        if let Some(pos) = merge_require_cols.iter().position(|x| *x == i) {
+                            ExprImpl::InputRef(Box::new(InputRef::new(
+                                pos,
+                                field.data_type.clone(),
+                            )))
+                        } else {
+                            ExprImpl::Literal(Box::new(Literal::new(None, field.data_type.clone())))
+                        }
+                    })
+                    .collect_vec();
+                let project = LogicalProject::create(input, exprs);
+                logical_share.replace_input(project);
+            }
+            let mapping =
+                ColIndexMapping::with_remaining_columns(required_cols, self.schema().len());
+            LogicalProject::with_mapping(self.clone(), mapping).into()
+        } else {
+            // Dispatch to dyn PlanNode instead of PlanRef.
+            let dyn_t = self.deref();
+            dyn_t.prune_col(required_cols, ctx)
+        }
+    }
+}
+
+impl PredicatePushdown for PlanRef {
+    fn predicate_pushdown(
+        &self,
+        predicate: Condition,
+        ctx: &mut PredicatePushdownContext,
+    ) -> PlanRef {
+        if let Some(logical_share) = self.as_logical_share() {
+            // `LogicalShare` can't clone, so we implement predicate pushdown for `LogicalShare`
+            // here.
+            // Basically, we need to wait for all parents of `LogicalShare` to push down the
+            // predicate before we merge the predicates and pushdown.
+            let parent_has_pushed = ctx.add_predicate(self.id(), predicate.clone());
+            if parent_has_pushed == ctx.get_parent_num(logical_share) {
+                let merge_predicate = ctx
+                    .take_predicate(self.id())
+                    .expect("must have predicate")
+                    .into_iter()
+                    .reduce(|a, b| a.or(b))
+                    .unwrap();
+                let input: PlanRef = logical_share.input();
+                let input = input.predicate_pushdown(merge_predicate, ctx);
+                logical_share.replace_input(input);
+            }
+            LogicalFilter::create(self.clone(), predicate)
+        } else {
+            // Dispatch to dyn PlanNode instead of PlanRef.
+            let dyn_t = self.deref();
+            dyn_t.predicate_pushdown(predicate, ctx)
+        }
+    }
+}
+
+impl PlanTreeNode for PlanRef {
+    fn inputs(&self) -> SmallVec<[PlanRef; 2]> {
+        // Dispatch to dyn PlanNode instead of PlanRef.
+        let dyn_t = self.deref();
+        dyn_t.inputs()
+    }
+
+    fn clone_with_inputs(&self, inputs: &[PlanRef]) -> PlanRef {
+        if let Some(logical_share) = self.clone().as_logical_share() {
+            assert_eq!(inputs.len(), 1);
+            // We can't clone `LogicalShare`, but only can replace input instead.
+            logical_share.replace_input(inputs[0].clone());
+            self.clone()
+        } else {
+            // Dispatch to dyn PlanNode instead of PlanRef.
+            let dyn_t = self.deref();
+            dyn_t.clone_with_inputs(inputs)
+        }
+    }
+}
+
 impl StreamPlanRef for PlanRef {
     fn distribution(&self) -> &Distribution {
         &self.plan_base().dist
@@ -193,6 +332,9 @@ impl dyn PlanNode {
         if let Some(stream_index_scan) = self.as_stream_index_scan() {
             return stream_index_scan.adhoc_to_stream_prost();
         }
+        if let Some(stream_share) = self.as_stream_share() {
+            return stream_share.adhoc_to_stream_prost(state);
+        }
 
         let node = Some(self.to_stream_prost_body(state));
         let input = self
@@ -300,6 +442,7 @@ mod logical_over_agg;
 mod logical_project;
 mod logical_project_set;
 mod logical_scan;
+mod logical_share;
 mod logical_source;
 mod logical_table_function;
 mod logical_topn;
@@ -329,6 +472,7 @@ mod stream_source;
 mod stream_table_scan;
 mod stream_topn;
 
+mod stream_share;
 mod stream_union;
 pub mod utils;
 
@@ -370,6 +514,7 @@ pub use logical_over_agg::{LogicalOverAgg, PlanWindowFunction};
 pub use logical_project::LogicalProject;
 pub use logical_project_set::LogicalProjectSet;
 pub use logical_scan::LogicalScan;
+pub use logical_share::LogicalShare;
 pub use logical_source::LogicalSource;
 pub use logical_table_function::LogicalTableFunction;
 pub use logical_topn::LogicalTopN;
@@ -394,14 +539,17 @@ pub use stream_now::StreamNow;
 pub use stream_project::StreamProject;
 pub use stream_project_set::StreamProjectSet;
 pub use stream_row_id_gen::StreamRowIdGen;
+pub use stream_share::StreamShare;
 pub use stream_sink::StreamSink;
 pub use stream_source::StreamSource;
 pub use stream_table_scan::StreamTableScan;
 pub use stream_topn::StreamTopN;
 pub use stream_union::StreamUnion;
 
+use crate::expr::{ExprImpl, InputRef, Literal};
 use crate::optimizer::optimizer_context::OptimizerContextRef;
 use crate::stream_fragmenter::BuildFragmentGraphState;
+use crate::utils::{ColIndexMapping, Condition};
 
 /// `for_all_plan_nodes` includes all plan nodes. If you added a new plan node
 /// inside the project, be sure to add here and in its conventions like `for_logical_plan_nodes`
@@ -439,6 +587,7 @@ macro_rules! for_all_plan_nodes {
             , { Logical, ProjectSet }
             , { Logical, Union }
             , { Logical, OverAgg }
+            , { Logical, Share }
             // , { Logical, Sort } we don't need a LogicalSort, just require the Order
             , { Batch, SimpleAgg }
             , { Batch, HashAgg }
@@ -487,6 +636,7 @@ macro_rules! for_all_plan_nodes {
             , { Stream, RowIdGen }
             , { Stream, Dml }
             , { Stream, Now }
+            , { Stream, Share }
         }
     };
 }
@@ -516,6 +666,7 @@ macro_rules! for_logical_plan_nodes {
             , { Logical, ProjectSet }
             , { Logical, Union }
             , { Logical, OverAgg }
+            , { Logical, Share }
             // , { Logical, Sort} not sure if we will support Order by clause in subquery/view/MV
             // if we don't support that, we don't need LogicalSort, just require the Order at the top of query
         }
@@ -583,6 +734,7 @@ macro_rules! for_stream_plan_nodes {
             , { Stream, RowIdGen }
             , { Stream, Dml }
             , { Stream, Now }
+            , { Stream, Share }
         }
     };
 }
diff --git a/src/frontend/src/optimizer/plan_node/predicate_pushdown.rs b/src/frontend/src/optimizer/plan_node/predicate_pushdown.rs
index d788d6e32a3d1..122ee31c19f42 100644
--- a/src/frontend/src/optimizer/plan_node/predicate_pushdown.rs
+++ b/src/frontend/src/optimizer/plan_node/predicate_pushdown.rs
@@ -12,11 +12,16 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
+use std::collections::HashMap;
+
 use paste::paste;
 
 use super::*;
+use crate::optimizer::share_parent_counter::ShareParentCounter;
+use crate::optimizer::PlanVisitor;
 use crate::utils::Condition;
 use crate::{for_batch_plan_nodes, for_stream_plan_nodes};
+
 /// The trait for predicate pushdown, only logical plan node will use it, though all plan node impl
 /// it.
 pub trait PredicatePushdown {
@@ -35,14 +40,18 @@ pub trait PredicatePushdown {
     /// the predicates with the `Condition` of it.
     ///
     /// 3. those can be pushed down. We pass them to current `PlanNode`'s input.
-    fn predicate_pushdown(&self, predicate: Condition) -> PlanRef;
+    fn predicate_pushdown(
+        &self,
+        predicate: Condition,
+        ctx: &mut PredicatePushdownContext,
+    ) -> PlanRef;
 }
 
 macro_rules! ban_predicate_pushdown {
     ($( { $convention:ident, $name:ident }),*) => {
         paste!{
             $(impl PredicatePushdown for [<$convention $name>] {
-                fn predicate_pushdown(&self, _predicate: Condition) -> PlanRef {
+                fn predicate_pushdown(&self, _predicate: Condition, _ctx: &mut PredicatePushdownContext) -> PlanRef {
                     unreachable!("predicate pushdown is only allowed on logical plan")
                 }
             })*
@@ -57,8 +66,42 @@ pub fn gen_filter_and_pushdown<T: PlanTreeNodeUnary + PlanNode>(
     node: &T,
     filter_predicate: Condition,
     pushed_predicate: Condition,
+    ctx: &mut PredicatePushdownContext,
 ) -> PlanRef {
-    let new_input = node.input().predicate_pushdown(pushed_predicate);
+    let new_input = node.input().predicate_pushdown(pushed_predicate, ctx);
     let new_node = node.clone_with_input(new_input);
     LogicalFilter::create(Rc::new(new_node), filter_predicate)
 }
+
+#[derive(Debug, Clone)]
+pub struct PredicatePushdownContext {
+    share_predicate_map: HashMap<PlanNodeId, Vec<Condition>>,
+    share_parent_counter: ShareParentCounter,
+}
+
+impl PredicatePushdownContext {
+    pub fn new(root: PlanRef) -> Self {
+        let mut share_parent_counter = ShareParentCounter::default();
+        share_parent_counter.visit(root.clone());
+        Self {
+            share_predicate_map: Default::default(),
+            share_parent_counter,
+        }
+    }
+
+    pub fn get_parent_num(&self, share: &LogicalShare) -> usize {
+        self.share_parent_counter.get_parent_num(share)
+    }
+
+    pub fn add_predicate(&mut self, plan_node_id: PlanNodeId, predicate: Condition) -> usize {
+        self.share_predicate_map
+            .entry(plan_node_id)
+            .and_modify(|e| e.push(predicate.clone()))
+            .or_insert_with(|| vec![predicate])
+            .len()
+    }
+
+    pub fn take_predicate(&mut self, plan_node_id: PlanNodeId) -> Option<Vec<Condition>> {
+        self.share_predicate_map.remove(&plan_node_id)
+    }
+}
diff --git a/src/frontend/src/optimizer/plan_node/stream.rs b/src/frontend/src/optimizer/plan_node/stream.rs
index 0441d38b63f9c..e3148ae0dc3bd 100644
--- a/src/frontend/src/optimizer/plan_node/stream.rs
+++ b/src/frontend/src/optimizer/plan_node/stream.rs
@@ -17,7 +17,7 @@ use pb::stream_node as pb_node;
 use risingwave_common::catalog::{ColumnDesc, Field, Schema};
 use risingwave_common::types::DataType;
 use risingwave_common::util::sort_util::OrderType;
-use risingwave_pb::catalog::{ColumnIndex, SourceInfo};
+use risingwave_pb::catalog::ColumnIndex;
 use risingwave_pb::stream_plan as pb;
 use smallvec::SmallVec;
 
@@ -241,6 +241,7 @@ impl HashJoin {
         // The pk of hash join internal and degree table should be join_key + input_pk.
         let join_key_len = join_key_indices.len();
         let mut pk_indices = join_key_indices;
+
         // TODO(yuhao): dedup the dist key and pk.
         pk_indices.extend(input.logical_pk());
 
@@ -252,7 +253,6 @@ impl HashJoin {
         internal_columns_fields.iter().for_each(|field| {
             internal_table_catalog_builder.add_column(field);
         });
-
         pk_indices.iter().for_each(|idx| {
             internal_table_catalog_builder.add_order_column(*idx, OrderType::Ascending)
         });
@@ -265,7 +265,7 @@ impl HashJoin {
 
         pk_indices.iter().enumerate().for_each(|(order_idx, idx)| {
             degree_table_catalog_builder.add_column(&internal_columns_fields[*idx]);
-            degree_table_catalog_builder.add_order_column(order_idx, OrderType::Ascending)
+            degree_table_catalog_builder.add_order_column(order_idx, OrderType::Ascending);
         });
         degree_table_catalog_builder.add_column(&degree_column_field);
         degree_table_catalog_builder
@@ -273,7 +273,6 @@ impl HashJoin {
 
         internal_table_catalog_builder.set_read_prefix_len_hint(join_key_len);
         degree_table_catalog_builder.set_read_prefix_len_hint(join_key_len);
-
         (
             internal_table_catalog_builder.build(internal_table_dist_keys),
             degree_table_catalog_builder.build(degree_table_dist_keys),
@@ -694,7 +693,7 @@ pub fn to_stream_prost_body(
         }),
         Node::Source(me) => {
             let me = &me.core.catalog;
-            ProstNode::Source(SourceNode {
+            let source_inner = me.as_ref().map(|me| StreamSource {
                 source_id: me.id,
                 source_name: me.name.clone(),
                 state_table: Some(
@@ -702,16 +701,15 @@ pub fn to_stream_prost_body(
                         .with_id(state.gen_table_id_wrapped())
                         .to_internal_table_prost(),
                 ),
-                info: Some(SourceInfo {
-                    source_info: Some(me.info.clone()),
-                }),
+                info: Some(me.info.clone()),
                 row_id_index: me
                     .row_id_index
                     .map(|index| ColumnIndex { index: index as _ }),
                 columns: me.columns.iter().map(|c| c.to_protobuf()).collect(),
                 pk_column_ids: me.pk_col_ids.iter().map(Into::into).collect(),
                 properties: me.properties.clone(),
-            })
+            });
+            ProstNode::Source(SourceNode { source_inner })
         }
         Node::TopN(me) => {
             let me = &me.core;
diff --git a/src/frontend/src/optimizer/plan_node/stream_dml.rs b/src/frontend/src/optimizer/plan_node/stream_dml.rs
index 6dde42b06df2d..b8be0aacc8c01 100644
--- a/src/frontend/src/optimizer/plan_node/stream_dml.rs
+++ b/src/frontend/src/optimizer/plan_node/stream_dml.rs
@@ -28,8 +28,9 @@ pub struct StreamDml {
 }
 
 impl StreamDml {
-    pub fn new(input: PlanRef, column_descs: Vec<ColumnDesc>) -> Self {
-        let base = PlanBase::derive_stream_plan_base(&input);
+    pub fn new(input: PlanRef, append_only: bool, column_descs: Vec<ColumnDesc>) -> Self {
+        let mut base = PlanBase::derive_stream_plan_base(&input);
+        base.append_only = append_only;
         Self {
             base,
             input,
@@ -61,7 +62,7 @@ impl PlanTreeNodeUnary for StreamDml {
     }
 
     fn clone_with_input(&self, input: PlanRef) -> Self {
-        Self::new(input, self.column_descs.clone())
+        Self::new(input, self.append_only(), self.column_descs.clone())
     }
 }
 
diff --git a/src/frontend/src/optimizer/plan_node/stream_hash_join.rs b/src/frontend/src/optimizer/plan_node/stream_hash_join.rs
index a4c5e66457dd0..2c13ddb27b890 100644
--- a/src/frontend/src/optimizer/plan_node/stream_hash_join.rs
+++ b/src/frontend/src/optimizer/plan_node/stream_hash_join.rs
@@ -152,9 +152,6 @@ impl fmt::Display for StreamHashJoin {
             },
         );
 
-        if self.append_only() {
-            builder.field("append_only", &format_args!("{}", true));
-        }
         if verbose {
             if self
                 .logical
diff --git a/src/frontend/src/optimizer/plan_node/stream_materialize.rs b/src/frontend/src/optimizer/plan_node/stream_materialize.rs
index f3af17f7bf904..62aa664932179 100644
--- a/src/frontend/src/optimizer/plan_node/stream_materialize.rs
+++ b/src/frontend/src/optimizer/plan_node/stream_materialize.rs
@@ -91,7 +91,7 @@ impl StreamMaterialize {
         let input = required_dist.enforce_if_not_satisfies(input, &Order::any())?;
         let base = PlanBase::derive_stream_plan_base(&input);
         let schema = &base.schema;
-        let pk_indices = &base.logical_pk;
+        let pk_indices = &base.logical_pk.iter().copied().unique().collect_vec();
 
         let mut col_names = HashSet::new();
         for name in &out_names {
diff --git a/src/frontend/src/optimizer/plan_node/stream_share.rs b/src/frontend/src/optimizer/plan_node/stream_share.rs
new file mode 100644
index 0000000000000..e2bfe4dcc3621
--- /dev/null
+++ b/src/frontend/src/optimizer/plan_node/stream_share.rs
@@ -0,0 +1,138 @@
+// Copyright 2022 Singularity Data
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+use std::fmt;
+
+use itertools::Itertools;
+use risingwave_pb::stream_plan::stream_node::NodeBody as ProstStreamNode;
+use risingwave_pb::stream_plan::{
+    DispatchStrategy, DispatcherType, ExchangeNode, StreamNode as ProstStreamPlan,
+};
+
+use super::{PlanRef, PlanTreeNodeUnary, StreamNode};
+use crate::optimizer::plan_node::{LogicalShare, PlanBase, PlanTreeNode};
+use crate::optimizer::property::Distribution;
+use crate::stream_fragmenter::BuildFragmentGraphState;
+
+/// `StreamShare` will be translated into an `ExchangeNode` based on its distribution finally.
+#[derive(Debug, Clone)]
+pub struct StreamShare {
+    pub base: PlanBase,
+    logical: LogicalShare,
+}
+
+impl StreamShare {
+    pub fn new(logical: LogicalShare) -> Self {
+        let ctx = logical.base.ctx.clone();
+        let input = logical.input();
+        let pk_indices = logical.base.logical_pk.to_vec();
+        let dist = input.distribution().clone();
+        // Filter executor won't change the append-only behavior of the stream.
+        let base = PlanBase::new_stream(
+            ctx,
+            logical.schema().clone(),
+            pk_indices,
+            logical.functional_dependency().clone(),
+            dist,
+            logical.input().append_only(),
+        );
+        StreamShare { base, logical }
+    }
+}
+
+impl fmt::Display for StreamShare {
+    fn fmt(&self, f: &mut fmt::Formatter<'_>) -> fmt::Result {
+        self.logical.fmt_with_name(f, "StreamShare")
+    }
+}
+
+impl PlanTreeNodeUnary for StreamShare {
+    fn input(&self) -> PlanRef {
+        self.logical.input()
+    }
+
+    fn clone_with_input(&self, input: PlanRef) -> Self {
+        Self::new(self.logical.clone_with_input(input))
+    }
+}
+
+impl_plan_tree_node_for_unary! { StreamShare }
+
+impl StreamNode for StreamShare {
+    fn to_stream_prost_body(&self, _state: &mut BuildFragmentGraphState) -> ProstStreamNode {
+        unreachable!("stream scan cannot be converted into a prost body -- call `adhoc_to_stream_prost` instead.")
+    }
+}
+
+impl StreamShare {
+    pub fn adhoc_to_stream_prost(&self, state: &mut BuildFragmentGraphState) -> ProstStreamPlan {
+        let operator_id = self.base.id.0 as u32;
+        match state.get_share_stream_node(operator_id) {
+            None => {
+                let dispatch_strategy = match &self.base.dist {
+                    Distribution::HashShard(keys) | Distribution::UpstreamHashShard(keys, _) => {
+                        DispatchStrategy {
+                            r#type: DispatcherType::Hash as i32,
+                            column_indices: keys.iter().map(|x| *x as u32).collect_vec(),
+                        }
+                    }
+                    Distribution::Single => DispatchStrategy {
+                        r#type: DispatcherType::Simple as i32,
+                        column_indices: vec![],
+                    },
+                    Distribution::Broadcast => DispatchStrategy {
+                        r#type: DispatcherType::Broadcast as i32,
+                        column_indices: vec![],
+                    },
+                    Distribution::SomeShard => {
+                        // FIXME: use another DispatcherType?
+                        DispatchStrategy {
+                            r#type: DispatcherType::Hash as i32,
+                            column_indices: self
+                                .base
+                                .logical_pk
+                                .iter()
+                                .map(|x| *x as u32)
+                                .collect_vec(),
+                        }
+                    }
+                };
+
+                let node_body = Some(ProstStreamNode::Exchange(ExchangeNode {
+                    strategy: Some(dispatch_strategy),
+                }));
+                let input = self
+                    .inputs()
+                    .into_iter()
+                    .map(|plan| plan.to_stream_prost(state))
+                    .collect();
+
+                let stream_node = ProstStreamPlan {
+                    input,
+                    identity: format!("{}", self),
+                    node_body,
+                    operator_id: self.id().0 as _,
+                    stream_key: self.logical_pk().iter().map(|x| *x as u32).collect(),
+                    fields: self.schema().to_prost(),
+                    append_only: self.append_only(),
+                };
+
+                state.add_share_stream_node(operator_id, stream_node.clone());
+                stream_node
+            }
+
+            Some(stream_node) => stream_node.clone(),
+        }
+    }
+}
diff --git a/src/frontend/src/optimizer/plan_node/stream_source.rs b/src/frontend/src/optimizer/plan_node/stream_source.rs
index ab21172a6e997..761e6aaf865ee 100644
--- a/src/frontend/src/optimizer/plan_node/stream_source.rs
+++ b/src/frontend/src/optimizer/plan_node/stream_source.rs
@@ -15,9 +15,9 @@
 use std::fmt;
 
 use itertools::Itertools;
-use risingwave_pb::catalog::{ColumnIndex, SourceInfo};
+use risingwave_pb::catalog::ColumnIndex;
 use risingwave_pb::stream_plan::stream_node::NodeBody as ProstStreamNode;
-use risingwave_pb::stream_plan::SourceNode;
+use risingwave_pb::stream_plan::{SourceNode, StreamSource as ProstStreamSource};
 
 use super::{LogicalSource, PlanBase, StreamNode};
 use crate::optimizer::property::Distribution;
@@ -38,7 +38,11 @@ impl StreamSource {
             logical.logical_pk().to_vec(),
             logical.functional_dependency().clone(),
             Distribution::SomeShard,
-            logical.source_catalog().append_only,
+            logical
+                .core
+                .catalog
+                .as_ref()
+                .map_or(true, |s| s.append_only),
         );
         Self { base, logical }
     }
@@ -57,17 +61,19 @@ impl_plan_tree_node_for_leaf! { StreamSource }
 impl fmt::Display for StreamSource {
     fn fmt(&self, f: &mut fmt::Formatter<'_>) -> fmt::Result {
         let mut builder = f.debug_struct("StreamSource");
-        builder
-            .field("source", &self.logical.source_catalog().name)
-            .field("columns", &self.column_names())
-            .finish()
+        if let Some(catalog) = self.logical.source_catalog() {
+            builder
+                .field("source", &catalog.name)
+                .field("columns", &self.column_names());
+        }
+        builder.finish()
     }
 }
 
 impl StreamNode for StreamSource {
     fn to_stream_prost_body(&self, state: &mut BuildFragmentGraphState) -> ProstStreamNode {
         let source_catalog = self.logical.source_catalog();
-        ProstStreamNode::Source(SourceNode {
+        let source_inner = source_catalog.map(|source_catalog| ProstStreamSource {
             source_id: source_catalog.id,
             source_name: source_catalog.name.clone(),
             state_table: Some(
@@ -76,9 +82,7 @@ impl StreamNode for StreamSource {
                     .with_id(state.gen_table_id_wrapped())
                     .to_internal_table_prost(),
             ),
-            info: Some(SourceInfo {
-                source_info: Some(source_catalog.info.clone()),
-            }),
+            info: Some(source_catalog.info.clone()),
             row_id_index: source_catalog
                 .row_id_index
                 .map(|index| ColumnIndex { index: index as _ }),
@@ -93,6 +97,7 @@ impl StreamNode for StreamSource {
                 .map(Into::into)
                 .collect_vec(),
             properties: source_catalog.properties.clone(),
-        })
+        });
+        ProstStreamNode::Source(SourceNode { source_inner })
     }
 }
diff --git a/src/frontend/src/optimizer/plan_rewriter.rs b/src/frontend/src/optimizer/plan_rewriter.rs
index d49fc6d48c597..a60348b979c3e 100644
--- a/src/frontend/src/optimizer/plan_rewriter.rs
+++ b/src/frontend/src/optimizer/plan_rewriter.rs
@@ -18,6 +18,31 @@ use paste::paste;
 use crate::for_all_plan_nodes;
 use crate::optimizer::plan_node::*;
 
+macro_rules! def_rewrite {
+    ( $convention:ident, Share ) => {
+        paste! {
+            /// When we use the plan rewriter, we need to take care of the share operator,
+            /// because our plan is a DAG rather than a tree.
+            /// Make sure this method can keep the shape of DAG.
+            fn [<rewrite_ $convention:snake _ share>](&mut self, plan: &[<$convention Share>]) -> PlanRef;
+        }
+    };
+
+    ( $convention:ident, $name:ident ) => {
+        paste! {
+            #[doc = "Visit [`" [<$convention $name>] "`] , the function should rewrite the inputs."]
+            fn [<rewrite_ $convention:snake _ $name:snake>](&mut self, plan: &[<$convention $name>]) -> PlanRef {
+                let new_inputs = plan
+                    .inputs()
+                    .into_iter()
+                    .map(|input| self.rewrite(input.clone()))
+                    .collect_vec();
+                plan.clone_with_inputs(&new_inputs)
+            }
+        }
+    };
+}
+
 /// Define `PlanRewriter` trait.
 macro_rules! def_rewriter {
     ($({ $convention:ident, $name:ident }),*) => {
@@ -37,18 +62,10 @@ macro_rules! def_rewriter {
                 }
 
                 $(
-                    #[doc = "Visit [`" [<$convention $name>] "`] , the function should rewrite the inputs."]
-                    fn [<rewrite_ $convention:snake _ $name:snake>](&mut self, plan: &[<$convention $name>]) -> PlanRef {
-                        let new_inputs = plan
-                            .inputs()
-                            .into_iter()
-                            .map(|input| self.rewrite(input.clone()))
-                            .collect_vec();
-                        plan.clone_with_inputs(&new_inputs)
-                    }
+                    def_rewrite! {$convention, $name}
                 )*
             }
         }
-    }
+    };
 }
 for_all_plan_nodes! { def_rewriter }
diff --git a/src/frontend/src/optimizer/rule/agg_project_merge.rs b/src/frontend/src/optimizer/rule/agg_project_merge_rule.rs
similarity index 100%
rename from src/frontend/src/optimizer/rule/agg_project_merge.rs
rename to src/frontend/src/optimizer/rule/agg_project_merge_rule.rs
diff --git a/src/frontend/src/optimizer/rule/apply_agg.rs b/src/frontend/src/optimizer/rule/apply_agg_transpose_rule.rs
similarity index 100%
rename from src/frontend/src/optimizer/rule/apply_agg.rs
rename to src/frontend/src/optimizer/rule/apply_agg_transpose_rule.rs
diff --git a/src/frontend/src/optimizer/rule/apply_filter.rs b/src/frontend/src/optimizer/rule/apply_filter_transpose_rule.rs
similarity index 100%
rename from src/frontend/src/optimizer/rule/apply_filter.rs
rename to src/frontend/src/optimizer/rule/apply_filter_transpose_rule.rs
diff --git a/src/frontend/src/optimizer/rule/apply_join.rs b/src/frontend/src/optimizer/rule/apply_join_transpose_rule.rs
similarity index 100%
rename from src/frontend/src/optimizer/rule/apply_join.rs
rename to src/frontend/src/optimizer/rule/apply_join_transpose_rule.rs
diff --git a/src/frontend/src/optimizer/rule/apply_proj.rs b/src/frontend/src/optimizer/rule/apply_project_transpose_rule.rs
similarity index 100%
rename from src/frontend/src/optimizer/rule/apply_proj.rs
rename to src/frontend/src/optimizer/rule/apply_project_transpose_rule.rs
diff --git a/src/frontend/src/optimizer/rule/apply_scan.rs b/src/frontend/src/optimizer/rule/apply_scan_rule.rs
similarity index 100%
rename from src/frontend/src/optimizer/rule/apply_scan.rs
rename to src/frontend/src/optimizer/rule/apply_scan_rule.rs
diff --git a/src/frontend/src/optimizer/rule/apply_share_eliminate_rule.rs b/src/frontend/src/optimizer/rule/apply_share_eliminate_rule.rs
new file mode 100644
index 0000000000000..4ee90adc3d8dc
--- /dev/null
+++ b/src/frontend/src/optimizer/rule/apply_share_eliminate_rule.rs
@@ -0,0 +1,45 @@
+// Copyright 2022 Singularity Data
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+use super::{BoxedRule, Rule};
+use crate::optimizer::plan_node::{LogicalApply, LogicalShare, PlanTreeNodeUnary};
+use crate::optimizer::PlanRef;
+
+/// Eliminate `LogicalShare` for `LogicalApply`.
+pub struct ApplyShareEliminateRule {}
+impl Rule for ApplyShareEliminateRule {
+    fn apply(&self, plan: PlanRef) -> Option<PlanRef> {
+        let apply: &LogicalApply = plan.as_logical_apply()?;
+        let (left, right, on, join_type, correlated_id, correlated_indices, max_one_row) =
+            apply.clone().decompose();
+
+        let share: &LogicalShare = right.as_logical_share()?;
+        // Eliminate the share operator
+        Some(LogicalApply::create(
+            left,
+            share.input(),
+            join_type,
+            on,
+            correlated_id,
+            correlated_indices,
+            max_one_row,
+        ))
+    }
+}
+
+impl ApplyShareEliminateRule {
+    pub fn create() -> BoxedRule {
+        Box::new(ApplyShareEliminateRule {})
+    }
+}
diff --git a/src/frontend/src/optimizer/rule/apply_to_join.rs b/src/frontend/src/optimizer/rule/apply_to_join_rule.rs
similarity index 100%
rename from src/frontend/src/optimizer/rule/apply_to_join.rs
rename to src/frontend/src/optimizer/rule/apply_to_join_rule.rs
diff --git a/src/frontend/src/optimizer/rule/dag_to_tree_rule.rs b/src/frontend/src/optimizer/rule/dag_to_tree_rule.rs
new file mode 100644
index 0000000000000..581bb9a26da15
--- /dev/null
+++ b/src/frontend/src/optimizer/rule/dag_to_tree_rule.rs
@@ -0,0 +1,44 @@
+// Copyright 2022 Singularity Data
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+use super::{BoxedRule, Rule};
+use crate::optimizer::plan_node::{LogicalShare, PlanTreeNodeUnary};
+use crate::optimizer::PlanRef;
+
+pub struct DagToTreeRule {}
+impl Rule for DagToTreeRule {
+    fn apply(&self, plan: PlanRef) -> Option<PlanRef> {
+        let mut inputs = plan.inputs();
+        let mut has_share = false;
+        for i in 0..inputs.len() {
+            if let Some(logical_share) = inputs[i].as_logical_share() {
+                let logical_share: &LogicalShare = logical_share;
+                inputs[i] = logical_share.input();
+                has_share = true;
+            }
+        }
+
+        if has_share {
+            Some(plan.clone_with_inputs(&inputs))
+        } else {
+            None
+        }
+    }
+}
+
+impl DagToTreeRule {
+    pub fn create() -> BoxedRule {
+        Box::new(DagToTreeRule {})
+    }
+}
diff --git a/src/frontend/src/optimizer/rule/distinct_agg.rs b/src/frontend/src/optimizer/rule/distinct_agg_rule.rs
similarity index 100%
rename from src/frontend/src/optimizer/rule/distinct_agg.rs
rename to src/frontend/src/optimizer/rule/distinct_agg_rule.rs
diff --git a/src/frontend/src/optimizer/rule/index_delta_join.rs b/src/frontend/src/optimizer/rule/index_delta_join_rule.rs
similarity index 100%
rename from src/frontend/src/optimizer/rule/index_delta_join.rs
rename to src/frontend/src/optimizer/rule/index_delta_join_rule.rs
diff --git a/src/frontend/src/optimizer/rule/index_selection.rs b/src/frontend/src/optimizer/rule/index_selection_rule.rs
similarity index 97%
rename from src/frontend/src/optimizer/rule/index_selection.rs
rename to src/frontend/src/optimizer/rule/index_selection_rule.rs
index 6305fa4cbf8f2..91fc199e88829 100644
--- a/src/frontend/src/optimizer/rule/index_selection.rs
+++ b/src/frontend/src/optimizer/rule/index_selection_rule.rs
@@ -66,7 +66,8 @@ use crate::expr::{
 };
 use crate::optimizer::optimizer_context::OptimizerContextRef;
 use crate::optimizer::plan_node::{
-    LogicalJoin, LogicalScan, LogicalUnion, PlanTreeNode, PlanTreeNodeBinary, PredicatePushdown,
+    ColumnPruningContext, LogicalJoin, LogicalScan, LogicalUnion, PlanTreeNode, PlanTreeNodeBinary,
+    PredicatePushdown, PredicatePushdownContext,
 };
 use crate::optimizer::PlanRef;
 use crate::utils::Condition;
@@ -214,15 +215,19 @@ impl IndexSelectionRule {
             .chain(new_predicate.into_iter())
             .collect_vec();
         let on = Condition { conjunctions };
-        let join = LogicalJoin::new(
+        let join: PlanRef = LogicalJoin::new(
             index_scan.into(),
             primary_table_scan.into(),
             JoinType::Inner,
             on,
-        );
+        )
+        .into();
 
         // 2. push down predicate, so we can calculate the cost of index lookup
-        let join_ref = join.predicate_pushdown(Condition::true_cond());
+        let join_ref = join.predicate_pushdown(
+            Condition::true_cond(),
+            &mut PredicatePushdownContext::new(join.clone()),
+        );
 
         let join_with_predicate_push_down =
             join_ref.as_logical_join().expect("must be a logical join");
@@ -246,6 +251,7 @@ impl IndexSelectionRule {
                 .iter()
                 .map(|&col_idx| col_idx + offset)
                 .collect_vec(),
+            &mut ColumnPruningContext::new(join_ref.clone()),
         );
 
         (lookup_join, lookup_cost)
@@ -304,10 +310,14 @@ impl IndexSelectionRule {
             .collect_vec();
 
         let on = Condition { conjunctions };
-        let join = LogicalJoin::new(index_access, primary_table_scan.into(), JoinType::Inner, on);
+        let join: PlanRef =
+            LogicalJoin::new(index_access, primary_table_scan.into(), JoinType::Inner, on).into();
 
         // 3 push down predicate
-        let join_ref = join.predicate_pushdown(Condition::true_cond());
+        let join_ref = join.predicate_pushdown(
+            Condition::true_cond(),
+            &mut PredicatePushdownContext::new(join.clone()),
+        );
 
         // 4. keep the same schema with original logical_scan
         let scan_output_col_idx = logical_scan.output_col_idx();
@@ -316,6 +326,7 @@ impl IndexSelectionRule {
                 .iter()
                 .map(|&col_idx| col_idx + index_access_len)
                 .collect_vec(),
+            &mut ColumnPruningContext::new(join_ref.clone()),
         );
 
         Some((
diff --git a/src/frontend/src/optimizer/rule/join_commute.rs b/src/frontend/src/optimizer/rule/join_commute_rule.rs
similarity index 100%
rename from src/frontend/src/optimizer/rule/join_commute.rs
rename to src/frontend/src/optimizer/rule/join_commute_rule.rs
diff --git a/src/frontend/src/optimizer/rule/max_one_row_elim.rs b/src/frontend/src/optimizer/rule/max_one_row_eliminate_rule.rs
similarity index 100%
rename from src/frontend/src/optimizer/rule/max_one_row_elim.rs
rename to src/frontend/src/optimizer/rule/max_one_row_eliminate_rule.rs
diff --git a/src/frontend/src/optimizer/rule/merge_multijoin.rs b/src/frontend/src/optimizer/rule/merge_multijoin_rule.rs
similarity index 100%
rename from src/frontend/src/optimizer/rule/merge_multijoin.rs
rename to src/frontend/src/optimizer/rule/merge_multijoin_rule.rs
diff --git a/src/frontend/src/optimizer/rule/mod.rs b/src/frontend/src/optimizer/rule/mod.rs
index 8be44fb7c252e..afd1c6402937e 100644
--- a/src/frontend/src/optimizer/rule/mod.rs
+++ b/src/frontend/src/optimizer/rule/mod.rs
@@ -29,50 +29,56 @@ pub trait Description {
 
 pub(super) type BoxedRule = Box<dyn Rule>;
 
-mod project_join;
-pub use project_join::*;
-mod project_elim;
-pub use project_elim::*;
-mod project_merge;
-pub use project_merge::*;
-mod pull_up_correlated_predicate;
-pub use pull_up_correlated_predicate::*;
-mod index_delta_join;
-pub use index_delta_join::*;
-mod reorder_multijoin;
-pub use reorder_multijoin::*;
-mod apply_agg;
-pub use apply_agg::*;
-mod apply_filter;
-pub use apply_filter::*;
-mod apply_proj;
-pub use apply_proj::*;
-mod apply_scan;
-pub use apply_scan::*;
-mod translate_apply;
-pub use translate_apply::*;
-mod merge_multijoin;
-pub use merge_multijoin::*;
-mod max_one_row_elim;
-pub use max_one_row_elim::*;
-mod apply_join;
-pub use apply_join::*;
-mod apply_to_join;
-pub use apply_to_join::*;
-mod distinct_agg;
-pub use distinct_agg::*;
-mod index_selection;
-pub use index_selection::*;
-mod push_calculation_of_join;
-pub use push_calculation_of_join::*;
-mod join_commute;
-mod over_agg_to_topn;
-pub use join_commute::*;
-pub use over_agg_to_topn::*;
-mod union_to_distinct;
-pub use union_to_distinct::*;
-mod agg_project_merge;
-pub use agg_project_merge::*;
+mod project_join_merge_rule;
+pub use project_join_merge_rule::*;
+mod project_eliminate_rule;
+pub use project_eliminate_rule::*;
+mod project_merge_rule;
+pub use project_merge_rule::*;
+mod pull_up_correlated_predicate_rule;
+pub use pull_up_correlated_predicate_rule::*;
+mod index_delta_join_rule;
+pub use index_delta_join_rule::*;
+mod reorder_multijoin_rule;
+pub use reorder_multijoin_rule::*;
+mod apply_agg_transpose_rule;
+pub use apply_agg_transpose_rule::*;
+mod apply_filter_transpose_rule;
+pub use apply_filter_transpose_rule::*;
+mod apply_project_transpose_rule;
+pub use apply_project_transpose_rule::*;
+mod apply_scan_rule;
+pub use apply_scan_rule::*;
+mod translate_apply_rule;
+pub use translate_apply_rule::*;
+mod merge_multijoin_rule;
+pub use merge_multijoin_rule::*;
+mod max_one_row_eliminate_rule;
+pub use max_one_row_eliminate_rule::*;
+mod apply_join_transpose_rule;
+pub use apply_join_transpose_rule::*;
+mod apply_to_join_rule;
+pub use apply_to_join_rule::*;
+mod distinct_agg_rule;
+pub use distinct_agg_rule::*;
+mod index_selection_rule;
+pub use index_selection_rule::*;
+mod push_calculation_of_join_rule;
+pub use push_calculation_of_join_rule::*;
+mod join_commute_rule;
+mod over_agg_to_topn_rule;
+pub use join_commute_rule::*;
+pub use over_agg_to_topn_rule::*;
+mod union_to_distinct_rule;
+pub use union_to_distinct_rule::*;
+mod agg_project_merge_rule;
+pub use agg_project_merge_rule::*;
+mod union_merge_rule;
+pub use union_merge_rule::*;
+mod dag_to_tree_rule;
+pub use dag_to_tree_rule::*;
+mod apply_share_eliminate_rule;
+pub use apply_share_eliminate_rule::*;
 
 #[macro_export]
 macro_rules! for_all_rules {
@@ -83,13 +89,14 @@ macro_rules! for_all_rules {
             ,{ApplyProjectTransposeRule}
             ,{ApplyScanRule}
             ,{ApplyJoinTransposeRule}
+            ,{ApplyShareEliminateRule}
             ,{ApplyToJoinRule}
             ,{MaxOneRowEliminateRule}
             ,{DistinctAggRule}
             ,{IndexDeltaJoinRule}
             ,{MergeMultiJoinRule}
             ,{ProjectEliminateRule}
-            ,{ProjectJoinRule}
+            ,{ProjectJoinMergeRule}
             ,{ProjectMergeRule}
             ,{PullUpCorrelatedPredicateRule}
             ,{ReorderMultiJoinRule}
@@ -100,6 +107,8 @@ macro_rules! for_all_rules {
             ,{JoinCommuteRule}
             ,{UnionToDistinctRule}
             ,{AggProjectMergeRule}
+            ,{UnionMergeRule}
+            ,{DagToTreeRule}
         }
     };
 }
diff --git a/src/frontend/src/optimizer/rule/over_agg_to_topn.rs b/src/frontend/src/optimizer/rule/over_agg_to_topn_rule.rs
similarity index 100%
rename from src/frontend/src/optimizer/rule/over_agg_to_topn.rs
rename to src/frontend/src/optimizer/rule/over_agg_to_topn_rule.rs
diff --git a/src/frontend/src/optimizer/rule/project_elim.rs b/src/frontend/src/optimizer/rule/project_eliminate_rule.rs
similarity index 100%
rename from src/frontend/src/optimizer/rule/project_elim.rs
rename to src/frontend/src/optimizer/rule/project_eliminate_rule.rs
diff --git a/src/frontend/src/optimizer/rule/project_join.rs b/src/frontend/src/optimizer/rule/project_join_merge_rule.rs
similarity index 92%
rename from src/frontend/src/optimizer/rule/project_join.rs
rename to src/frontend/src/optimizer/rule/project_join_merge_rule.rs
index 3ed0672b9f3f1..a2f62cc42234f 100644
--- a/src/frontend/src/optimizer/rule/project_join.rs
+++ b/src/frontend/src/optimizer/rule/project_join_merge_rule.rs
@@ -14,15 +14,15 @@
 
 use super::super::plan_node::*;
 use super::{BoxedRule, Rule};
-pub struct ProjectJoinRule {}
+pub struct ProjectJoinMergeRule {}
 
-impl ProjectJoinRule {
+impl ProjectJoinMergeRule {
     pub fn create() -> BoxedRule {
         Box::new(Self {})
     }
 }
 
-impl Rule for ProjectJoinRule {
+impl Rule for ProjectJoinMergeRule {
     fn apply(&self, plan: PlanRef) -> Option<PlanRef> {
         let project = plan.as_logical_project()?;
         let input = project.input();
diff --git a/src/frontend/src/optimizer/rule/project_merge.rs b/src/frontend/src/optimizer/rule/project_merge_rule.rs
similarity index 100%
rename from src/frontend/src/optimizer/rule/project_merge.rs
rename to src/frontend/src/optimizer/rule/project_merge_rule.rs
diff --git a/src/frontend/src/optimizer/rule/pull_up_correlated_predicate.rs b/src/frontend/src/optimizer/rule/pull_up_correlated_predicate_rule.rs
similarity index 100%
rename from src/frontend/src/optimizer/rule/pull_up_correlated_predicate.rs
rename to src/frontend/src/optimizer/rule/pull_up_correlated_predicate_rule.rs
diff --git a/src/frontend/src/optimizer/rule/push_calculation_of_join.rs b/src/frontend/src/optimizer/rule/push_calculation_of_join_rule.rs
similarity index 100%
rename from src/frontend/src/optimizer/rule/push_calculation_of_join.rs
rename to src/frontend/src/optimizer/rule/push_calculation_of_join_rule.rs
diff --git a/src/frontend/src/optimizer/rule/reorder_multijoin.rs b/src/frontend/src/optimizer/rule/reorder_multijoin_rule.rs
similarity index 100%
rename from src/frontend/src/optimizer/rule/reorder_multijoin.rs
rename to src/frontend/src/optimizer/rule/reorder_multijoin_rule.rs
diff --git a/src/frontend/src/optimizer/rule/translate_apply.rs b/src/frontend/src/optimizer/rule/translate_apply_rule.rs
similarity index 95%
rename from src/frontend/src/optimizer/rule/translate_apply.rs
rename to src/frontend/src/optimizer/rule/translate_apply_rule.rs
index 6361a6bf1f68e..9ca17b9bc1999 100644
--- a/src/frontend/src/optimizer/rule/translate_apply.rs
+++ b/src/frontend/src/optimizer/rule/translate_apply_rule.rs
@@ -21,8 +21,8 @@ use risingwave_pb::plan_common::JoinType;
 use super::{BoxedRule, Rule};
 use crate::expr::{ExprImpl, ExprType, FunctionCall, InputRef};
 use crate::optimizer::plan_node::{
-    LogicalAgg, LogicalApply, LogicalJoin, LogicalProject, LogicalScan, PlanTreeNodeBinary,
-    PlanTreeNodeUnary,
+    LogicalAgg, LogicalApply, LogicalJoin, LogicalProject, LogicalScan, LogicalShare,
+    PlanTreeNodeBinary, PlanTreeNodeUnary,
 };
 use crate::optimizer::PlanRef;
 use crate::utils::{ColIndexMapping, Condition};
@@ -51,7 +51,8 @@ pub struct TranslateApplyRule {}
 impl Rule for TranslateApplyRule {
     fn apply(&self, plan: PlanRef) -> Option<PlanRef> {
         let apply: &LogicalApply = plan.as_logical_apply()?;
-        let left = apply.left();
+        let mut left: PlanRef = apply.left();
+        let right: PlanRef = apply.right();
         let apply_left_len = left.schema().len();
         let correlated_indices = apply.correlated_indices();
 
@@ -92,10 +93,14 @@ impl Rule for TranslateApplyRule {
         } else {
             // The left side of the apply is not SPJ. We need to use the general way to calculate
             // the domain. Distinct + Project + The Left of Apply
+
+            // Use Share
+            let logical_share = LogicalShare::new(left);
+            left = logical_share.into();
             let distinct = LogicalAgg::new(
                 vec![],
                 correlated_indices.clone().into_iter().collect_vec(),
-                left,
+                left.clone(),
             );
             distinct.into()
         };
@@ -118,7 +123,8 @@ impl Rule for TranslateApplyRule {
             })
             .collect::<Vec<ExprImpl>>();
 
-        let new_node = apply.clone().translate_apply(domain, eq_predicates);
+        let new_apply = apply.clone_with_left_right(left, right);
+        let new_node = new_apply.translate_apply(domain, eq_predicates);
         Some(new_node)
     }
 }
diff --git a/src/frontend/src/optimizer/rule/union_merge_rule.rs b/src/frontend/src/optimizer/rule/union_merge_rule.rs
new file mode 100644
index 0000000000000..fdbf4de07dbc5
--- /dev/null
+++ b/src/frontend/src/optimizer/rule/union_merge_rule.rs
@@ -0,0 +1,47 @@
+// Copyright 2022 Singularity Data
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+use super::{BoxedRule, Rule};
+use crate::optimizer::plan_node::{LogicalUnion, PlanTreeNode};
+use crate::optimizer::PlanRef;
+
+pub struct UnionMergeRule {}
+impl Rule for UnionMergeRule {
+    fn apply(&self, plan: PlanRef) -> Option<PlanRef> {
+        let top_union: &LogicalUnion = plan.as_logical_union()?;
+        let top_all = top_union.all();
+        let mut new_inputs = vec![];
+        let mut has_merge = false;
+        for input in top_union.inputs() {
+            if let Some(bottom_union) = input.as_logical_union() && bottom_union.all() == top_all {
+                new_inputs.extend(bottom_union.inputs());
+                has_merge = true;
+            } else {
+                new_inputs.push(input);
+            }
+        }
+
+        if has_merge {
+            Some(top_union.clone_with_inputs(&new_inputs))
+        } else {
+            None
+        }
+    }
+}
+
+impl UnionMergeRule {
+    pub fn create() -> BoxedRule {
+        Box::new(UnionMergeRule {})
+    }
+}
diff --git a/src/frontend/src/optimizer/rule/union_to_distinct.rs b/src/frontend/src/optimizer/rule/union_to_distinct_rule.rs
similarity index 100%
rename from src/frontend/src/optimizer/rule/union_to_distinct.rs
rename to src/frontend/src/optimizer/rule/union_to_distinct_rule.rs
diff --git a/src/frontend/src/optimizer/share_parent_counter.rs b/src/frontend/src/optimizer/share_parent_counter.rs
new file mode 100644
index 0000000000000..86e8df0e1e857
--- /dev/null
+++ b/src/frontend/src/optimizer/share_parent_counter.rs
@@ -0,0 +1,48 @@
+// Copyright 2022 Singularity Data
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+use std::collections::HashMap;
+
+use crate::optimizer::plan_node::{LogicalShare, PlanNodeId, PlanTreeNodeUnary};
+use crate::optimizer::plan_visitor::PlanVisitor;
+
+#[derive(Debug, Clone, Default)]
+pub struct ShareParentCounter {
+    /// Plan node id to parent number mapping.
+    parent_counter: HashMap<PlanNodeId, usize>,
+}
+
+impl ShareParentCounter {
+    pub fn get_parent_num(&self, share: &LogicalShare) -> usize {
+        *self
+            .parent_counter
+            .get(&share.id())
+            .expect("share must exist")
+    }
+}
+
+impl PlanVisitor<()> for ShareParentCounter {
+    fn merge(_: (), _: ()) {}
+
+    fn visit_logical_share(&mut self, share: &LogicalShare) {
+        let v = self
+            .parent_counter
+            .entry(share.id())
+            .and_modify(|counter| *counter += 1)
+            .or_insert(1);
+        if *v == 1 {
+            self.visit(share.input())
+        }
+    }
+}
diff --git a/src/frontend/src/optimizer/share_source_rewriter.rs b/src/frontend/src/optimizer/share_source_rewriter.rs
new file mode 100644
index 0000000000000..175629ee2dff5
--- /dev/null
+++ b/src/frontend/src/optimizer/share_source_rewriter.rs
@@ -0,0 +1,123 @@
+// Copyright 2022 Singularity Data
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+use std::collections::{HashMap, HashSet};
+
+use itertools::Itertools;
+
+use crate::catalog::SourceId;
+use crate::optimizer::plan_node::{
+    LogicalShare, LogicalSource, PlanNodeId, PlanTreeNode, StreamShare,
+};
+use crate::optimizer::plan_rewriter::PlanRewriter;
+use crate::optimizer::PlanVisitor;
+use crate::PlanRef;
+
+#[derive(Debug, Clone, Default)]
+pub struct ShareSourceRewriter {
+    /// Source id need to be shared.
+    share_ids: HashSet<SourceId>,
+    /// Source id to share node.
+    share_source: HashMap<SourceId, PlanRef>,
+    /// Original share node plan id to new share node.
+    /// Rewriter will rewrite all nodes, but we need to keep the shape of the DAG.
+    share_map: HashMap<PlanNodeId, PlanRef>,
+}
+
+#[derive(Debug, Clone, Default)]
+struct SourceCounter {
+    /// Source id to count.
+    source_counter: HashMap<SourceId, usize>,
+}
+
+impl ShareSourceRewriter {
+    pub fn share_source(plan: PlanRef) -> PlanRef {
+        // Find which sources occurred more than once.
+        let mut source_counter = SourceCounter::default();
+        source_counter.visit(plan.clone());
+
+        let mut share_source_rewriter = ShareSourceRewriter {
+            share_ids: source_counter
+                .source_counter
+                .into_iter()
+                .filter(|(_, v)| *v > 1)
+                .map(|(k, _)| k)
+                .collect(),
+            share_source: Default::default(),
+            share_map: Default::default(),
+        };
+        // Rewrite source to share source
+        share_source_rewriter.rewrite(plan)
+    }
+}
+
+impl PlanRewriter for ShareSourceRewriter {
+    fn rewrite_logical_source(&mut self, source: &LogicalSource) -> PlanRef {
+        let source_id = match &source.core.catalog {
+            Some(s) => s.id,
+            None => {
+                return source.clone().into();
+            }
+        };
+        if !self.share_ids.contains(&source_id) {
+            let source_ref = source.clone().into();
+            return source_ref;
+        }
+        match self.share_source.get(&source_id) {
+            None => {
+                let source_ref = source.clone().into();
+                let share_source = LogicalShare::create(source_ref);
+                self.share_source.insert(source_id, share_source.clone());
+                share_source
+            }
+            Some(share_source) => share_source.clone(),
+        }
+    }
+
+    fn rewrite_logical_share(&mut self, share: &LogicalShare) -> PlanRef {
+        // When we use the plan rewriter, we need to take care of the share operator,
+        // because our plan is a DAG rather than a tree.
+        match self.share_map.get(&share.id()) {
+            None => {
+                let new_inputs = share
+                    .inputs()
+                    .into_iter()
+                    .map(|input| self.rewrite(input.clone()))
+                    .collect_vec();
+                let new_share = share.clone_with_inputs(&new_inputs);
+                self.share_map.insert(share.id(), new_share.clone());
+                new_share
+            }
+            Some(new_share) => new_share.clone(),
+        }
+    }
+
+    fn rewrite_stream_share(&mut self, _share: &StreamShare) -> PlanRef {
+        // We only access logical node here, so stream share is unreachable.
+        unreachable!()
+    }
+}
+
+impl PlanVisitor<()> for SourceCounter {
+    fn merge(_: (), _: ()) {}
+
+    fn visit_logical_source(&mut self, source: &LogicalSource) {
+        if let Some(source) = &source.core.catalog {
+            self.source_counter
+                .entry(source.id)
+                .and_modify(|count| *count += 1)
+                .or_insert(1);
+        }
+    }
+}
diff --git a/src/frontend/src/planner/delete.rs b/src/frontend/src/planner/delete.rs
index 1bdccf3ba0375..11607544faa4b 100644
--- a/src/frontend/src/planner/delete.rs
+++ b/src/frontend/src/planner/delete.rs
@@ -23,16 +23,14 @@ use crate::optimizer::{PlanRef, PlanRoot};
 
 impl Planner {
     pub(super) fn plan_delete(&mut self, delete: BoundDelete) -> Result<PlanRoot> {
-        let name = delete.table_source.name.clone();
-        let source_id = delete.table_source.source_id;
-        let table_id = delete.table_source.associated_mview_id;
         let scan = self.plan_base_table(delete.table)?;
         let input = if let Some(expr) = delete.selection {
             LogicalFilter::create_with_expr(scan, expr)
         } else {
             scan
         };
-        let plan: PlanRef = LogicalDelete::create(input, name, source_id, table_id)?.into();
+        let plan: PlanRef =
+            LogicalDelete::create(input, delete.table_name.clone(), delete.table_id)?.into();
 
         // For delete, frontend will only schedule one task so do not need this to be single.
         let dist = RequiredDist::Any;
diff --git a/src/frontend/src/planner/insert.rs b/src/frontend/src/planner/insert.rs
index 907a9a7da264d..464ced070153a 100644
--- a/src/frontend/src/planner/insert.rs
+++ b/src/frontend/src/planner/insert.rs
@@ -29,10 +29,10 @@ impl Planner {
         }
         let plan: PlanRef = LogicalInsert::create(
             input,
-            insert.table_source.name,
-            insert.table_source.source_id,
-            insert.table_source.associated_mview_id,
-            insert.column_idxs,
+            insert.table_name.clone(),
+            insert.table_id,
+            insert.column_indices,
+            insert.row_id_index,
         )?
         .into();
         // For insert, frontend will only schedule one task so do not need this to be single.
diff --git a/src/frontend/src/planner/relation.rs b/src/frontend/src/planner/relation.rs
index 1c67e25171e24..dc73fc7417258 100644
--- a/src/frontend/src/planner/relation.rs
+++ b/src/frontend/src/planner/relation.rs
@@ -74,7 +74,24 @@ impl Planner {
     }
 
     pub(super) fn plan_source(&mut self, source: BoundSource) -> Result<PlanRef> {
-        Ok(LogicalSource::new(Rc::new(source.catalog), self.ctx()).into())
+        let column_descs = source
+            .catalog
+            .columns
+            .iter()
+            .map(|column| column.column_desc.clone())
+            .collect_vec();
+        let pk_col_ids = source.catalog.pk_col_ids.clone();
+        let row_id_index = source.catalog.row_id_index;
+        let gen_row_id = source.catalog.append_only;
+        Ok(LogicalSource::new(
+            Some(Rc::new(source.catalog)),
+            column_descs,
+            pk_col_ids,
+            row_id_index,
+            gen_row_id,
+            self.ctx(),
+        )
+        .into())
     }
 
     pub(super) fn plan_join(&mut self, join: BoundJoin) -> Result<PlanRef> {
diff --git a/src/frontend/src/planner/update.rs b/src/frontend/src/planner/update.rs
index ad32c274c7be9..54deebc1df47f 100644
--- a/src/frontend/src/planner/update.rs
+++ b/src/frontend/src/planner/update.rs
@@ -24,17 +24,19 @@ use crate::optimizer::{PlanRef, PlanRoot};
 
 impl Planner {
     pub(super) fn plan_update(&mut self, update: BoundUpdate) -> Result<PlanRoot> {
-        let name = update.table_source.name.clone();
-        let source_id = update.table_source.source_id;
-        let table_id = update.table_source.associated_mview_id;
         let scan = self.plan_relation(update.table)?;
         let input = if let Some(expr) = update.selection {
             LogicalFilter::create_with_expr(scan, expr)
         } else {
             scan
         };
-        let plan: PlanRef =
-            LogicalUpdate::create(input, name, source_id, table_id, update.exprs)?.into();
+        let plan: PlanRef = LogicalUpdate::create(
+            input,
+            update.table_name.clone(),
+            update.table_id,
+            update.exprs,
+        )?
+        .into();
 
         // For update, frontend will only schedule one task so do not need this to be single.
         let dist = RequiredDist::Any;
diff --git a/src/frontend/src/scheduler/distributed/stage.rs b/src/frontend/src/scheduler/distributed/stage.rs
index a4186db03f4c1..b5e9225424fe0 100644
--- a/src/frontend/src/scheduler/distributed/stage.rs
+++ b/src/frontend/src/scheduler/distributed/stage.rs
@@ -548,9 +548,9 @@ impl StageRunner {
         let node_body = plan_node.node_body.as_ref().expect("fail to get node body");
 
         let vnode_mapping = match node_body {
-            Insert(insert_node) => self.get_vnode_mapping(&insert_node.associated_mview_id.into()),
-            Update(update_node) => self.get_vnode_mapping(&update_node.associated_mview_id.into()),
-            Delete(delete_node) => self.get_vnode_mapping(&delete_node.associated_mview_id.into()),
+            Insert(insert_node) => self.get_vnode_mapping(&insert_node.table_id.into()),
+            Update(update_node) => self.get_vnode_mapping(&update_node.table_id.into()),
+            Delete(delete_node) => self.get_vnode_mapping(&delete_node.table_id.into()),
             _ => {
                 if let Some(distributed_lookup_join_node) =
                     Self::find_distributed_lookup_join_node(plan_node)
diff --git a/src/frontend/src/scheduler/plan_fragmenter.rs b/src/frontend/src/scheduler/plan_fragmenter.rs
index 01a68082cabec..17301799ea313 100644
--- a/src/frontend/src/scheduler/plan_fragmenter.rs
+++ b/src/frontend/src/scheduler/plan_fragmenter.rs
@@ -512,7 +512,7 @@ impl BatchPlanFragmenter {
                                 .take(1)
                                 .update(|(_, info)| {
                                     info.vnode_bitmap =
-                                        Bitmap::all_high_bits(VirtualNode::COUNT).to_protobuf();
+                                        Bitmap::ones(VirtualNode::COUNT).to_protobuf();
                                 })
                                 .collect();
                         }
@@ -618,30 +618,30 @@ impl BatchPlanFragmenter {
         }
 
         if let Some(source_node) = node.as_batch_source() {
-            let property = ConnectorProperties::extract(
-                source_node.logical().source_catalog().properties.clone(),
-            )?;
-            let mut enumerator = block_on(SplitEnumeratorImpl::create(property))?;
-            let kafka_enumerator = match enumerator {
-                SplitEnumeratorImpl::Kafka(ref mut kafka_enumerator) => kafka_enumerator,
-                _ => {
-                    return Err(SchedulerError::Internal(anyhow!(
-                        "Unsupported to query directly from this source"
-                    )))
-                }
-            };
-            let split_info = block_on(kafka_enumerator.list_splits_batch(None, None))?
-                .into_iter()
-                .map(SplitImpl::Kafka)
-                .collect_vec();
-
-            Ok(Some(SourceScanInfo::new(split_info)))
-        } else {
-            node.inputs()
-                .into_iter()
-                .find_map(|n| Self::collect_stage_source(n).transpose())
-                .transpose()
+            let source_catalog = source_node.logical().source_catalog();
+            if let Some(source_catalog) = source_catalog {
+                let property = ConnectorProperties::extract(source_catalog.properties.clone())?;
+                let mut enumerator = block_on(SplitEnumeratorImpl::create(property))?;
+                let kafka_enumerator = match enumerator {
+                    SplitEnumeratorImpl::Kafka(ref mut kafka_enumerator) => kafka_enumerator,
+                    _ => {
+                        return Err(SchedulerError::Internal(anyhow!(
+                            "Unsupported to query directly from this source"
+                        )))
+                    }
+                };
+                let split_info = block_on(kafka_enumerator.list_splits_batch(None, None))?
+                    .into_iter()
+                    .map(SplitImpl::Kafka)
+                    .collect_vec();
+                return Ok(Some(SourceScanInfo::new(split_info)));
+            }
         }
+
+        node.inputs()
+            .into_iter()
+            .find_map(|n| Self::collect_stage_source(n).transpose())
+            .transpose()
     }
 
     /// Check whether this stage contains a table scan node and the table's information if so.
diff --git a/src/frontend/src/scheduler/task_context.rs b/src/frontend/src/scheduler/task_context.rs
index 30de2ab83158e..3769bc3712aad 100644
--- a/src/frontend/src/scheduler/task_context.rs
+++ b/src/frontend/src/scheduler/task_context.rs
@@ -21,7 +21,7 @@ use risingwave_common::config::BatchConfig;
 use risingwave_common::error::Result;
 use risingwave_common::util::addr::{is_local_address, HostAddr};
 use risingwave_rpc_client::ComputeClientPoolRef;
-use risingwave_source::TableSourceManagerRef;
+use risingwave_source::monitor::SourceMetrics;
 
 use crate::catalog::system_catalog::SysCatalogReaderImpl;
 use crate::session::{AuthContext, FrontendEnv};
@@ -58,10 +58,6 @@ impl BatchTaskContext for FrontendBatchTaskContext {
         is_local_address(self.env.server_address(), peer_addr)
     }
 
-    fn source_manager(&self) -> TableSourceManagerRef {
-        unimplemented!("not supported in local mode")
-    }
-
     fn state_store(&self) -> risingwave_storage::store_impl::StateStoreImpl {
         unimplemented!("not supported in local mode")
     }
@@ -77,4 +73,12 @@ impl BatchTaskContext for FrontendBatchTaskContext {
     fn get_config(&self) -> &BatchConfig {
         self.env.batch_config()
     }
+
+    fn dml_manager(&self) -> risingwave_source::dml_manager::DmlManagerRef {
+        unimplemented!("not supported in local mode")
+    }
+
+    fn source_metrics(&self) -> Arc<SourceMetrics> {
+        self.env.source_metrics()
+    }
 }
diff --git a/src/frontend/src/session.rs b/src/frontend/src/session.rs
index be9f1ac59dcbd..440bcced04679 100644
--- a/src/frontend/src/session.rs
+++ b/src/frontend/src/session.rs
@@ -42,6 +42,7 @@ use risingwave_pb::health::health_server::HealthServer;
 use risingwave_pb::user::auth_info::EncryptionType;
 use risingwave_pb::user::grant_privilege::{Action, Object};
 use risingwave_rpc_client::{ComputeClientPool, ComputeClientPoolRef, MetaClient};
+use risingwave_source::monitor::SourceMetrics;
 use risingwave_sqlparser::ast::{ExplainOptions, ObjectName, ShowObject, Statement};
 use risingwave_sqlparser::parser::Parser;
 use tokio::sync::oneshot::Sender;
@@ -93,6 +94,8 @@ pub struct FrontendEnv {
 
     pub frontend_metrics: Arc<FrontendMetrics>,
 
+    source_metrics: Arc<SourceMetrics>,
+
     batch_config: BatchConfig,
 }
 
@@ -134,6 +137,7 @@ impl FrontendEnv {
             sessions_map: Arc::new(Mutex::new(HashMap::new())),
             frontend_metrics: Arc::new(FrontendMetrics::for_test()),
             batch_config: BatchConfig::default(),
+            source_metrics: Arc::new(SourceMetrics::default()),
         }
     }
 
@@ -224,6 +228,7 @@ impl FrontendEnv {
         let registry = prometheus::Registry::new();
         monitor_process(&registry).unwrap();
         let frontend_metrics = Arc::new(FrontendMetrics::new(registry.clone()));
+        let source_metrics = Arc::new(SourceMetrics::new(registry.clone()));
 
         if opts.metrics_level > 0 {
             MetricsManager::boot_metrics_service(opts.prometheus_listener_addr.clone(), registry);
@@ -258,6 +263,7 @@ impl FrontendEnv {
                 frontend_metrics,
                 sessions_map: Arc::new(Mutex::new(HashMap::new())),
                 batch_config,
+                source_metrics,
             },
             observer_join_handle,
             heartbeat_join_handle,
@@ -320,6 +326,10 @@ impl FrontendEnv {
     pub fn batch_config(&self) -> &BatchConfig {
         &self.batch_config
     }
+
+    pub fn source_metrics(&self) -> Arc<SourceMetrics> {
+        self.source_metrics.clone()
+    }
 }
 
 pub struct AuthContext {
diff --git a/src/frontend/src/stream_fragmenter/graph/fragment_graph.rs b/src/frontend/src/stream_fragmenter/graph/fragment_graph.rs
index e4935d421f6fa..abaa3f940b0fe 100644
--- a/src/frontend/src/stream_fragmenter/graph/fragment_graph.rs
+++ b/src/frontend/src/stream_fragmenter/graph/fragment_graph.rs
@@ -13,6 +13,7 @@
 // limitations under the License.
 
 use std::collections::HashMap;
+use std::rc::Rc;
 
 use risingwave_pb::stream_plan::stream_fragment_graph::{
     StreamFragment as StreamFragmentProto, StreamFragmentEdge as StreamFragmentEdgeProto,
@@ -21,7 +22,7 @@ use risingwave_pb::stream_plan::{
     DispatchStrategy, FragmentTypeFlag, StreamFragmentGraph as StreamFragmentGraphProto, StreamNode,
 };
 
-type LocalFragmentId = u32;
+pub type LocalFragmentId = u32;
 
 /// [`StreamFragment`] represent a fragment node in fragment DAG.
 #[derive(Clone, Debug)]
@@ -89,7 +90,7 @@ impl StreamFragment {
 #[derive(Default)]
 pub struct StreamFragmentGraph {
     /// stores all the fragments in the graph.
-    fragments: HashMap<LocalFragmentId, StreamFragment>,
+    fragments: HashMap<LocalFragmentId, Rc<StreamFragment>>,
 
     /// stores edges between fragments: (upstream, downstream) => edge.
     edges: HashMap<(LocalFragmentId, LocalFragmentId), StreamFragmentEdgeProto>,
@@ -111,12 +112,16 @@ impl StreamFragmentGraph {
     }
 
     /// Adds a fragment to the graph.
-    pub fn add_fragment(&mut self, stream_fragment: StreamFragment) {
+    pub fn add_fragment(&mut self, stream_fragment: Rc<StreamFragment>) {
         let id = stream_fragment.fragment_id;
         let ret = self.fragments.insert(id, stream_fragment);
         assert!(ret.is_none(), "fragment already exists: {:?}", id);
     }
 
+    pub fn get_fragment(&self, fragment_id: &LocalFragmentId) -> Option<&Rc<StreamFragment>> {
+        self.fragments.get(fragment_id)
+    }
+
     /// Links upstream to downstream in the graph.
     pub fn add_edge(
         &mut self,
@@ -132,13 +137,8 @@ impl StreamFragmentGraph {
             link_id: edge.link_id,
         };
 
-        let ret = self
-            .edges
-            .insert((upstream_id, downstream_id), edge.clone());
-        assert!(
-            ret.is_none(),
-            "edge already exists: {:?}",
-            (upstream_id, downstream_id, edge)
-        );
+        self.edges
+            .try_insert((upstream_id, downstream_id), edge)
+            .unwrap();
     }
 }
diff --git a/src/frontend/src/stream_fragmenter/mod.rs b/src/frontend/src/stream_fragmenter/mod.rs
index 295131b165c7c..357096ab3442c 100644
--- a/src/frontend/src/stream_fragmenter/mod.rs
+++ b/src/frontend/src/stream_fragmenter/mod.rs
@@ -17,7 +17,8 @@ use graph::*;
 use risingwave_pb::stream_plan::stream_node::NodeBody;
 mod rewrite;
 
-use std::collections::HashSet;
+use std::collections::{HashMap, HashSet};
+use std::rc::Rc;
 
 use derivative::Derivative;
 use risingwave_common::catalog::TableId;
@@ -50,6 +51,11 @@ pub struct BuildFragmentGraphState {
 
     /// dependent table ids
     dependent_table_ids: HashSet<TableId>,
+
+    /// operator id to `LocalFragmentId` mapping used by share operator.
+    share_mapping: HashMap<u32, LocalFragmentId>,
+    /// operator id to `StreamNode` mapping used by share operator.
+    share_stream_node_mapping: HashMap<u32, StreamNode>,
 }
 
 impl BuildFragmentGraphState {
@@ -77,6 +83,15 @@ impl BuildFragmentGraphState {
     pub fn gen_table_id_wrapped(&mut self) -> TableId {
         TableId::new(self.gen_table_id())
     }
+
+    pub fn add_share_stream_node(&mut self, operator_id: u32, stream_node: StreamNode) {
+        self.share_stream_node_mapping
+            .insert(operator_id, stream_node);
+    }
+
+    pub fn get_share_stream_node(&mut self, operator_id: u32) -> Option<&StreamNode> {
+        self.share_stream_node_mapping.get(&operator_id)
+    }
 }
 
 pub fn build_graph(plan_node: PlanRef) -> StreamFragmentGraphProto {
@@ -178,15 +193,29 @@ fn generate_fragment_graph(
 pub(self) fn build_and_add_fragment(
     state: &mut BuildFragmentGraphState,
     stream_node: StreamNode,
-) -> Result<StreamFragment> {
-    let mut fragment = state.new_stream_fragment();
-    let node = build_fragment(state, &mut fragment, stream_node)?;
-
-    assert!(fragment.node.is_none());
-    fragment.node = Some(Box::new(node));
-
-    state.fragment_graph.add_fragment(fragment.clone());
-    Ok(fragment)
+) -> Result<Rc<StreamFragment>> {
+    let operator_id = stream_node.operator_id as u32;
+    match state.share_mapping.get(&operator_id) {
+        None => {
+            let mut fragment = state.new_stream_fragment();
+            let node = build_fragment(state, &mut fragment, stream_node)?;
+
+            assert!(fragment.node.is_none());
+            fragment.node = Some(Box::new(node));
+            let fragment_ref = Rc::new(fragment);
+
+            state.fragment_graph.add_fragment(fragment_ref.clone());
+            state
+                .share_mapping
+                .insert(operator_id, fragment_ref.fragment_id);
+            Ok(fragment_ref)
+        }
+        Some(fragment_id) => Ok(state
+            .fragment_graph
+            .get_fragment(fragment_id)
+            .unwrap()
+            .clone()),
+    }
 }
 
 /// Build new fragment and link dependencies by visiting children recursively, update
diff --git a/src/frontend/src/stream_fragmenter/rewrite/delta_join.rs b/src/frontend/src/stream_fragmenter/rewrite/delta_join.rs
index 566a9cd2da3d7..53c2d0dc575f1 100644
--- a/src/frontend/src/stream_fragmenter/rewrite/delta_join.rs
+++ b/src/frontend/src/stream_fragmenter/rewrite/delta_join.rs
@@ -12,6 +12,8 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
+use std::rc::Rc;
+
 use itertools::Itertools;
 use risingwave_common::catalog::{ColumnDesc, Field};
 use risingwave_common::error::Result;
@@ -79,8 +81,8 @@ fn build_lookup_for_delta_join(
 fn build_delta_join_inner(
     state: &mut BuildFragmentGraphState,
     current_fragment: &mut StreamFragment,
-    arrange_0_frag: StreamFragment,
-    arrange_1_frag: StreamFragment,
+    arrange_0_frag: Rc<StreamFragment>,
+    arrange_1_frag: Rc<StreamFragment>,
     node: &StreamNode,
     is_local_table_id: bool,
 ) -> Result<StreamNode> {
diff --git a/src/frontend/src/test_utils.rs b/src/frontend/src/test_utils.rs
index f8cfb36113e72..bf548de9ccbe5 100644
--- a/src/frontend/src/test_utils.rs
+++ b/src/frontend/src/test_utils.rs
@@ -231,13 +231,15 @@ impl CatalogWriter for MockCatalogWriter {
 
     async fn create_table(
         &self,
-        source: ProstSource,
+        source: Option<ProstSource>,
         mut table: ProstTable,
         graph: StreamFragmentGraph,
     ) -> Result<()> {
-        let source_id = self.create_source_inner(source)?;
-        table.optional_associated_source_id =
-            Some(OptionalAssociatedSourceId::AssociatedSourceId(source_id));
+        if let Some(source) = source {
+            let source_id = self.create_source_inner(source)?;
+            table.optional_associated_source_id =
+                Some(OptionalAssociatedSourceId::AssociatedSourceId(source_id));
+        }
         self.create_materialized_view(table, graph).await?;
         Ok(())
     }
@@ -270,9 +272,11 @@ impl CatalogWriter for MockCatalogWriter {
         Ok(())
     }
 
-    async fn drop_materialized_source(&self, source_id: u32, table_id: TableId) -> Result<()> {
-        let (database_id, schema_id) = self.drop_table_or_source_id(source_id);
-        self.drop_table_or_source_id(table_id.table_id);
+    async fn drop_table(&self, source_id: Option<u32>, table_id: TableId) -> Result<()> {
+        if let Some(source_id) = source_id {
+            self.drop_table_or_source_id(source_id);
+        }
+        let (database_id, schema_id) = self.drop_table_or_source_id(table_id.table_id);
         let indexes =
             self.catalog
                 .read()
@@ -283,9 +287,11 @@ impl CatalogWriter for MockCatalogWriter {
         self.catalog
             .write()
             .drop_table(database_id, schema_id, table_id);
-        self.catalog
-            .write()
-            .drop_source(database_id, schema_id, source_id);
+        if let Some(source_id) = source_id {
+            self.catalog
+                .write()
+                .drop_source(database_id, schema_id, source_id);
+        }
         Ok(())
     }
 
diff --git a/src/frontend/src/utils/condition.rs b/src/frontend/src/utils/condition.rs
index 6bba6245de098..ee00cebcd379f 100644
--- a/src/frontend/src/utils/condition.rs
+++ b/src/frontend/src/utils/condition.rs
@@ -22,12 +22,13 @@ use fixedbitset::FixedBitSet;
 use itertools::Itertools;
 use risingwave_common::catalog::{Schema, TableDesc};
 use risingwave_common::error::Result;
+use risingwave_common::types::DataType;
 use risingwave_common::util::scan_range::{is_full_range, ScanRange};
 
 use crate::expr::{
     factorization_expr, fold_boolean_constant, push_down_not, to_conjunctions,
     try_get_bool_constant, ExprDisplay, ExprImpl, ExprMutator, ExprRewriter, ExprType, ExprVisitor,
-    InputRef,
+    FunctionCall, InputRef,
 };
 
 #[derive(Debug, Clone, PartialEq, Eq, Hash)]
@@ -107,6 +108,20 @@ impl Condition {
         ret.simplify()
     }
 
+    #[must_use]
+    pub fn or(self, other: Self) -> Self {
+        let or_expr = ExprImpl::FunctionCall(
+            FunctionCall::new_unchecked(
+                ExprType::Or,
+                vec![self.into(), other.into()],
+                DataType::Boolean,
+            )
+            .into(),
+        );
+        let ret = Self::with_expr(or_expr);
+        ret.simplify()
+    }
+
     /// Split the condition expressions into 3 groups: left, right and others
     #[must_use]
     pub fn split(self, left_col_num: usize, right_col_num: usize) -> (Self, Self, Self) {
diff --git a/src/frontend/src/utils/stream_graph_formatter.rs b/src/frontend/src/utils/stream_graph_formatter.rs
index 44210235a04a4..593647ac712a1 100644
--- a/src/frontend/src/utils/stream_graph_formatter.rs
+++ b/src/frontend/src/utils/stream_graph_formatter.rs
@@ -142,10 +142,12 @@ impl StreamGraphFormatter {
         writeln!(f, "{}{}", " ".repeat(level * 2), one_line_explain)?;
         let explain_table_oneline =
             match node.get_node_body().unwrap() {
-                stream_node::NodeBody::Source(node) => Some(format!(
-                    "source state table: {}",
-                    self.add_table(node.get_state_table().unwrap())
-                )),
+                stream_node::NodeBody::Source(node) => node.source_inner.as_ref().map(|source| {
+                    format!(
+                        "source state table: {}",
+                        self.add_table(source.get_state_table().unwrap())
+                    )
+                }),
                 stream_node::NodeBody::Materialize(node) => Some(format!(
                     "materialized table: {}",
                     self.add_table(node.get_table().unwrap())
diff --git a/src/meta/src/barrier/command.rs b/src/meta/src/barrier/command.rs
index 2c169e55e74a4..d15cf29029d82 100644
--- a/src/meta/src/barrier/command.rs
+++ b/src/meta/src/barrier/command.rs
@@ -59,7 +59,7 @@ pub struct Reschedule {
     pub upstream_dispatcher_mapping: Option<ActorMapping>,
 
     /// The downstream fragments of this fragment.
-    pub downstream_fragment_id: Option<FragmentId>,
+    pub downstream_fragment_ids: Vec<FragmentId>,
 
     /// Reassigned splits for source actors
     pub actor_splits: HashMap<ActorId, Vec<SplitImpl>>,
@@ -305,7 +305,7 @@ where
 
                 let mut merge_update = HashMap::new();
                 for (&fragment_id, reschedule) in reschedules {
-                    if let Some(downstream_fragment_id) = reschedule.downstream_fragment_id {
+                    for &downstream_fragment_id in &reschedule.downstream_fragment_ids {
                         // Find the actors of the downstream fragment.
                         let downstream_actor_ids = self
                             .fragment_manager
diff --git a/src/meta/src/barrier/mod.rs b/src/meta/src/barrier/mod.rs
index 2654f0bc32655..a8a28dfe06fec 100644
--- a/src/meta/src/barrier/mod.rs
+++ b/src/meta/src/barrier/mod.rs
@@ -769,6 +769,8 @@ where
         checkpoint_control: &mut CheckpointControl<S>,
     ) {
         if let Err(err) = result {
+            // FIXME: If it is a connector source error occurred in the init barrier, we should pass
+            // back to frontend
             fail_point!("inject_barrier_err_success");
             let fail_node = checkpoint_control.barrier_failed();
             tracing::warn!("Failed to complete epoch {}: {:?}", prev_epoch, err);
diff --git a/src/meta/src/hummock/manager/mod.rs b/src/meta/src/hummock/manager/mod.rs
index e9fa014c0b003..d3d74516571fe 100644
--- a/src/meta/src/hummock/manager/mod.rs
+++ b/src/meta/src/hummock/manager/mod.rs
@@ -503,6 +503,7 @@ where
                 return Err(Error::InvalidContext(context_id));
             }
         }
+
         trx.check_equal(
             META_CF_NAME.to_owned(),
             META_LEADER_KEY.as_bytes().to_vec(),
diff --git a/src/meta/src/lib.rs b/src/meta/src/lib.rs
index 5882c15f2f930..a3d7c830bb487 100644
--- a/src/meta/src/lib.rs
+++ b/src/meta/src/lib.rs
@@ -101,6 +101,11 @@ pub struct MetaNodeOpts {
     #[clap(long)]
     prometheus_endpoint: Option<String>,
 
+    /// Endpoint of the connector node, there will be a sidecar connector node
+    /// colocated with Meta node in the cloud environment
+    #[clap(long, env = "META_CONNECTOR_RPC_ENDPOINT")]
+    pub connector_rpc_endpoint: Option<String>,
+
     /// The path of `risingwave.toml` configuration file.
     ///
     /// If empty, default configuration values will be used.
@@ -180,6 +185,7 @@ pub fn start(opts: MetaNodeOpts) -> Pin<Box<dyn Future<Output = ()> + Send>> {
                 periodic_compaction_interval_sec: config.meta.periodic_compaction_interval_sec,
                 node_num_monitor_interval_sec: config.meta.node_num_monitor_interval_sec,
                 prometheus_endpoint: opts.prometheus_endpoint,
+                connector_rpc_endpoint: opts.connector_rpc_endpoint,
                 backup_storage_url: config.backup.storage_url,
                 backup_storage_directory: config.backup.storage_directory,
             },
diff --git a/src/meta/src/manager/catalog/fragment.rs b/src/meta/src/manager/catalog/fragment.rs
index 11fbe47f505ac..4bff5508b5c30 100644
--- a/src/meta/src/manager/catalog/fragment.rs
+++ b/src/meta/src/manager/catalog/fragment.rs
@@ -639,7 +639,7 @@ where
                     vnode_bitmap_updates,
                     upstream_fragment_dispatcher_ids,
                     upstream_dispatcher_mapping,
-                    downstream_fragment_id,
+                    downstream_fragment_ids,
                     actor_splits,
                 } = reschedule;
 
@@ -742,7 +742,7 @@ where
                 }
 
                 // Update the merge executor of the downstream fragment.
-                if let Some(downstream_fragment_id) = downstream_fragment_id {
+                for &downstream_fragment_id in &downstream_fragment_ids {
                     let downstream_fragment = table_fragment
                         .fragments
                         .get_mut(&downstream_fragment_id)
diff --git a/src/meta/src/manager/catalog/mod.rs b/src/meta/src/manager/catalog/mod.rs
index bb81670f16c90..33a194a341b90 100644
--- a/src/meta/src/manager/catalog/mod.rs
+++ b/src/meta/src/manager/catalog/mod.rs
@@ -459,9 +459,13 @@ where
             StreamingJob::Index(index, index_table) => {
                 self.start_create_index_procedure(index, index_table).await
             }
-            StreamingJob::MaterializedSource(source, table) => {
-                self.start_create_materialized_source_procedure(source, table)
-                    .await
+            StreamingJob::Table(source, table) => {
+                if let Some(source) = source {
+                    self.start_create_table_procedure_with_source(source, table)
+                        .await
+                } else {
+                    self.start_create_table_procedure(table).await
+                }
             }
         }
     }
@@ -504,6 +508,7 @@ where
             .await;
     }
 
+    /// This is used for both `CREATE TABLE` and `CREATE MATERIALIZED VIEW`.
     pub async fn start_create_table_procedure(&self, table: &Table) -> MetaResult<()> {
         let core = &mut *self.core.lock().await;
         let database_core = &mut core.database;
@@ -532,6 +537,7 @@ where
         }
     }
 
+    /// This is used for both `CREATE TABLE` and `CREATE MATERIALIZED VIEW`.
     pub async fn finish_create_table_procedure(
         &self,
         internal_tables: Vec<Table>,
@@ -566,7 +572,7 @@ where
 
             Ok(version)
         } else {
-            unreachable!("table must not exist and be in creating procedure");
+            unreachable!("table must not exist and must be in creating procedure");
         }
     }
 
@@ -586,7 +592,7 @@ where
             user_core.decrease_ref(table.owner);
             Ok(())
         } else {
-            unreachable!("table must not exist and be in creating procedure");
+            unreachable!("table must not exist and must be in creating procedure");
         }
     }
 
@@ -832,7 +838,7 @@ where
 
             Ok(version)
         } else {
-            unreachable!("source must not exist and be in creating procedure");
+            unreachable!("source must not exist and must be in creating procedure");
         }
     }
 
@@ -848,7 +854,7 @@ where
             user_core.decrease_ref(source.owner);
             Ok(())
         } else {
-            unreachable!("source must not exist and be in creating procedure");
+            unreachable!("source must not exist and must be in creating procedure");
         }
     }
 
@@ -889,10 +895,10 @@ where
         }
     }
 
-    pub async fn start_create_materialized_source_procedure(
+    pub async fn start_create_table_procedure_with_source(
         &self,
         source: &Source,
-        mview: &Table,
+        table: &Table,
     ) -> MetaResult<()> {
         let core = &mut *self.core.lock().await;
         let database_core = &mut core.database;
@@ -903,9 +909,9 @@ where
         database_core.check_relation_name_duplicated(&source_key)?;
         #[cfg(not(test))]
         user_core.ensure_user_id(source.owner)?;
-        assert_eq!(source.owner, mview.owner);
+        assert_eq!(source.owner, table.owner);
 
-        let mview_key = (mview.database_id, mview.schema_id, mview.name.clone());
+        let mview_key = (table.database_id, table.schema_id, table.name.clone());
         if database_core.has_in_progress_creation(&source_key)
             || database_core.has_in_progress_creation(&mview_key)
         {
@@ -913,15 +919,15 @@ where
         } else {
             database_core.mark_creating(&source_key);
             database_core.mark_creating(&mview_key);
-            database_core.mark_creating_streaming_job(mview.id);
-            ensure!(mview.dependent_relations.is_empty());
-            // source and mview
+            database_core.mark_creating_streaming_job(table.id);
+            ensure!(table.dependent_relations.is_empty());
+            // source and table
             user_core.increase_ref_count(source.owner, 2);
             Ok(())
         }
     }
 
-    pub async fn finish_create_materialized_source_procedure(
+    pub async fn finish_create_table_procedure_with_source(
         &self,
         source: &Source,
         mview: &Table,
@@ -970,41 +976,41 @@ where
                 .await;
             Ok(version)
         } else {
-            unreachable!("source must not exist and be in creating procedure");
+            unreachable!("source must not exist and must be in creating procedure");
         }
     }
 
-    pub async fn cancel_create_materialized_source_procedure(
+    pub async fn cancel_create_table_procedure_with_source(
         &self,
         source: &Source,
-        mview: &Table,
+        table: &Table,
     ) -> MetaResult<()> {
         let core = &mut *self.core.lock().await;
         let database_core = &mut core.database;
         let user_core = &mut core.user;
         let source_key = (source.database_id, source.schema_id, source.name.clone());
-        let mview_key = (mview.database_id, mview.schema_id, mview.name.clone());
+        let table_key = (table.database_id, table.schema_id, table.name.clone());
         if !database_core.sources.contains_key(&source.id)
-            && !database_core.tables.contains_key(&mview.id)
+            && !database_core.tables.contains_key(&table.id)
             && database_core.has_in_progress_creation(&source_key)
-            && database_core.has_in_progress_creation(&mview_key)
+            && database_core.has_in_progress_creation(&table_key)
         {
             database_core.unmark_creating(&source_key);
-            database_core.unmark_creating(&mview_key);
-            database_core.unmark_creating_streaming_job(mview.id);
-            // source and mview
-            user_core.decrease_ref_count(source.owner, 2);
+            database_core.unmark_creating(&table_key);
+            database_core.unmark_creating_streaming_job(table.id);
+            user_core.decrease_ref_count(source.owner, 2); // source and table
             Ok(())
         } else {
-            unreachable!("source must not exist and be in creating procedure");
+            unreachable!("source must not exist and must be in creating procedure");
         }
     }
 
     /// return id of streaming jobs in the database which need to be dropped by stream manager.
-    pub async fn drop_materialized_source(
+    /// NOTE: This method repeats a lot with `drop_table`. Might need refactor.
+    pub async fn drop_table_with_source(
         &self,
         source_id: SourceId,
-        mview_id: TableId,
+        table_id: TableId,
         internal_table_id: TableId,
     ) -> MetaResult<(NotificationVersion, Vec<StreamingJobId>)> {
         let core = &mut *self.core.lock().await;
@@ -1016,7 +1022,7 @@ where
         let mut indexes = BTreeMapTransaction::new(&mut database_core.indexes);
         let mut users = BTreeMapTransaction::new(&mut user_core.user_info);
 
-        let mview = tables.remove(mview_id);
+        let mview = tables.remove(table_id);
         let source = sources.remove(source_id);
         match (mview, source) {
             (Some(mview), Some(source)) => {
@@ -1030,16 +1036,16 @@ where
                     bail!("mview do not have associated source id");
                 }
 
-                // check ref count
+                // Check `ref_count`
                 let (index_ids, index_table_ids): (Vec<_>, Vec<_>) = indexes
                     .tree_ref()
                     .iter()
-                    .filter(|(_, index)| index.primary_table_id == mview_id)
+                    .filter(|(_, index)| index.primary_table_id == table_id)
                     .map(|(index_id, index)| (*index_id, index.index_table_id))
                     .unzip();
-                if let Some(ref_count) = database_core.relation_ref_count.get(&mview_id).cloned() {
-                    // Indexes are dependent on mv. We can drop mv only if its ref_count is strictly
-                    // equal to number of indexes.
+                if let Some(ref_count) = database_core.relation_ref_count.get(&table_id).cloned() {
+                    // Indexes are dependent on table. We can drop table only if its `ref_count` is
+                    // strictly equal to number of indexes.
                     if ref_count > index_ids.len() {
                         return Err(MetaError::permission_denied(format!(
                             "Fail to delete table `{}` because {} other relation(s) depend on it",
@@ -1077,7 +1083,7 @@ where
 
                 let objects = [
                     Object::SourceId(source_id),
-                    Object::TableId(mview_id),
+                    Object::TableId(table_id),
                     Object::TableId(internal_table_id),
                 ]
                 .into_iter()
@@ -1090,11 +1096,10 @@ where
                 commit_meta!(self, tables, sources, indexes, users)?;
 
                 indexes_removed.iter().for_each(|index| {
-                    // index table and index.
-                    user_core.decrease_ref_count(index.owner, 2);
+                    user_core.decrease_ref_count(index.owner, 2); // index table and index
                 });
-                // source and mview.
-                user_core.decrease_ref_count(mview.owner, 2);
+
+                user_core.decrease_ref_count(mview.owner, 2); // source and mview.
 
                 for index in indexes_removed {
                     self.notify_frontend(Operation::Delete, Info::Index(index))
@@ -1127,7 +1132,7 @@ where
 
                 let catalog_deleted_ids = index_table_ids
                     .into_iter()
-                    .chain(std::iter::once(mview_id))
+                    .chain(std::iter::once(table_id))
                     .map(|id| id.into())
                     .collect_vec();
                 Ok((version, catalog_deleted_ids))
@@ -1193,7 +1198,7 @@ where
             user_core.decrease_ref_count(index.owner, 2);
             Ok(())
         } else {
-            unreachable!("index must not exist and be in creating procedure");
+            unreachable!("index must not exist and must be in creating procedure");
         }
     }
 
@@ -1230,7 +1235,7 @@ where
 
             Ok(version)
         } else {
-            unreachable!("index must not exist and be in creating procedure");
+            unreachable!("index must not exist and must be in creating procedure");
         }
     }
 
@@ -1289,7 +1294,7 @@ where
 
             Ok(version)
         } else {
-            unreachable!("sink must not exist and be in creating procedure");
+            unreachable!("sink must not exist and must be in creating procedure");
         }
     }
 
@@ -1309,7 +1314,7 @@ where
             user_core.decrease_ref(sink.owner);
             Ok(())
         } else {
-            unreachable!("sink must not exist and be in creating procedure");
+            unreachable!("sink must not exist and must be in creating procedure");
         }
     }
 
diff --git a/src/meta/src/manager/env.rs b/src/meta/src/manager/env.rs
index 46a0e721551b1..a5c0b695cdd45 100644
--- a/src/meta/src/manager/env.rs
+++ b/src/meta/src/manager/env.rs
@@ -99,6 +99,10 @@ pub struct MetaOpts {
     /// The prometheus endpoint for dashboard service.
     pub prometheus_endpoint: Option<String>,
 
+    /// Endpoint of the connector node, there will be a sidecar connector node
+    /// colocated with Meta node in the cloud environment
+    pub connector_rpc_endpoint: Option<String>,
+
     /// The storage url for storing backups.
     pub backup_storage_url: String,
     /// The storage directory for storing backups.
@@ -123,6 +127,7 @@ impl MetaOpts {
             periodic_compaction_interval_sec: 60,
             node_num_monitor_interval_sec: 10,
             prometheus_endpoint: None,
+            connector_rpc_endpoint: None,
             backup_storage_url: "memory".to_string(),
             backup_storage_directory: "backup".to_string(),
         }
diff --git a/src/meta/src/manager/streaming_job.rs b/src/meta/src/manager/streaming_job.rs
index 8e602d3beb3aa..97691cdea5bf4 100644
--- a/src/meta/src/manager/streaming_job.rs
+++ b/src/meta/src/manager/streaming_job.rs
@@ -22,7 +22,7 @@ use risingwave_pb::catalog::{Index, Sink, Source, Table};
 pub enum StreamingJob {
     MaterializedView(Table),
     Sink(Sink),
-    MaterializedSource(Source, Table),
+    Table(Option<Source>, Table),
     Index(Index, Table),
 }
 
@@ -31,7 +31,7 @@ impl StreamingJob {
         match self {
             Self::MaterializedView(table) => table.id = id,
             Self::Sink(sink) => sink.id = id,
-            Self::MaterializedSource(_, table) => table.id = id,
+            Self::Table(_, table) => table.id = id,
             Self::Index(index, index_table) => {
                 index.id = id;
                 index.index_table_id = id;
@@ -44,7 +44,7 @@ impl StreamingJob {
         match self {
             Self::MaterializedView(table) => table.id,
             Self::Sink(sink) => sink.id,
-            Self::MaterializedSource(_, table) => table.id,
+            Self::Table(_, table) => table.id,
             Self::Index(index, _) => index.id,
         }
     }
@@ -62,7 +62,7 @@ impl StreamingJob {
         match self {
             Self::MaterializedView(table) => table.schema_id,
             Self::Sink(sink) => sink.schema_id,
-            Self::MaterializedSource(_, table) => table.schema_id,
+            Self::Table(_, table) => table.schema_id,
             Self::Index(index, _) => index.schema_id,
         }
     }
@@ -71,7 +71,7 @@ impl StreamingJob {
         match self {
             Self::MaterializedView(table) => table.database_id,
             Self::Sink(sink) => sink.database_id,
-            Self::MaterializedSource(_, table) => table.database_id,
+            Self::Table(_, table) => table.database_id,
             Self::Index(index, _) => index.database_id,
         }
     }
@@ -80,7 +80,7 @@ impl StreamingJob {
         match self {
             Self::MaterializedView(table) => table.name.clone(),
             Self::Sink(sink) => sink.name.clone(),
-            Self::MaterializedSource(_, table) => table.name.clone(),
+            Self::Table(_, table) => table.name.clone(),
             Self::Index(index, _) => index.name.clone(),
         }
     }
@@ -88,7 +88,7 @@ impl StreamingJob {
     pub fn mview_definition(&self) -> String {
         match self {
             Self::MaterializedView(table) => table.definition.clone(),
-            Self::MaterializedSource(_, table) => table.definition.clone(),
+            Self::Table(_, table) => table.definition.clone(),
             _ => "".to_owned(),
         }
     }
@@ -97,7 +97,7 @@ impl StreamingJob {
         match self {
             Self::MaterializedView(table) => table.properties.clone(),
             Self::Sink(sink) => sink.properties.clone(),
-            Self::MaterializedSource(_, table) => table.properties.clone(),
+            Self::Table(_, table) => table.properties.clone(),
             Self::Index(_, index_table) => index_table.properties.clone(),
         }
     }
diff --git a/src/meta/src/model/stream.rs b/src/meta/src/model/stream.rs
index 8884b0bef346a..515fd3e503333 100644
--- a/src/meta/src/model/stream.rs
+++ b/src/meta/src/model/stream.rs
@@ -17,7 +17,6 @@ use std::collections::{BTreeMap, BTreeSet, HashMap, HashSet, VecDeque};
 use itertools::Itertools;
 use risingwave_common::catalog::TableId;
 use risingwave_common::hash::ParallelUnitId;
-use risingwave_common::util::is_stream_source;
 use risingwave_connector::source::SplitImpl;
 use risingwave_pb::common::{Buffer, ParallelUnit, ParallelUnitMapping};
 use risingwave_pb::meta::table_fragments::actor_status::ActorState;
@@ -225,14 +224,16 @@ impl TableFragments {
         }
     }
 
-    /// Find the source node inside the stream node, if any.
-    pub fn find_source_node(stream_node: &StreamNode) -> Option<&SourceNode> {
+    /// Find the source node that contains an external stream source inside the stream node, if any.
+    pub fn find_source_node_with_stream_source(stream_node: &StreamNode) -> Option<&SourceNode> {
         if let Some(NodeBody::Source(source)) = stream_node.node_body.as_ref() {
-            return Some(source);
+            if source.source_inner.is_some() {
+                return Some(source);
+            }
         }
 
         for child in &stream_node.input {
-            if let Some(source) = Self::find_source_node(child) {
+            if let Some(source) = Self::find_source_node_with_stream_source(child) {
                 return Some(source);
             }
         }
@@ -240,16 +241,17 @@ impl TableFragments {
         None
     }
 
-    /// Extract the fragments that include stream source executors, grouping by source id.
+    /// Extract the fragments that include source executors that contains an external stream source,
+    /// grouping by source id.
     pub fn stream_source_fragments(&self) -> HashMap<SourceId, BTreeSet<FragmentId>> {
         let mut source_fragments = HashMap::new();
 
         for fragment in self.fragments() {
             for actor in &fragment.actors {
-                if let Some(source_id) =
-                    TableFragments::find_source_node(actor.nodes.as_ref().unwrap())
-                        .filter(|s| is_stream_source(s))
-                        .map(|s| s.source_id)
+                if let Some(source_id) = TableFragments::find_source_node_with_stream_source(
+                    actor.nodes.as_ref().unwrap(),
+                )
+                .map(|s| s.source_inner.as_ref().unwrap().source_id)
                 {
                     source_fragments
                         .entry(source_id)
diff --git a/src/meta/src/rpc/elections.rs b/src/meta/src/rpc/elections.rs
index 8c6b4439d3b55..032f13815d723 100644
--- a/src/meta/src/rpc/elections.rs
+++ b/src/meta/src/rpc/elections.rs
@@ -21,7 +21,6 @@ use std::time::{Duration, SystemTime, UNIX_EPOCH};
 use prost::Message;
 use rand::rngs::StdRng;
 use rand::{Rng, SeedableRng};
-use risingwave_common::util::addr::HostAddr;
 use risingwave_pb::meta::{MetaLeaderInfo, MetaLeaseInfo};
 use tokio::sync::oneshot::Sender;
 use tokio::sync::watch::Receiver;
@@ -48,26 +47,17 @@ struct ElectionResult {
     pub is_leader: bool,
 }
 
-impl ElectionResult {
-    pub fn get_leader_addr(&self) -> HostAddr {
-        self.meta_leader_info
-            .node_address
-            .parse::<HostAddr>()
-            .expect("invalid leader addr")
-    }
-}
-
 /// Runs for election in an attempt to become leader
 ///
-/// ## Returns
-/// Returns `ElectionResult`, containing infos about the node who won the election or
-/// `MetaError` if the election ran into an error
-///
 /// ## Arguments
 /// `meta_store`: The meta store which holds the lease, deciding about the election result
 /// `addr`: Address of the node that runs for election
 /// `lease_time_sec`: Amount of seconds that this lease will be valid
 /// `next_lease_id`: If the node wins, the lease used until the next election will have this id
+///
+/// ## Returns
+/// Returns `ElectionResult`, containing infos about the node who won the election or
+/// `MetaError` if the election ran into an error
 async fn campaign<S: MetaStore>(
     meta_store: &Arc<S>,
     addr: &String,
@@ -175,15 +165,16 @@ async fn campaign<S: MetaStore>(
 
 /// Try to renew/acquire the leader lease
 ///
-/// ## Returns
-/// True if node was leader and was able to renew/acquire the lease.
-/// False if node was follower and thus could not renew/acquire lease.
-/// `MetaError` if operation ran into an error
 ///
 /// ## Arguments
 /// `leader_info`: Info of the node that trie
 /// `lease_time_sec`: Time in seconds that the lease is valid
-/// `meta_store`: Store which holds the lease
+/// `meta_store`: Store which holds the lease#
+///
+/// ## Returns
+/// True if node was leader and was able to renew/acquire the lease.
+/// False if node was follower and thus could not renew/acquire lease.
+/// `MetaError` if operation ran into an error
 async fn renew_lease<S: MetaStore>(
     leader_info: &MetaLeaderInfo,
     lease_time_sec: u64,
@@ -220,7 +211,7 @@ async fn renew_lease<S: MetaStore>(
 
 /// Retrieve infos about the current leader
 ///
-/// ## Attributes:
+/// ## Arguments:
 /// `meta_store`: The store holding information about the leader
 ///
 /// ## Returns
@@ -299,7 +290,7 @@ pub async fn run_elections<S: MetaStore>(
     MetaLeaderInfo,
     JoinHandle<()>,
     Sender<()>,
-    Receiver<(HostAddr, bool)>,
+    Receiver<(MetaLeaderInfo, bool)>,
 )> {
     // Randomize interval to reduce mitigate likelihood of simultaneous requests
     let mut rng: StdRng = SeedableRng::from_entropy();
@@ -317,14 +308,10 @@ pub async fn run_elections<S: MetaStore>(
             gen_rand_lease_id(addr.as_str()),
         )
         .await;
-        let (leader_addr, initial_leader, is_initial_leader) = match election_result {
+        let (initial_leader, is_initial_leader) = match election_result {
             Ok(elect_result) => {
                 tracing::info!("initial election finished");
-                (
-                    elect_result.get_leader_addr(),
-                    elect_result.meta_leader_info,
-                    elect_result.is_leader,
-                )
+                (elect_result.meta_leader_info, elect_result.is_leader)
             }
             Err(_) => {
                 tracing::info!("initial election failed. Repeating election");
@@ -344,23 +331,21 @@ pub async fn run_elections<S: MetaStore>(
 
         // define all follow up elections and terms in handle
         let (shutdown_tx, mut shutdown_rx) = tokio::sync::oneshot::channel();
-        let (leader_tx, leader_rx) = tokio::sync::watch::channel((leader_addr, is_initial_leader));
+        let (leader_tx, leader_rx) =
+            tokio::sync::watch::channel((initial_leader.clone(), is_initial_leader));
         let handle = tokio::spawn(async move {
             // runs all followup elections
-            let mut ticker = tokio::time::interval(
-                Duration::from_secs(lease_time_sec / 2)
-                    + Duration::from_millis(rng.gen_range(0..500)),
-            );
+            let mut ticker = tokio::time::interval(Duration::from_millis(
+                lease_time_sec * 500 + rng.gen_range(1..500),
+            ));
             ticker.reset();
 
             let mut is_leader = is_initial_leader;
             let mut leader_info = initial_leader.clone();
-            let n_addr = initial_leader.node_address.as_str();
-            let mut leader_addr = n_addr.parse::<HostAddr>().unwrap();
             'election: loop {
                 // Do not elect new leader directly after running the initial election
                 if !initial_election {
-                    let (leader_addr_, leader_info_, is_leader_) = match campaign(
+                    let (leader_info_, is_leader_) = match campaign(
                         &meta_store,
                         &addr,
                         lease_time_sec,
@@ -375,11 +360,7 @@ pub async fn run_elections<S: MetaStore>(
                         }
                         Ok(elect_result) => {
                             tracing::info!("election finished");
-                            (
-                                elect_result.get_leader_addr(),
-                                elect_result.meta_leader_info,
-                                elect_result.is_leader,
-                            )
+                            (elect_result.meta_leader_info, elect_result.is_leader)
                         }
                     };
 
@@ -392,12 +373,11 @@ pub async fn run_elections<S: MetaStore>(
                     }
                     leader_info = leader_info_;
                     is_leader = is_leader_;
-                    leader_addr = leader_addr_;
                 }
                 initial_election = false;
 
                 // signal to observers if there is a change in leadership
-                leader_tx.send((leader_addr.clone(), is_leader)).unwrap();
+                leader_tx.send((leader_info.clone(), is_leader)).unwrap();
 
                 // election done. Enter the term of the current leader
                 // Leader stays in power until leader crashes
diff --git a/src/meta/src/rpc/follower_svc.rs b/src/meta/src/rpc/follower_svc.rs
new file mode 100644
index 0000000000000..e8f7bf9ac48e2
--- /dev/null
+++ b/src/meta/src/rpc/follower_svc.rs
@@ -0,0 +1,57 @@
+// Copyright 2022 Singularity Data
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+use std::sync::Arc;
+
+use risingwave_pb::health::health_server::HealthServer;
+use tokio::sync::oneshot::Receiver as OneReceiver;
+use tokio::sync::watch::Receiver as WatchReceiver;
+
+use super::intercept::MetricsMiddlewareLayer;
+use super::server::AddressInfo;
+use super::service::health_service::HealthServiceImpl;
+use crate::rpc::metrics::MetaMetrics;
+
+/// Starts all services needed for the meta follower node
+pub async fn start_follower_srv(
+    mut svc_shutdown_rx: WatchReceiver<()>,
+    follower_shutdown_rx: OneReceiver<()>,
+    address_info: AddressInfo,
+) {
+    let health_srv = HealthServiceImpl::new();
+    tonic::transport::Server::builder()
+        .layer(MetricsMiddlewareLayer::new(Arc::new(MetaMetrics::new())))
+        .add_service(HealthServer::new(health_srv))
+        .serve_with_shutdown(address_info.listen_addr, async move {
+            tokio::select! {
+                _ = tokio::signal::ctrl_c() => {},
+                // shutdown service if all services should be shut down
+                res = svc_shutdown_rx.changed() =>  {
+                    match res {
+                        Ok(_) => tracing::info!("Shutting down services"),
+                        Err(_) => tracing::error!("Service shutdown sender dropped")
+                    }
+                },
+                // shutdown service if follower becomes leader
+                res = follower_shutdown_rx =>  {
+                    match res {
+                        Ok(_) => tracing::info!("Shutting down follower services"),
+                        Err(_) => tracing::error!("Follower service shutdown sender dropped")
+                    }
+                },
+            }
+        })
+        .await
+        .unwrap();
+}
diff --git a/src/meta/src/rpc/leader_svc.rs b/src/meta/src/rpc/leader_svc.rs
new file mode 100644
index 0000000000000..608221f4370f8
--- /dev/null
+++ b/src/meta/src/rpc/leader_svc.rs
@@ -0,0 +1,345 @@
+// Copyright 2022 Singularity Data
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+use std::sync::Arc;
+use std::time::Duration;
+
+use risingwave_backup::storage::ObjectStoreMetaSnapshotStorage;
+use risingwave_common::monitor::process_linux::monitor_process;
+use risingwave_common_service::metrics_manager::MetricsManager;
+use risingwave_object_store::object::object_metrics::ObjectStoreMetrics;
+use risingwave_object_store::object::parse_remote_object_store;
+use risingwave_pb::backup_service::backup_service_server::BackupServiceServer;
+use risingwave_pb::ddl_service::ddl_service_server::DdlServiceServer;
+use risingwave_pb::health::health_server::HealthServer;
+use risingwave_pb::hummock::hummock_manager_service_server::HummockManagerServiceServer;
+use risingwave_pb::meta::cluster_service_server::ClusterServiceServer;
+use risingwave_pb::meta::heartbeat_service_server::HeartbeatServiceServer;
+use risingwave_pb::meta::notification_service_server::NotificationServiceServer;
+use risingwave_pb::meta::scale_service_server::ScaleServiceServer;
+use risingwave_pb::meta::stream_manager_service_server::StreamManagerServiceServer;
+use risingwave_pb::meta::MetaLeaderInfo;
+use risingwave_pb::user::user_service_server::UserServiceServer;
+use tokio::sync::oneshot::Sender as OneSender;
+use tokio::sync::watch::Receiver as WatchReceiver;
+use tokio::task::JoinHandle;
+
+use super::intercept::MetricsMiddlewareLayer;
+use super::service::health_service::HealthServiceImpl;
+use super::service::notification_service::NotificationServiceImpl;
+use super::service::scale_service::ScaleServiceImpl;
+use super::DdlServiceImpl;
+use crate::backup_restore::BackupManager;
+use crate::barrier::{BarrierScheduler, GlobalBarrierManager};
+use crate::hummock::{CompactionScheduler, HummockManager};
+use crate::manager::{
+    CatalogManager, ClusterManager, FragmentManager, IdleManager, MetaOpts, MetaSrvEnv,
+};
+use crate::rpc::metrics::MetaMetrics;
+use crate::rpc::server::AddressInfo;
+use crate::rpc::service::backup_service::BackupServiceImpl;
+use crate::rpc::service::cluster_service::ClusterServiceImpl;
+use crate::rpc::service::heartbeat_service::HeartbeatServiceImpl;
+use crate::rpc::service::hummock_service::HummockServiceImpl;
+use crate::rpc::service::stream_service::StreamServiceImpl;
+use crate::rpc::service::user_service::UserServiceImpl;
+use crate::storage::MetaStore;
+use crate::stream::{GlobalStreamManager, SourceManager};
+use crate::{hummock, MetaResult};
+
+// simple wrapper containing election sync related objects
+pub struct ElectionCoordination {
+    pub election_handle: JoinHandle<()>,
+    pub election_shutdown: OneSender<()>,
+}
+
+/// Starts all services needed for the meta leader node
+/// Only call this function once, since initializing the services multiple times will result in an
+/// inconsistent state
+///
+/// ## Returns
+/// Returns an error if the service initialization failed
+pub async fn start_leader_srv<S: MetaStore>(
+    meta_store: Arc<S>,
+    address_info: AddressInfo,
+    max_heartbeat_interval: Duration,
+    opts: MetaOpts,
+    current_leader: MetaLeaderInfo,
+    election_coordination: ElectionCoordination,
+    mut svc_shutdown_rx: WatchReceiver<()>,
+) -> MetaResult<()> {
+    tracing::info!("Defining leader services");
+    let prometheus_endpoint = opts.prometheus_endpoint.clone();
+    let env = MetaSrvEnv::<S>::new(opts, meta_store.clone(), current_leader).await;
+    let fragment_manager = Arc::new(FragmentManager::new(env.clone()).await.unwrap());
+    let meta_metrics = Arc::new(MetaMetrics::new());
+    let registry = meta_metrics.registry();
+    monitor_process(registry).unwrap();
+
+    let cluster_manager = Arc::new(
+        ClusterManager::new(env.clone(), max_heartbeat_interval)
+            .await
+            .unwrap(),
+    );
+    let heartbeat_srv = HeartbeatServiceImpl::new(cluster_manager.clone());
+
+    let compactor_manager = Arc::new(
+        hummock::CompactorManager::with_meta(env.clone(), max_heartbeat_interval.as_secs())
+            .await
+            .unwrap(),
+    );
+
+    let hummock_manager = hummock::HummockManager::new(
+        env.clone(),
+        cluster_manager.clone(),
+        meta_metrics.clone(),
+        compactor_manager.clone(),
+    )
+    .await
+    .unwrap();
+
+    #[cfg(not(madsim))]
+    if let Some(ref dashboard_addr) = address_info.dashboard_addr {
+        let dashboard_service = crate::dashboard::DashboardService {
+            dashboard_addr: *dashboard_addr,
+            cluster_manager: cluster_manager.clone(),
+            fragment_manager: fragment_manager.clone(),
+            meta_store: env.meta_store_ref(),
+            prometheus_endpoint: prometheus_endpoint.clone(),
+            prometheus_client: prometheus_endpoint.as_ref().map(|x| {
+                use std::str::FromStr;
+                prometheus_http_query::Client::from_str(x).unwrap()
+            }),
+        };
+        // TODO: join dashboard service back to local thread.
+        tokio::spawn(dashboard_service.serve(address_info.ui_path));
+    }
+
+    let catalog_manager = Arc::new(CatalogManager::new(env.clone()).await.unwrap());
+
+    let (barrier_scheduler, scheduled_barriers) =
+        BarrierScheduler::new_pair(hummock_manager.clone(), env.opts.checkpoint_frequency);
+
+    let source_manager = Arc::new(
+        SourceManager::new(
+            env.opts.connector_rpc_endpoint.clone(),
+            barrier_scheduler.clone(),
+            catalog_manager.clone(),
+            fragment_manager.clone(),
+        )
+        .await
+        .unwrap(),
+    );
+
+    let barrier_manager = Arc::new(GlobalBarrierManager::new(
+        scheduled_barriers,
+        env.clone(),
+        cluster_manager.clone(),
+        catalog_manager.clone(),
+        fragment_manager.clone(),
+        hummock_manager.clone(),
+        source_manager.clone(),
+        meta_metrics.clone(),
+    ));
+
+    {
+        let source_manager = source_manager.clone();
+        tokio::spawn(async move {
+            source_manager.run().await.unwrap();
+        });
+    }
+
+    let stream_manager = Arc::new(
+        GlobalStreamManager::new(
+            env.clone(),
+            fragment_manager.clone(),
+            barrier_scheduler.clone(),
+            cluster_manager.clone(),
+            source_manager.clone(),
+            hummock_manager.clone(),
+        )
+        .unwrap(),
+    );
+
+    hummock_manager
+        .purge_stale(
+            &fragment_manager
+                .list_table_fragments()
+                .await
+                .expect("list_table_fragments"),
+        )
+        .await
+        .unwrap();
+
+    // Initialize services.
+    let backup_object_store = Arc::new(
+        parse_remote_object_store(
+            &env.opts.backup_storage_url,
+            Arc::new(ObjectStoreMetrics::unused()),
+            true,
+            "Meta Backup",
+        )
+        .await,
+    );
+    let backup_storage = Arc::new(
+        ObjectStoreMetaSnapshotStorage::new(
+            &env.opts.backup_storage_directory,
+            backup_object_store,
+        )
+        .await?,
+    );
+    let backup_manager = Arc::new(BackupManager::new(
+        env.clone(),
+        hummock_manager.clone(),
+        backup_storage,
+        meta_metrics.registry().clone(),
+    ));
+    let vacuum_manager = Arc::new(hummock::VacuumManager::new(
+        env.clone(),
+        hummock_manager.clone(),
+        backup_manager.clone(),
+        compactor_manager.clone(),
+    ));
+
+    let ddl_srv = DdlServiceImpl::<S>::new(
+        env.clone(),
+        catalog_manager.clone(),
+        stream_manager.clone(),
+        source_manager.clone(),
+        cluster_manager.clone(),
+        fragment_manager.clone(),
+        barrier_manager.clone(),
+    );
+
+    let user_srv = UserServiceImpl::<S>::new(env.clone(), catalog_manager.clone());
+
+    let scale_srv = ScaleServiceImpl::<S>::new(
+        barrier_scheduler.clone(),
+        fragment_manager.clone(),
+        cluster_manager.clone(),
+        source_manager,
+        catalog_manager.clone(),
+        stream_manager.clone(),
+    );
+
+    let cluster_srv = ClusterServiceImpl::<S>::new(cluster_manager.clone());
+    let stream_srv = StreamServiceImpl::<S>::new(
+        env.clone(),
+        barrier_scheduler.clone(),
+        fragment_manager.clone(),
+    );
+    let hummock_srv = HummockServiceImpl::new(
+        hummock_manager.clone(),
+        compactor_manager.clone(),
+        vacuum_manager.clone(),
+        fragment_manager.clone(),
+    );
+    let notification_srv = NotificationServiceImpl::new(
+        env.clone(),
+        catalog_manager,
+        cluster_manager.clone(),
+        hummock_manager.clone(),
+        fragment_manager.clone(),
+        backup_manager.clone(),
+    );
+    let health_srv = HealthServiceImpl::new();
+    let backup_srv = BackupServiceImpl::new(backup_manager);
+
+    if let Some(prometheus_addr) = address_info.prometheus_addr {
+        MetricsManager::boot_metrics_service(
+            prometheus_addr.to_string(),
+            meta_metrics.registry().clone(),
+        )
+    }
+
+    let compaction_scheduler = Arc::new(CompactionScheduler::new(
+        env.clone(),
+        hummock_manager.clone(),
+        compactor_manager.clone(),
+    ));
+
+    // sub_tasks executed concurrently. Can be shutdown via shutdown_all
+    let mut sub_tasks =
+        hummock::start_hummock_workers(vacuum_manager, compaction_scheduler, &env.opts);
+    sub_tasks.push(
+        ClusterManager::start_worker_num_monitor(
+            cluster_manager.clone(),
+            Duration::from_secs(env.opts.node_num_monitor_interval_sec),
+            meta_metrics.clone(),
+        )
+        .await,
+    );
+    sub_tasks.push(HummockManager::start_compaction_heartbeat(hummock_manager).await);
+    sub_tasks.push((
+        election_coordination.election_handle,
+        election_coordination.election_shutdown,
+    ));
+    if cfg!(not(test)) {
+        sub_tasks.push(
+            ClusterManager::start_heartbeat_checker(cluster_manager, Duration::from_secs(1)).await,
+        );
+        sub_tasks.push(GlobalBarrierManager::start(barrier_manager).await);
+    }
+    let (idle_send, idle_recv) = tokio::sync::oneshot::channel();
+    sub_tasks.push(
+        IdleManager::start_idle_checker(env.idle_manager_ref(), Duration::from_secs(30), idle_send)
+            .await,
+    );
+
+    let shutdown_all = async move {
+        for (join_handle, shutdown_sender) in sub_tasks {
+            if let Err(_err) = shutdown_sender.send(()) {
+                // Maybe it is already shut down
+                continue;
+            }
+            if let Err(err) = join_handle.await {
+                tracing::warn!("Failed to join shutdown: {:?}", err);
+            }
+        }
+    };
+
+    // FIXME: Add service discovery for leader
+    // https://github.com/risingwavelabs/risingwave/issues/6755
+
+    tonic::transport::Server::builder()
+        .layer(MetricsMiddlewareLayer::new(meta_metrics))
+        .add_service(HeartbeatServiceServer::new(heartbeat_srv))
+        .add_service(ClusterServiceServer::new(cluster_srv))
+        .add_service(StreamManagerServiceServer::new(stream_srv))
+        .add_service(HummockManagerServiceServer::new(hummock_srv))
+        .add_service(NotificationServiceServer::new(notification_srv))
+        .add_service(DdlServiceServer::new(ddl_srv))
+        .add_service(UserServiceServer::new(user_srv))
+        .add_service(ScaleServiceServer::new(scale_srv))
+        .add_service(HealthServer::new(health_srv))
+        .add_service(BackupServiceServer::new(backup_srv))
+        .serve_with_shutdown(address_info.listen_addr, async move {
+            tokio::select! {
+                _ = tokio::signal::ctrl_c() => {},
+                res = svc_shutdown_rx.changed() => {
+                    match res {
+                        Ok(_) => tracing::info!("Shutting down services"),
+                        Err(_) => tracing::error!("Service shutdown receiver dropped")
+                    }
+                    shutdown_all.await;
+                },
+                _ = idle_recv => {
+                    shutdown_all.await;
+                },
+            }
+        })
+        .await
+        .unwrap();
+    Ok(())
+}
diff --git a/src/meta/src/rpc/mod.rs b/src/meta/src/rpc/mod.rs
index d600358677938..9afb823e66da7 100644
--- a/src/meta/src/rpc/mod.rs
+++ b/src/meta/src/rpc/mod.rs
@@ -13,7 +13,9 @@
 // limitations under the License.
 
 mod elections;
+mod follower_svc;
 mod intercept;
+mod leader_svc;
 pub mod metrics;
 pub mod server;
 mod service;
diff --git a/src/meta/src/rpc/server.rs b/src/meta/src/rpc/server.rs
index 210026eda2458..75f7ba8b5b108 100644
--- a/src/meta/src/rpc/server.rs
+++ b/src/meta/src/rpc/server.rs
@@ -17,46 +17,20 @@ use std::sync::Arc;
 use std::time::Duration;
 
 use etcd_client::ConnectOptions;
-use risingwave_backup::storage::ObjectStoreMetaSnapshotStorage;
-use risingwave_common::monitor::process_linux::monitor_process;
-use risingwave_common_service::metrics_manager::MetricsManager;
-use risingwave_object_store::object::object_metrics::ObjectStoreMetrics;
-use risingwave_object_store::object::parse_remote_object_store;
-use risingwave_pb::backup_service::backup_service_server::BackupServiceServer;
-use risingwave_pb::ddl_service::ddl_service_server::DdlServiceServer;
-use risingwave_pb::health::health_server::HealthServer;
-use risingwave_pb::hummock::hummock_manager_service_server::HummockManagerServiceServer;
-use risingwave_pb::meta::cluster_service_server::ClusterServiceServer;
-use risingwave_pb::meta::heartbeat_service_server::HeartbeatServiceServer;
-use risingwave_pb::meta::notification_service_server::NotificationServiceServer;
-use risingwave_pb::meta::scale_service_server::ScaleServiceServer;
-use risingwave_pb::meta::stream_manager_service_server::StreamManagerServiceServer;
-use risingwave_pb::user::user_service_server::UserServiceServer;
-use tokio::sync::oneshot::Sender;
+use risingwave_common::util::addr::leader_info_to_host_addr;
+use risingwave_pb::meta::MetaLeaderInfo;
+use tokio::sync::oneshot::channel as OneChannel;
+use tokio::sync::watch::{
+    channel as WatchChannel, Receiver as WatchReceiver, Sender as WatchSender,
+};
 use tokio::task::JoinHandle;
 
 use super::elections::run_elections;
-use super::intercept::MetricsMiddlewareLayer;
-use super::service::health_service::HealthServiceImpl;
-use super::service::notification_service::NotificationServiceImpl;
-use super::service::scale_service::ScaleServiceImpl;
-use super::DdlServiceImpl;
-use crate::backup_restore::BackupManager;
-use crate::barrier::{BarrierScheduler, GlobalBarrierManager};
-use crate::hummock::{CompactionScheduler, HummockManager};
-use crate::manager::{
-    CatalogManager, ClusterManager, FragmentManager, IdleManager, MetaOpts, MetaSrvEnv,
-};
-use crate::rpc::metrics::MetaMetrics;
-use crate::rpc::service::backup_service::BackupServiceImpl;
-use crate::rpc::service::cluster_service::ClusterServiceImpl;
-use crate::rpc::service::heartbeat_service::HeartbeatServiceImpl;
-use crate::rpc::service::hummock_service::HummockServiceImpl;
-use crate::rpc::service::stream_service::StreamServiceImpl;
-use crate::rpc::service::user_service::UserServiceImpl;
+use super::follower_svc::start_follower_srv;
+use super::leader_svc::{start_leader_srv, ElectionCoordination};
+use crate::manager::MetaOpts;
 use crate::storage::{EtcdMetaStore, MemStore, MetaStore, WrappedEtcdClient as EtcdClient};
-use crate::stream::{GlobalStreamManager, SourceManager};
-use crate::{hummock, MetaResult};
+use crate::MetaResult;
 
 #[derive(Debug)]
 pub enum MetaStoreBackend {
@@ -94,7 +68,7 @@ pub async fn rpc_serve(
     max_heartbeat_interval: Duration,
     lease_interval_secs: u64,
     opts: MetaOpts,
-) -> MetaResult<(JoinHandle<()>, Sender<()>)> {
+) -> MetaResult<(JoinHandle<()>, WatchSender<()>)> {
     match meta_store_backend {
         MetaStoreBackend::Etcd {
             endpoints,
@@ -132,34 +106,42 @@ pub async fn rpc_serve(
     }
 }
 
+fn node_is_leader(leader_rx: &WatchReceiver<(MetaLeaderInfo, bool)>) -> bool {
+    leader_rx.borrow().clone().1
+}
+
 pub async fn rpc_serve_with_store<S: MetaStore>(
     meta_store: Arc<S>,
     address_info: AddressInfo,
     max_heartbeat_interval: Duration,
     lease_interval_secs: u64,
     opts: MetaOpts,
-) -> MetaResult<(JoinHandle<()>, Sender<()>)> {
-    let (current_leader_info, election_handle, election_shutdown, mut leader_rx) = run_elections(
+) -> MetaResult<(JoinHandle<()>, WatchSender<()>)> {
+    // Initialize managers.
+    let (_, election_handle, election_shutdown, mut leader_rx) = run_elections(
         address_info.listen_addr.clone().to_string(),
         meta_store.clone(),
         lease_interval_secs,
     )
     .await?;
 
-    let prometheus_endpoint = opts.prometheus_endpoint.clone();
+    let mut services_leader_rx = leader_rx.clone();
+    let mut note_status_leader_rx = leader_rx.clone();
 
-    // wait until initial election is done
-    if leader_rx.changed().await.is_err() {
-        panic!("Issue receiving leader value from channel");
-    }
+    // FIXME: add fencing mechanism
+    // https://github.com/risingwavelabs/risingwave/issues/6786
 
     // print current leader/follower status of this node
-    let mut note_status_leader_rx = leader_rx.clone();
     tokio::spawn(async move {
-        let span = tracing::span!(tracing::Level::INFO, "node_status");
-        let _enter = span.enter();
+        let _ = tracing::span!(tracing::Level::INFO, "node_status").enter();
         loop {
-            let (leader_addr, is_leader) = note_status_leader_rx.borrow().clone();
+            if note_status_leader_rx.changed().await.is_err() {
+                tracing::error!("Leader sender dropped");
+                return;
+            }
+
+            let (leader_info, is_leader) = note_status_leader_rx.borrow().clone();
+            let leader_addr = leader_info_to_host_addr(leader_info);
 
             tracing::info!(
                 "This node currently is a {} at {}:{}",
@@ -171,316 +153,289 @@ pub async fn rpc_serve_with_store<S: MetaStore>(
                 leader_addr.host,
                 leader_addr.port
             );
-
-            if note_status_leader_rx.changed().await.is_err() {
-                panic!("Issue receiving leader value from channel");
-            }
         }
     });
 
-    // FIXME: Start leader services if follower becomes leader
-    // failover logic
-
-    // Start follower services
-    if !leader_rx.borrow().1 {
-        tracing::info!("Node initially elected as follower");
-        tokio::spawn(async move {
-            let span = tracing::span!(tracing::Level::INFO, "services");
-            let _enter = span.enter();
-
-            let health_srv = HealthServiceImpl::new();
-            // run follower services until node becomes leader
-            tracing::info!("Starting follower services");
-            tokio::spawn(async move {
-                tonic::transport::Server::builder()
-                    .layer(MetricsMiddlewareLayer::new(Arc::new(MetaMetrics::new())))
-                    .add_service(HealthServer::new(health_srv))
-                    .serve(address_info.listen_addr)
-                    .await
-                    .unwrap();
-            });
-        });
-
-        let shutdown_election = async move {
-            if election_shutdown.send(()).is_err() {
-                tracing::warn!("election service already shut down");
-            } else if let Err(err) = election_handle.await {
-                tracing::warn!("Failed to join shutdown: {:?}", err);
-            }
-        };
+    let (svc_shutdown_tx, mut svc_shutdown_rx) = WatchChannel(());
+
+    let join_handle = tokio::spawn(async move {
+        let span = tracing::span!(tracing::Level::INFO, "services");
+        let _enter = span.enter();
 
-        let (svc_shutdown_tx, mut svc_shutdown_rx) = tokio::sync::oneshot::channel::<()>();
+        // failover logic
+        services_leader_rx
+            .changed()
+            .await
+            .expect("Leader sender dropped");
+
+        // run follower services until node becomes leader
+        // FIXME: Add service discovery for follower
+        // https://github.com/risingwavelabs/risingwave/issues/6755
+        let svc_shutdown_rx_clone = svc_shutdown_rx.clone();
+        let (follower_shutdown_tx, follower_shutdown_rx) = OneChannel::<()>();
+        let follower_handle: Option<JoinHandle<()>> = if !node_is_leader(&leader_rx) {
+            let address_info_clone = address_info.clone();
+            Some(tokio::spawn(async move {
+                let _ = tracing::span!(tracing::Level::INFO, "follower services").enter();
+                start_follower_srv(
+                    svc_shutdown_rx_clone,
+                    follower_shutdown_rx,
+                    address_info_clone,
+                )
+                .await;
+            }))
+        } else {
+            None
+        };
 
-        let join_handle = tokio::spawn(async move {
+        // wait until this node becomes a leader
+        while !node_is_leader(&leader_rx) {
             tokio::select! {
-                _ = tokio::signal::ctrl_c() => {}
-                _ = &mut svc_shutdown_rx => {
-                    shutdown_election.await;
+                _ = leader_rx.changed() => {}
+                res = svc_shutdown_rx.changed() => {
+                    match res {
+                        Ok(_) => tracing::info!("Shutting down meta node"),
+                        Err(_) => tracing::error!("Shutdown sender dropped"),
+                    }
+                    return;
                 }
             }
-        });
-
-        // FIXME: Avoid using join_handler and just pass around shutdown_sender
-        // https://github.com/risingwavelabs/risingwave/pull/6771
-        return Ok((join_handle, svc_shutdown_tx));
-    }
-
-    tracing::info!("Node initially elected as leader");
-
-    let env = MetaSrvEnv::<S>::new(opts, meta_store.clone(), current_leader_info).await;
-    let fragment_manager = Arc::new(FragmentManager::new(env.clone()).await.unwrap());
-    let meta_metrics = Arc::new(MetaMetrics::new());
-    let registry = meta_metrics.registry();
-    monitor_process(registry).unwrap();
+        }
 
-    let cluster_manager = Arc::new(
-        ClusterManager::new(env.clone(), max_heartbeat_interval)
-            .await
-            .unwrap(),
-    );
-    let heartbeat_srv = HeartbeatServiceImpl::new(cluster_manager.clone());
+        // shut down follower svc if node used to be follower
+        if let Some(handle) = follower_handle {
+            match follower_shutdown_tx.send(()) {
+                Ok(_) => tracing::info!("Shutting down follower services"),
+                Err(_) => tracing::error!("Follower service receiver dropped"),
+            }
+            // Wait until follower service is down
+            handle.await.unwrap();
+        }
 
-    let compactor_manager = Arc::new(
-        hummock::CompactorManager::with_meta(env.clone(), max_heartbeat_interval.as_secs())
-            .await
-            .unwrap(),
-    );
-
-    let hummock_manager = hummock::HummockManager::new(
-        env.clone(),
-        cluster_manager.clone(),
-        meta_metrics.clone(),
-        compactor_manager.clone(),
-    )
-    .await
-    .unwrap();
-
-    #[cfg(not(madsim))]
-    if let Some(ref dashboard_addr) = address_info.dashboard_addr {
-        let dashboard_service = crate::dashboard::DashboardService {
-            dashboard_addr: *dashboard_addr,
-            cluster_manager: cluster_manager.clone(),
-            fragment_manager: fragment_manager.clone(),
-            meta_store: env.meta_store_ref(),
-            prometheus_endpoint: prometheus_endpoint.clone(),
-            prometheus_client: prometheus_endpoint.as_ref().map(|x| {
-                use std::str::FromStr;
-                prometheus_http_query::Client::from_str(x).unwrap()
-            }),
+        let elect_coord = ElectionCoordination {
+            election_handle,
+            election_shutdown,
         };
-        // TODO: join dashboard service back to local thread.
-        tokio::spawn(dashboard_service.serve(address_info.ui_path));
-    }
-
-    let catalog_manager = Arc::new(CatalogManager::new(env.clone()).await.unwrap());
-
-    let (barrier_scheduler, scheduled_barriers) =
-        BarrierScheduler::new_pair(hummock_manager.clone(), env.opts.checkpoint_frequency);
 
-    let source_manager = Arc::new(
-        SourceManager::new(
-            barrier_scheduler.clone(),
-            catalog_manager.clone(),
-            fragment_manager.clone(),
+        let current_leader = services_leader_rx.borrow().0.clone();
+        start_leader_srv(
+            meta_store,
+            address_info,
+            max_heartbeat_interval,
+            opts,
+            current_leader,
+            elect_coord,
+            svc_shutdown_rx,
         )
         .await
-        .unwrap(),
-    );
-
-    let barrier_manager = Arc::new(GlobalBarrierManager::new(
-        scheduled_barriers,
-        env.clone(),
-        cluster_manager.clone(),
-        catalog_manager.clone(),
-        fragment_manager.clone(),
-        hummock_manager.clone(),
-        source_manager.clone(),
-        meta_metrics.clone(),
-    ));
-
-    {
-        let source_manager = source_manager.clone();
-        tokio::spawn(async move {
-            source_manager.run().await.unwrap();
-        });
-    }
+        .expect("Unable to start leader services");
+    });
 
-    let stream_manager = Arc::new(
-        GlobalStreamManager::new(
-            env.clone(),
-            fragment_manager.clone(),
-            barrier_scheduler.clone(),
-            cluster_manager.clone(),
-            source_manager.clone(),
-            hummock_manager.clone(),
-        )
-        .unwrap(),
-    );
+    Ok((join_handle, svc_shutdown_tx))
+}
 
-    hummock_manager
-        .purge_stale(
-            &fragment_manager
-                .list_table_fragments()
+#[cfg(test)]
+mod tests {
+    use core::panic;
+
+    use tokio::time::sleep;
+    use tonic::transport::Endpoint;
+
+    use super::*;
+
+    const WAIT_INTERVAL: Duration = Duration::from_secs(5);
+
+    /// Start `n` meta nodes on localhost. First node will be started at `meta_port`, 2nd node on
+    /// `meta_port + 1`, ...
+    async fn setup_n_nodes(n: u16, meta_port: u16) -> Vec<(JoinHandle<()>, WatchSender<()>)> {
+        use std::net::{IpAddr, Ipv4Addr};
+
+        let meta_store = Arc::new(MemStore::default());
+
+        let mut node_controllers: Vec<(JoinHandle<()>, WatchSender<()>)> = vec![];
+        for i in 0..n {
+            let addr = format!("http://127.0.0.1:{}", meta_port + i);
+
+            let info = AddressInfo {
+                addr,
+                listen_addr: SocketAddr::new(
+                    IpAddr::V4(Ipv4Addr::new(127, 0, 0, 1)),
+                    meta_port + i,
+                ),
+                ..AddressInfo::default()
+            };
+            node_controllers.push(
+                rpc_serve_with_store(
+                    meta_store.clone(),
+                    info,
+                    Duration::from_secs(4),
+                    1,
+                    MetaOpts::test(false),
+                )
                 .await
-                .expect("list_table_fragments"),
-        )
-        .await
-        .unwrap();
-
-    // Initialize services.
-    let backup_object_store = Arc::new(
-        parse_remote_object_store(
-            &env.opts.backup_storage_url,
-            Arc::new(ObjectStoreMetrics::unused()),
-            true,
-            "Meta Backup",
-        )
-        .await,
-    );
-    let backup_storage = Arc::new(
-        ObjectStoreMetaSnapshotStorage::new(
-            &env.opts.backup_storage_directory,
-            backup_object_store,
-        )
-        .await?,
-    );
-    let backup_manager = Arc::new(BackupManager::new(
-        env.clone(),
-        hummock_manager.clone(),
-        backup_storage,
-        meta_metrics.registry().clone(),
-    ));
-    let vacuum_manager = Arc::new(hummock::VacuumManager::new(
-        env.clone(),
-        hummock_manager.clone(),
-        backup_manager.clone(),
-        compactor_manager.clone(),
-    ));
-
-    let ddl_srv = DdlServiceImpl::<S>::new(
-        env.clone(),
-        catalog_manager.clone(),
-        stream_manager.clone(),
-        source_manager.clone(),
-        cluster_manager.clone(),
-        fragment_manager.clone(),
-        barrier_manager.clone(),
-    );
-
-    let user_srv = UserServiceImpl::<S>::new(env.clone(), catalog_manager.clone());
-
-    let scale_srv = ScaleServiceImpl::<S>::new(
-        barrier_scheduler.clone(),
-        fragment_manager.clone(),
-        cluster_manager.clone(),
-        source_manager,
-        catalog_manager.clone(),
-        stream_manager.clone(),
-    );
-
-    let cluster_srv = ClusterServiceImpl::<S>::new(cluster_manager.clone());
-    let stream_srv = StreamServiceImpl::<S>::new(
-        env.clone(),
-        barrier_scheduler.clone(),
-        fragment_manager.clone(),
-    );
-    let hummock_srv = HummockServiceImpl::new(
-        hummock_manager.clone(),
-        compactor_manager.clone(),
-        vacuum_manager.clone(),
-        fragment_manager.clone(),
-    );
-    let notification_srv = NotificationServiceImpl::new(
-        env.clone(),
-        catalog_manager,
-        cluster_manager.clone(),
-        hummock_manager.clone(),
-        fragment_manager.clone(),
-        backup_manager.clone(),
-    );
-    let health_srv = HealthServiceImpl::new();
-    let backup_srv = BackupServiceImpl::new(backup_manager);
-
-    if let Some(prometheus_addr) = address_info.prometheus_addr {
-        MetricsManager::boot_metrics_service(
-            prometheus_addr.to_string(),
-            meta_metrics.registry().clone(),
-        )
+                .unwrap_or_else(|e| panic!("Meta node{} failed in setup. Err: {}", i, e)),
+            );
+        }
+        sleep(WAIT_INTERVAL).await;
+        node_controllers
     }
 
-    let compaction_scheduler = Arc::new(CompactionScheduler::new(
-        env.clone(),
-        hummock_manager.clone(),
-        compactor_manager.clone(),
-    ));
-
-    // sub_tasks executed concurrently. Can be shutdown via shutdown_all
-    let mut sub_tasks =
-        hummock::start_hummock_workers(vacuum_manager, compaction_scheduler, &env.opts);
-    sub_tasks.push(
-        ClusterManager::start_worker_num_monitor(
-            cluster_manager.clone(),
-            Duration::from_secs(env.opts.node_num_monitor_interval_sec),
-            meta_metrics.clone(),
-        )
-        .await,
-    );
-    sub_tasks.push(HummockManager::start_compaction_heartbeat(hummock_manager).await);
-    sub_tasks.push((election_handle, election_shutdown));
-    if cfg!(not(test)) {
-        sub_tasks.push(
-            ClusterManager::start_heartbeat_checker(cluster_manager, Duration::from_secs(1)).await,
+    /// Check for `number_of_nodes` meta leader nodes, starting at `meta_port`, `meta_port + 1`, ...
+    /// Simulates `number_of_nodes` compute nodes, starting at `meta_port`, `meta_port + 1`, ...
+    ///
+    /// ## Returns
+    /// Number of nodes which currently are leaders. Number is not snapshoted. If there is a
+    /// leader failover in process, you may get an incorrect result
+    async fn number_of_leaders(number_of_nodes: u16, meta_port: u16, host_port: u16) -> u16 {
+        use risingwave_common::config::MAX_CONNECTION_WINDOW_SIZE;
+        use risingwave_common::util::addr::HostAddr;
+        use risingwave_pb::common::{HostAddress, WorkerType};
+        use risingwave_pb::meta::cluster_service_client::ClusterServiceClient;
+        use risingwave_pb::meta::AddWorkerNodeRequest;
+
+        let mut leader_count = 0;
+        for i in 0..number_of_nodes {
+            let local = "127.0.0.1".to_owned();
+            let port = meta_port + i;
+            let meta_addr = format!("http://{}:{}", local, port);
+            let host_addr = HostAddr {
+                host: local,
+                port: host_port + i,
+            };
+
+            let endpoint = Endpoint::from_shared(meta_addr.to_string())
+                .unwrap()
+                .initial_connection_window_size(MAX_CONNECTION_WINDOW_SIZE);
+            let channel = endpoint
+                .http2_keep_alive_interval(Duration::from_secs(60))
+                .keep_alive_timeout(Duration::from_secs(60))
+                .connect_timeout(Duration::from_secs(5))
+                .connect()
+                .await
+                .inspect_err(|e| {
+                    tracing::warn!(
+                        "Failed to connect to meta server {}, wait for online: {}",
+                        meta_addr,
+                        e
+                    );
+                })
+                .unwrap();
+
+            // check if node is leader
+            // Only leader nodes support adding worker nodes
+            let cluster_client = ClusterServiceClient::new(channel);
+            let resp = cluster_client
+                .to_owned()
+                .add_worker_node(AddWorkerNodeRequest {
+                    worker_type: WorkerType::ComputeNode as i32,
+                    host: Some(HostAddress {
+                        host: host_addr.host,
+                        port: host_addr.port as i32,
+                    }),
+                    worker_node_parallelism: 5,
+                })
+                .await;
+
+            if resp.is_ok() {
+                leader_count += 1;
+            }
+        }
+        leader_count
+    }
+
+    // Writing these tests as separate functions instead of one loop, because functions get executed
+    // in parallel
+    #[tokio::test]
+    async fn test_single_leader_setup_1() {
+        let node_controllers = setup_n_nodes(1, 1234).await;
+        let leader_count = number_of_leaders(1, 1234, 5678).await;
+        assert_eq!(
+            leader_count, 1,
+            "Expected to have 1 leader, instead got {} leaders",
+            leader_count
         );
-        sub_tasks.push(GlobalBarrierManager::start(barrier_manager).await);
+        for (join_handle, shutdown_tx) in node_controllers {
+            shutdown_tx.send(()).unwrap();
+            join_handle.await.unwrap();
+        }
     }
-    let (idle_send, idle_recv) = tokio::sync::oneshot::channel();
-    sub_tasks.push(
-        IdleManager::start_idle_checker(env.idle_manager_ref(), Duration::from_secs(30), idle_send)
-            .await,
-    );
-    let shutdown_all = async move {
-        for (join_handle, shutdown_sender) in sub_tasks {
-            if let Err(_err) = shutdown_sender.send(()) {
-                // Maybe it is already shut down
-                continue;
-            }
-            if let Err(err) = join_handle.await {
-                tracing::warn!("Failed to join shutdown: {:?}", err);
-            }
+
+    #[tokio::test]
+    async fn test_single_leader_setup_3() {
+        let node_controllers = setup_n_nodes(3, 2345).await;
+        let leader_count = number_of_leaders(3, 2345, 6789).await;
+        assert_eq!(
+            leader_count, 1,
+            "Expected to have 1 leader, instead got {} leaders",
+            leader_count
+        );
+        for (join_handle, shutdown_tx) in node_controllers {
+            shutdown_tx.send(()).unwrap();
+            join_handle.await.unwrap();
         }
-    };
+    }
 
-    let (svc_shutdown_tx, svc_shutdown_rx) = tokio::sync::oneshot::channel::<()>();
+    #[tokio::test]
+    async fn test_single_leader_setup_5() {
+        let node_controllers = setup_n_nodes(5, 3456).await;
+        let leader_count = number_of_leaders(5, 3456, 7890).await;
+        assert_eq!(
+            leader_count, 1,
+            "Expected to have 1 leader, instead got {} leaders",
+            leader_count
+        );
+        for (join_handle, shutdown_tx) in node_controllers {
+            shutdown_tx.send(()).unwrap();
+            join_handle.await.unwrap();
+        }
+    }
 
-    // Start services.
-    tracing::info!("Starting leader services");
-    let join_handle = tokio::spawn(async move {
-        tonic::transport::Server::builder()
-            .layer(MetricsMiddlewareLayer::new(meta_metrics.clone()))
-            .add_service(HeartbeatServiceServer::new(heartbeat_srv))
-            .add_service(ClusterServiceServer::new(cluster_srv))
-            .add_service(StreamManagerServiceServer::new(stream_srv))
-            .add_service(HummockManagerServiceServer::new(hummock_srv))
-            .add_service(NotificationServiceServer::new(notification_srv))
-            .add_service(DdlServiceServer::new(ddl_srv))
-            .add_service(UserServiceServer::new(user_srv))
-            .add_service(ScaleServiceServer::new(scale_srv))
-            .add_service(HealthServer::new(health_srv))
-            .add_service(BackupServiceServer::new(backup_srv))
-            .serve_with_shutdown(address_info.listen_addr, async move {
-                tokio::select! {
-                    _ = tokio::signal::ctrl_c() => {},
-                    _ = svc_shutdown_rx => {
-                        shutdown_all.await;
-                    },
-                    _ = idle_recv => {
-                        shutdown_all.await;
-                    },
-                }
-            })
-            .await
-            .unwrap();
-    });
+    /// returns number of leaders after failover
+    async fn test_failover(number_of_nodes: u16, meta_port: u16, compute_port: u16) -> u16 {
+        let node_controllers = setup_n_nodes(number_of_nodes, meta_port).await;
 
-    Ok((join_handle, svc_shutdown_tx))
+        // we should have 1 leader on startup
+        let leader_count = number_of_leaders(number_of_nodes, meta_port, compute_port).await;
+        assert_eq!(
+            leader_count, 1,
+            "Expected to have 1 leader, instead got {} leaders",
+            leader_count
+        );
+
+        // kill leader to trigger failover
+        let leader_shutdown_sender = &node_controllers[0].1;
+        leader_shutdown_sender
+            .send(())
+            .expect("Sending shutdown to leader should not fail");
+        sleep(WAIT_INTERVAL).await;
+
+        // expect that we still have 1 leader
+        // skipping first meta_port, since that node was former leader and got killed
+        let leaders = number_of_leaders(number_of_nodes - 1, meta_port + 1, compute_port).await;
+        for (join_handle, shutdown_tx) in node_controllers {
+            let _ = shutdown_tx.send(());
+            join_handle.await.unwrap();
+        }
+        leaders
+    }
+
+    #[tokio::test]
+    async fn test_failover_1() {
+        let leader_count = test_failover(1, 9012, 1012).await;
+        assert_eq!(
+            leader_count, 0,
+            "Expected to have 1 leader, instead got {} leaders",
+            leader_count
+        );
+    }
+
+    #[tokio::test]
+    async fn test_failover_3() {
+        let leader_count = test_failover(3, 1100, 1200).await;
+        assert_eq!(
+            leader_count, 1,
+            "Expected to have 1 leader, instead got {} leaders",
+            leader_count
+        );
+    }
 }
diff --git a/src/meta/src/rpc/service/ddl_service.rs b/src/meta/src/rpc/service/ddl_service.rs
index d4836030fc453..05320ea7775a0 100644
--- a/src/meta/src/rpc/service/ddl_service.rs
+++ b/src/meta/src/rpc/service/ddl_service.rs
@@ -20,6 +20,7 @@ use risingwave_pb::catalog::*;
 use risingwave_pb::common::worker_node::State;
 use risingwave_pb::common::WorkerType;
 use risingwave_pb::ddl_service::ddl_service_server::DdlService;
+use risingwave_pb::ddl_service::drop_table_request::SourceId as ProstSourceId;
 use risingwave_pb::ddl_service::*;
 use risingwave_pb::stream_plan::stream_node::NodeBody;
 use risingwave_pb::stream_plan::{StreamFragmentGraph, StreamNode};
@@ -343,41 +344,40 @@ where
         }))
     }
 
-    async fn create_materialized_source(
+    async fn create_table(
         &self,
-        request: Request<CreateMaterializedSourceRequest>,
-    ) -> Result<Response<CreateMaterializedSourceResponse>, Status> {
+        request: Request<CreateTableRequest>,
+    ) -> Result<Response<CreateTableResponse>, Status> {
         let request = request.into_inner();
-        let source = request.source.unwrap();
+        let source = request.source;
         let mview = request.materialized_view.unwrap();
         let fragment_graph = request.fragment_graph.unwrap();
 
-        let (source_id, table_id, version) = self
-            .create_materialized_source_inner(source, mview, fragment_graph)
+        let (table_id, version) = self
+            .create_table_inner(source, mview, fragment_graph)
             .await?;
 
-        Ok(Response::new(CreateMaterializedSourceResponse {
+        Ok(Response::new(CreateTableResponse {
             status: None,
-            source_id,
             table_id,
             version,
         }))
     }
 
-    async fn drop_materialized_source(
+    async fn drop_table(
         &self,
-        request: Request<DropMaterializedSourceRequest>,
-    ) -> Result<Response<DropMaterializedSourceResponse>, Status> {
+        request: Request<DropTableRequest>,
+    ) -> Result<Response<DropTableResponse>, Status> {
         self.check_barrier_manager_status().await?;
         let request = request.into_inner();
         let source_id = request.source_id;
         let table_id = request.table_id;
 
         let version = self
-            .drop_materialized_source_inner(source_id, table_id)
+            .drop_table_inner(source_id.map(|ProstSourceId::Id(id)| id), table_id)
             .await?;
 
-        Ok(Response::new(DropMaterializedSourceResponse {
+        Ok(Response::new(DropTableResponse {
             status: None,
             version,
         }))
@@ -473,10 +473,6 @@ where
 
         // 2. resolve the dependent relations.
         let dependent_relations = get_dependent_relations(&fragment_graph)?;
-        assert!(
-            !dependent_relations.is_empty(),
-            "there should be at lease 1 dependent relation when creating table or sink"
-        );
         stream_job.set_dependent_relations(dependent_relations);
 
         // 3. Mark current relation as "creating" and add reference count to dependent relations.
@@ -528,15 +524,15 @@ where
         match stream_job {
             StreamingJob::MaterializedView(table)
             | StreamingJob::Index(_, table)
-            | StreamingJob::MaterializedSource(_, table) => {
-                table.fragment_id = actor_graph_builder.fill_mview_or_sink_id(
+            | StreamingJob::Table(_, table) => {
+                table.fragment_id = actor_graph_builder.fill_database_object_id(
                     table.database_id,
                     table.schema_id,
                     table.id.into(),
                 );
             }
             StreamingJob::Sink(sink) => {
-                actor_graph_builder.fill_mview_or_sink_id(
+                actor_graph_builder.fill_database_object_id(
                     sink.database_id,
                     sink.schema_id,
                     sink.id.into(),
@@ -555,7 +551,7 @@ where
         match stream_job {
             StreamingJob::MaterializedView(table)
             | StreamingJob::Index(_, table)
-            | StreamingJob::MaterializedSource(_, table) => creating_tables.push(table.clone()),
+            | StreamingJob::Table(_, table) => creating_tables.push(table.clone()),
 
             StreamingJob::Sink(_) => {
                 // No need to mark it as creating. Do nothing.
@@ -589,11 +585,17 @@ where
                     .cancel_create_sink_procedure(sink)
                     .await?;
             }
-            StreamingJob::MaterializedSource(source, table) => {
+            StreamingJob::Table(source, table) => {
                 creating_internal_table_ids.push(table.id);
-                self.catalog_manager
-                    .cancel_create_materialized_source_procedure(source, table)
-                    .await?;
+                if let Some(source) = source {
+                    self.catalog_manager
+                        .cancel_create_table_procedure_with_source(source, table)
+                        .await?;
+                } else {
+                    self.catalog_manager
+                        .cancel_create_table_procedure(table)
+                        .await?;
+                }
             }
             StreamingJob::Index(index, table) => {
                 creating_internal_table_ids.push(table.id);
@@ -630,15 +632,26 @@ where
                     .finish_create_sink_procedure(sink)
                     .await?
             }
-            StreamingJob::MaterializedSource(source, table) => {
+            StreamingJob::Table(source, table) => {
                 creating_internal_table_ids.push(table.id);
-                self.catalog_manager
-                    .finish_create_materialized_source_procedure(
-                        source,
-                        table,
-                        &ctx.internal_tables()[0],
-                    )
-                    .await?
+                if let Some(source) = source {
+                    let internal_tables: [_; 1] = ctx.internal_tables().try_into().unwrap();
+                    self.catalog_manager
+                        .finish_create_table_procedure_with_source(
+                            source,
+                            table,
+                            &internal_tables[0],
+                        )
+                        .await?
+                } else {
+                    let internal_tables = ctx.internal_tables();
+                    assert!(internal_tables.is_empty());
+                    // Though `internal_tables` is empty here, we pass it as a parameter to reuse
+                    // the method.
+                    self.catalog_manager
+                        .finish_create_table_procedure(internal_tables, table)
+                        .await?
+                }
             }
             StreamingJob::Index(index, table) => {
                 creating_internal_table_ids.push(table.id);
@@ -656,56 +669,60 @@ where
         Ok(version)
     }
 
-    // TODO(Yuanxin): Use this function for both `CREATE TABLE` and `CREATE TABLE WITH CONNECTOR`.
-    async fn create_materialized_source_inner(
+    /// If `source` is `None` here, then there is no external streaming source for this table.
+    async fn create_table_inner(
         &self,
-        mut source: Source,
+        mut source: Option<Source>,
         mut mview: Table,
         mut fragment_graph: StreamFragmentGraph,
-    ) -> MetaResult<(SourceId, TableId, CatalogVersion)> {
+    ) -> MetaResult<(TableId, CatalogVersion)> {
         self.check_barrier_manager_status().await?;
 
-        // Generate source id.
-        let source_id = self.gen_unique_id::<{ IdCategory::Table }>().await?; // TODO: use source category
-        source.id = source_id;
+        if let Some(source) = &mut source {
+            // Generate source id.
+            let source_id = self.gen_unique_id::<{ IdCategory::Table }>().await?; // TODO: Use source category
+            source.id = source_id;
+
+            // Fill in the correct source id for stream node.
+            fn fill_source_id(stream_node: &mut StreamNode, source_id: u32) -> usize {
+                let mut source_count = 0;
+                if let NodeBody::Source(source_node) = stream_node.node_body.as_mut().unwrap() {
+                    // TODO: Refactor using source id.
+                    source_node.source_inner.as_mut().unwrap().source_id = source_id;
+                    source_count += 1;
+                }
+                for input in &mut stream_node.input {
+                    source_count += fill_source_id(input, source_id);
+                }
+                source_count
+            }
 
-        // Fill in the correct source id for stream node.
-        fn fill_source_id(stream_node: &mut StreamNode, source_id: u32) -> usize {
             let mut source_count = 0;
-            if let NodeBody::Source(source_node) = stream_node.node_body.as_mut().unwrap() {
-                // TODO: refactor using source id.
-                source_node.source_id = source_id;
-                source_count += 1;
-            }
-            for input in &mut stream_node.input {
-                source_count += fill_source_id(input, source_id);
+            for fragment in fragment_graph.fragments.values_mut() {
+                source_count += fill_source_id(fragment.node.as_mut().unwrap(), source_id);
             }
-            source_count
-        }
-
-        let mut source_count = 0;
-        for fragment in fragment_graph.fragments.values_mut() {
-            source_count += fill_source_id(fragment.node.as_mut().unwrap(), source_id);
+            assert_eq!(
+                source_count, 1,
+                "require exactly 1 external stream source when creating table with a connector"
+            );
+
+            // Fill in the correct source id for mview.
+            mview.optional_associated_source_id =
+                Some(OptionalAssociatedSourceId::AssociatedSourceId(source_id));
         }
-        assert_eq!(
-            source_count, 1,
-            "require exactly 1 source node when creating materialized source"
-        );
-
-        // Fill in the correct source id for mview.
-        mview.optional_associated_source_id =
-            Some(OptionalAssociatedSourceId::AssociatedSourceId(source_id));
 
-        let mut stream_job = StreamingJob::MaterializedSource(source.clone(), mview.clone());
+        let mut stream_job = StreamingJob::Table(source.clone(), mview.clone());
         let (mut ctx, table_fragments) = self
             .prepare_stream_job(&mut stream_job, fragment_graph)
             .await?;
 
-        if let Err(e) = self.source_manager.register_source(&source).await {
-            self.catalog_manager
-                .cancel_create_materialized_source_procedure(&source, &mview)
-                .await?;
-            return Err(e);
+        if let Some(source) = &source {
+            if let Err(e) = self.source_manager.register_source(source).await {
+                self.catalog_manager
+                    .cancel_create_table_procedure_with_source(source, &mview)
+                    .await?;
+                return Err(e);
+            }
         }
 
         match self
@@ -715,7 +732,7 @@ where
         {
             Ok(_) => {
                 let version = self.finish_stream_job(&stream_job, &ctx).await?;
-                Ok((source_id, stream_job.id(), version))
+                Ok((stream_job.id(), version))
             }
             Err(err) => {
                 self.cancel_stream_job(&stream_job, &ctx).await?;
@@ -724,9 +741,9 @@ where
         }
     }
 
-    async fn drop_materialized_source_inner(
+    async fn drop_table_inner(
         &self,
-        source_id: SourceId,
+        source_id: Option<SourceId>,
         table_id: TableId,
     ) -> MetaResult<CatalogVersion> {
         let table_fragment = self
@@ -734,19 +751,28 @@ where
             .select_table_fragments_by_table_id(&table_id.into())
             .await?;
         let internal_table_ids = table_fragment.internal_table_ids();
-        assert_eq!(internal_table_ids.len(), 1);
 
-        // 1. Drop materialized source in catalog, source_id will be checked if it is
-        // associated_source_id in mview. Indexes are also need to be dropped atomically.
-        let (version, delete_jobs) = self
-            .catalog_manager
-            .drop_materialized_source(source_id, table_id, internal_table_ids[0])
-            .await?;
-        // 2. Unregister source connector worker.
-        self.source_manager
-            .unregister_sources(vec![source_id])
-            .await;
-        // 3. Drop streaming jobs.
+        let (version, delete_jobs) = if let Some(source_id) = source_id {
+            // Drop table and source in catalog. Check `source_id` if it is the table's
+            // `associated_source_id`. Indexes also need to be dropped atomically.
+            assert_eq!(internal_table_ids.len(), 1);
+            let (version, delete_jobs) = self
+                .catalog_manager
+                .drop_table_with_source(source_id, table_id, internal_table_ids[0])
+                .await?;
+            // Unregister source connector worker.
+            self.source_manager
+                .unregister_sources(vec![source_id])
+                .await;
+            (version, delete_jobs)
+        } else {
+            assert!(internal_table_ids.is_empty());
+            self.catalog_manager
+                .drop_table(table_id, internal_table_ids)
+                .await?
+        };
+
+        // Drop streaming jobs.
         self.stream_manager.drop_streaming_jobs(delete_jobs).await;
 
         Ok(version)
@@ -766,7 +792,9 @@ fn get_dependent_relations(fragment_graph: &StreamFragmentGraph) -> MetaResult<V
     ) -> MetaResult<()> {
         match stream_node.node_body.as_ref().unwrap() {
             NodeBody::Source(source_node) => {
-                dependent_relations.insert(source_node.get_source_id());
+                if let Some(source) = &source_node.source_inner {
+                    dependent_relations.insert(source.get_source_id());
+                }
             }
             NodeBody::Chain(chain_node) => {
                 dependent_relations.insert(chain_node.get_table_id());
diff --git a/src/meta/src/stream/scale.rs b/src/meta/src/stream/scale.rs
index b7c503a50cb57..4373e5d62cb0f 100644
--- a/src/meta/src/stream/scale.rs
+++ b/src/meta/src/stream/scale.rs
@@ -24,7 +24,6 @@ use num_traits::abs;
 use risingwave_common::bail;
 use risingwave_common::buffer::{Bitmap, BitmapBuilder};
 use risingwave_common::hash::{ParallelUnitId, VirtualNode};
-use risingwave_common::util::prost::is_stream_source;
 use risingwave_pb::common::{worker_node, ActorInfo, ParallelUnit, WorkerNode, WorkerType};
 use risingwave_pb::meta::table_fragments::actor_status::ActorState;
 use risingwave_pb::meta::table_fragments::fragment::FragmentDistributionType;
@@ -167,10 +166,7 @@ pub(crate) fn rebalance_actor_vnode(
 
     let order_by_bitmap_desc =
         |(_, bitmap_a): &(ActorId, Bitmap), (_, bitmap_b): &(ActorId, Bitmap)| -> Ordering {
-            bitmap_a
-                .num_high_bits()
-                .cmp(&bitmap_b.num_high_bits())
-                .reverse()
+            bitmap_a.count_ones().cmp(&bitmap_b.count_ones()).reverse()
         };
 
     let builder_from_bitmap = |bitmap: &Bitmap| -> BitmapBuilder {
@@ -184,8 +180,8 @@ pub(crate) fn rebalance_actor_vnode(
     let prev_remain = removed
         .iter()
         .map(|(_, bitmap)| {
-            assert!(bitmap.num_high_bits() >= prev_expected);
-            bitmap.num_high_bits() - prev_expected
+            assert!(bitmap.count_ones() >= prev_expected);
+            bitmap.count_ones() - prev_expected
         })
         .sum::<usize>();
 
@@ -194,7 +190,7 @@ pub(crate) fn rebalance_actor_vnode(
 
     let removed_balances = removed.into_iter().map(|(actor_id, bitmap)| Balance {
         actor_id,
-        balance: bitmap.num_high_bits() as i32,
+        balance: bitmap.count_ones() as i32,
         builder: builder_from_bitmap(&bitmap),
     });
 
@@ -202,7 +198,7 @@ pub(crate) fn rebalance_actor_vnode(
         .into_iter()
         .map(|(actor_id, bitmap)| Balance {
             actor_id,
-            balance: bitmap.num_high_bits() as i32 - expected as i32,
+            balance: bitmap.count_ones() as i32 - expected as i32,
             builder: builder_from_bitmap(&bitmap),
         })
         .collect_vec();
@@ -470,8 +466,9 @@ where
 
             if (fragment.get_fragment_type_mask() & FragmentTypeFlag::Source as u32) != 0 {
                 let stream_node = fragment.actors.first().unwrap().get_nodes().unwrap();
-                let source_node = TableFragments::find_source_node(stream_node).unwrap();
-                if is_stream_source(source_node) {
+                let source_node =
+                    TableFragments::find_source_node_with_stream_source(stream_node).unwrap();
+                if source_node.source_inner.is_some() {
                     stream_source_fragment_ids.insert(*fragment_id);
                 }
             }
@@ -1039,21 +1036,19 @@ where
                 }
             }
 
-            let downstream_fragment_id =
+            let downstream_fragment_ids =
                 if let Some(downstream_fragments) = ctx.fragment_dispatcher_map.get(&fragment_id) {
                     // Skip NoShuffle fragments' downstream
                     if ctx
                         .no_shuffle_source_fragment_ids
                         .contains(&fragment.fragment_id)
                     {
-                        None
+                        vec![]
                     } else {
-                        let downstream_fragment_id =
-                            downstream_fragments.iter().exactly_one().unwrap().0;
-                        Some(*downstream_fragment_id as FragmentId)
+                        downstream_fragments.keys().copied().collect_vec()
                     }
                 } else {
-                    None
+                    vec![]
                 };
 
             let vnode_bitmap_updates = match fragment.distribution_type() {
@@ -1102,7 +1097,7 @@ where
                     vnode_bitmap_updates,
                     upstream_fragment_dispatcher_ids,
                     upstream_dispatcher_mapping,
-                    downstream_fragment_id,
+                    downstream_fragment_ids,
                     actor_splits,
                 },
             );
diff --git a/src/meta/src/stream/scheduler.rs b/src/meta/src/stream/scheduler.rs
index 6fa2718200e5d..2fc96031fb4f2 100644
--- a/src/meta/src/stream/scheduler.rs
+++ b/src/meta/src/stream/scheduler.rs
@@ -400,7 +400,7 @@ mod test {
             assert_ne!(fragment.vnode_mapping, None,);
             let mut vnode_sum = 0;
             for actor in fragment.actors {
-                vnode_sum += Bitmap::from(actor.get_vnode_bitmap()?).num_high_bits();
+                vnode_sum += Bitmap::from(actor.get_vnode_bitmap()?).count_ones();
             }
             assert_eq!(vnode_sum, VirtualNode::COUNT);
         }
diff --git a/src/meta/src/stream/source_manager.rs b/src/meta/src/stream/source_manager.rs
index 39e458e0d7a9a..cd3183463037b 100644
--- a/src/meta/src/stream/source_manager.rs
+++ b/src/meta/src/stream/source_manager.rs
@@ -24,8 +24,9 @@ use risingwave_common::catalog::TableId;
 use risingwave_connector::source::{
     ConnectorProperties, SplitEnumeratorImpl, SplitId, SplitImpl, SplitMetaData,
 };
-use risingwave_pb::catalog::source::Info::StreamSource;
 use risingwave_pb::catalog::Source;
+use risingwave_pb::connector_service::table_schema::Column;
+use risingwave_pb::connector_service::TableSchema;
 use risingwave_pb::source::{ConnectorSplit, ConnectorSplits};
 use tokio::sync::mpsc::{UnboundedReceiver, UnboundedSender};
 use tokio::sync::{oneshot, Mutex};
@@ -46,6 +47,7 @@ pub struct SourceManager<S: MetaStore> {
     pub(crate) paused: Mutex<()>,
     barrier_scheduler: BarrierScheduler<S>,
     core: Mutex<SourceManagerCore<S>>,
+    connector_rpc_endpoint: Option<String>,
 }
 
 struct SharedSplitMap {
@@ -61,10 +63,17 @@ struct ConnectorSourceWorker {
 }
 
 impl ConnectorSourceWorker {
-    pub async fn create(source: &Source, period: Duration) -> MetaResult<Self> {
+    pub async fn create(
+        connector_rpc_endpoint: &Option<String>,
+        source: &Source,
+        period: Duration,
+    ) -> MetaResult<Self> {
         let mut properties = ConnectorProperties::extract(source.properties.clone())?;
-        // set source id for cdc connector if any
-        properties.set_source_id_for_cdc(source.id);
+        // init cdc properties
+        if let Some(endpoint) = connector_rpc_endpoint {
+            let table_schema = Self::extract_source_schema(source);
+            properties.init_properties_for_cdc(source.id, endpoint.to_string(), Some(table_schema));
+        }
         let enumerator = SplitEnumeratorImpl::create(properties).await?;
         let splits = Arc::new(Mutex::new(SharedSplitMap { splits: None }));
         Ok(Self {
@@ -109,6 +118,21 @@ impl ConnectorSourceWorker {
 
         Ok(())
     }
+
+    fn extract_source_schema(source: &Source) -> TableSchema {
+        TableSchema {
+            columns: source
+                .columns
+                .iter()
+                .flat_map(|col| &col.column_desc)
+                .map(|col| Column {
+                    name: col.name.clone(),
+                    data_type: col.column_type.as_ref().unwrap().type_name,
+                })
+                .collect(),
+            pk_indices: source.pk_column_ids.iter().map(|i| *i as u32).collect(),
+        }
+    }
 }
 
 struct ConnectorSourceWorkerHandle {
@@ -355,6 +379,7 @@ where
     const SOURCE_TICK_INTERVAL: Duration = Duration::from_secs(10);
 
     pub async fn new(
+        connector_rpc_endpoint: Option<String>,
         barrier_scheduler: BarrierScheduler<S>,
         catalog_manager: CatalogManagerRef<S>,
         fragment_manager: FragmentManagerRef<S>,
@@ -364,9 +389,13 @@ where
             let sources = catalog_manager.list_sources().await;
 
             for source in sources {
-                if let Some(StreamSource(_)) = source.info {
-                    Self::create_source_worker(&source, &mut managed_sources, false).await?
-                }
+                Self::create_source_worker(
+                    &connector_rpc_endpoint,
+                    &source,
+                    &mut managed_sources,
+                    false,
+                )
+                .await?
             }
         }
 
@@ -388,6 +417,7 @@ where
             barrier_scheduler,
             core,
             paused: Mutex::new(()),
+            connector_rpc_endpoint,
         })
     }
 
@@ -516,18 +546,27 @@ where
         let mut core = self.core.lock().await;
         if core.managed_sources.contains_key(&source.get_id()) {
             tracing::warn!("source {} already registered", source.get_id());
-        } else if let Some(StreamSource(_)) = source.info {
-            Self::create_source_worker(source, &mut core.managed_sources, true).await?;
+        } else {
+            Self::create_source_worker(
+                &self.connector_rpc_endpoint,
+                source,
+                &mut core.managed_sources,
+                true,
+            )
+            .await?;
         }
         Ok(())
     }
 
     async fn create_source_worker(
+        connector_rpc_endpoint: &Option<String>,
         source: &Source,
         managed_sources: &mut HashMap<SourceId, ConnectorSourceWorkerHandle>,
         force_tick: bool,
     ) -> MetaResult<()> {
-        let mut worker = ConnectorSourceWorker::create(source, Duration::from_secs(10)).await?;
+        let mut worker =
+            ConnectorSourceWorker::create(connector_rpc_endpoint, source, Duration::from_secs(10))
+                .await?;
         let current_splits_ref = worker.current_splits.clone();
         tracing::info!("spawning new watcher for source {}", source.id);
 
diff --git a/src/meta/src/stream/stream_graph.rs b/src/meta/src/stream/stream_graph.rs
index 2af9ab4afce97..9988cfb160b57 100644
--- a/src/meta/src/stream/stream_graph.rs
+++ b/src/meta/src/stream/stream_graph.rs
@@ -362,10 +362,18 @@ impl StreamGraphBuilder {
         upstream_fragment_id: GlobalFragmentId,
         upstream_actor_ids: &[LocalActorId],
         downstream_actor_ids: &[LocalActorId],
-        exchange_operator_id: u64,
-        dispatch_strategy: DispatchStrategy,
-        same_worker_node: bool,
+        edge: StreamFragmentEdge,
     ) {
+        let exchange_operator_id = edge.link_id;
+        let same_worker_node = edge.same_worker_node;
+        let dispatch_strategy = edge.dispatch_strategy.unwrap();
+        // We can't use the exchange operator id directly as the dispatch id, because an exchange
+        // could belong to more than one downstream in DAG.
+        // We can use downstream fragment id as an unique id for dispatcher.
+        // In this way we can ensure the dispatchers of `StreamActor` would have different id,
+        // even though they come from the same exchange operator.
+        let dispatch_id = edge.downstream_id as u64;
+
         if dispatch_strategy.get_type().unwrap() == DispatcherType::NoShuffle {
             assert_eq!(
                 upstream_actor_ids.len(),
@@ -386,7 +394,7 @@ impl StreamGraphBuilder {
                         .unwrap()
                         .add_dispatcher(
                             dispatch_strategy.clone(),
-                            exchange_operator_id,
+                            dispatch_id,
                             OrderedActorLink(vec![*downstream_id]),
                             same_worker_node,
                         );
@@ -431,7 +439,7 @@ impl StreamGraphBuilder {
                 .unwrap()
                 .add_dispatcher(
                     dispatch_strategy.clone(),
-                    exchange_operator_id,
+                    dispatch_id,
                     OrderedActorLink(downstream_actor_ids.to_vec()),
                     same_worker_node,
                 );
@@ -567,8 +575,10 @@ impl StreamGraphBuilder {
                     }
 
                     NodeBody::Source(node) => {
-                        if let Some(table) = &mut node.state_table {
-                            update_table(table, "SourceInternalTable");
+                        if let Some(source) = &mut node.source_inner {
+                            if let Some(table) = &mut source.state_table {
+                                update_table(table, "SourceInternalTable");
+                            }
                         }
                     }
 
@@ -785,7 +795,7 @@ impl ActorGraphBuilder {
         })
     }
 
-    pub fn fill_mview_or_sink_id(
+    pub fn fill_database_object_id(
         &mut self,
         database_id: DatabaseId,
         schema_id: SchemaId,
@@ -798,23 +808,32 @@ impl ActorGraphBuilder {
             table_id: TableId,
             fragment_id: FragmentId,
         }
-        fn fill_mview_or_sink_id_inner(stream_node: &mut StreamNode, ctx: &FillIdContext) -> usize {
+        fn fill_database_object_id_inner(
+            stream_node: &mut StreamNode,
+            ctx: &FillIdContext,
+        ) -> usize {
             let mut mview_count = 0;
             let node_body = stream_node.node_body.as_mut().unwrap();
-            if let NodeBody::Materialize(materialize_node) = node_body {
-                materialize_node.table_id = ctx.table_id.table_id;
-                materialize_node.table.as_mut().unwrap().id = ctx.table_id.table_id;
-                materialize_node.table.as_mut().unwrap().database_id = ctx.database_id;
-                materialize_node.table.as_mut().unwrap().schema_id = ctx.schema_id;
-                materialize_node.table.as_mut().unwrap().fragment_id = ctx.fragment_id;
-                mview_count += 1;
-            }
-            if let NodeBody::Sink(sink_node) = node_body {
-                sink_node.table_id = ctx.table_id.table_id;
-                mview_count += 1;
+            match node_body {
+                NodeBody::Materialize(materialize_node) => {
+                    materialize_node.table_id = ctx.table_id.table_id;
+                    materialize_node.table.as_mut().unwrap().id = ctx.table_id.table_id;
+                    materialize_node.table.as_mut().unwrap().database_id = ctx.database_id;
+                    materialize_node.table.as_mut().unwrap().schema_id = ctx.schema_id;
+                    materialize_node.table.as_mut().unwrap().fragment_id = ctx.fragment_id;
+                    mview_count += 1;
+                }
+                NodeBody::Sink(sink_node) => {
+                    sink_node.table_id = ctx.table_id.table_id;
+                    mview_count += 1;
+                }
+                NodeBody::Dml(dml_node) => {
+                    dml_node.table_id = ctx.table_id.table_id;
+                }
+                _ => {}
             }
             for input in &mut stream_node.input {
-                mview_count += fill_mview_or_sink_id_inner(input, ctx);
+                mview_count += fill_database_object_id_inner(input, ctx);
             }
             mview_count
         }
@@ -822,7 +841,7 @@ impl ActorGraphBuilder {
         let mut mview_count = 0;
         let mut fragment_id = 0;
         for fragment in self.fragment_graph.fragments_mut().values_mut() {
-            let delta = fill_mview_or_sink_id_inner(
+            let delta = fill_database_object_id_inner(
                 fragment.node.as_mut().unwrap(),
                 &FillIdContext {
                     database_id,
@@ -1047,9 +1066,7 @@ impl ActorGraphBuilder {
                         fragment_id,
                         &actor_ids,
                         downstream_actors,
-                        dispatch_edge.link_id,
-                        dispatch_strategy.clone(),
-                        dispatch_edge.same_worker_node,
+                        dispatch_edge.clone(),
                     );
                 }
                 DispatcherType::Unspecified => unreachable!(),
@@ -1076,7 +1093,11 @@ impl ActorGraphBuilder {
                 vec![node.get_table_id()]
             }
             NodeBody::Source(node) => {
-                vec![node.state_table.as_ref().unwrap().id]
+                if let Some(source) = &node.source_inner {
+                    vec![source.state_table.as_ref().unwrap().id]
+                } else {
+                    vec![]
+                }
             }
             NodeBody::Arrange(node) => {
                 vec![node.table.as_ref().unwrap().id]
diff --git a/src/meta/src/stream/stream_manager.rs b/src/meta/src/stream/stream_manager.rs
index 5e381e6aa763d..85ff9b068d6a3 100644
--- a/src/meta/src/stream/stream_manager.rs
+++ b/src/meta/src/stream/stream_manager.rs
@@ -946,6 +946,7 @@ mod tests {
 
             let source_manager = Arc::new(
                 SourceManager::new(
+                    None,
                     barrier_scheduler.clone(),
                     catalog_manager.clone(),
                     fragment_manager.clone(),
diff --git a/src/meta/src/stream/test_fragmenter.rs b/src/meta/src/stream/test_fragmenter.rs
index c63df831f6543..e87861251ad1a 100644
--- a/src/meta/src/stream/test_fragmenter.rs
+++ b/src/meta/src/stream/test_fragmenter.rs
@@ -30,7 +30,7 @@ use risingwave_pb::stream_plan::stream_node::NodeBody;
 use risingwave_pb::stream_plan::{
     agg_call_state, AggCallState, DispatchStrategy, DispatcherType, ExchangeNode, FilterNode,
     FragmentTypeFlag, MaterializeNode, ProjectNode, SimpleAggNode, SourceNode, StreamFragmentGraph,
-    StreamNode,
+    StreamNode, StreamSource,
 };
 
 use crate::manager::MetaSrvEnv;
@@ -182,10 +182,12 @@ fn make_stream_fragments() -> Vec<StreamFragment> {
         .collect_vec();
     let source_node = StreamNode {
         node_body: Some(NodeBody::Source(SourceNode {
-            source_id: 1,
-            state_table: Some(make_source_internal_table(1)),
-            columns,
-            ..Default::default()
+            source_inner: Some(StreamSource {
+                source_id: 1,
+                state_table: Some(make_source_internal_table(1)),
+                columns,
+                ..Default::default()
+            }),
         })),
         stream_key: vec![2],
         ..Default::default()
diff --git a/src/meta/src/stream/test_scale.rs b/src/meta/src/stream/test_scale.rs
index 69226e6455c28..550a595c54a3c 100644
--- a/src/meta/src/stream/test_scale.rs
+++ b/src/meta/src/stream/test_scale.rs
@@ -98,7 +98,7 @@ mod tests {
             assert!(*b, "vnode {} should be set", idx);
         }
 
-        let vnodes = bitmaps.values().map(|bitmap| bitmap.num_high_bits());
+        let vnodes = bitmaps.values().map(|bitmap| bitmap.count_ones());
         let (min, max) = vnodes.minmax().into_option().unwrap();
 
         assert!((max - min) <= 1, "min {} max {}", min, max);
@@ -249,7 +249,7 @@ mod tests {
             check_bitmaps(&result);
 
             let (_, bitmap) = result.iter().exactly_one().unwrap();
-            assert!(bitmap.is_all_set());
+            assert!(bitmap.all());
         }
     }
 
diff --git a/src/risedevtool/src/service_config.rs b/src/risedevtool/src/service_config.rs
index 7d42b41696ae4..af93dc9008e3d 100644
--- a/src/risedevtool/src/service_config.rs
+++ b/src/risedevtool/src/service_config.rs
@@ -61,6 +61,7 @@ pub struct MetaNodeConfig {
 
     pub user_managed: bool,
 
+    pub connector_rpc_endpoint: String,
     pub provide_etcd_backend: Option<Vec<EtcdConfig>>,
     pub provide_prometheus: Option<Vec<PrometheusConfig>>,
 }
diff --git a/src/risedevtool/src/task/meta_node_service.rs b/src/risedevtool/src/task/meta_node_service.rs
index 6ae11d6466143..7d9c3f281441a 100644
--- a/src/risedevtool/src/task/meta_node_service.rs
+++ b/src/risedevtool/src/task/meta_node_service.rs
@@ -52,10 +52,13 @@ impl MetaNodeService {
                 config.listen_address, config.dashboard_port
             ));
 
-        cmd.arg("--prometheus-host").arg(format!(
-            "{}:{}",
-            config.listen_address, config.exporter_port
-        ));
+        cmd.arg("--prometheus-host")
+            .arg(format!(
+                "{}:{}",
+                config.listen_address, config.exporter_port
+            ))
+            .arg("--connector-rpc-endpoint")
+            .arg(&config.connector_rpc_endpoint);
 
         match config.provide_prometheus.as_ref().unwrap().as_slice() {
             [] => {}
diff --git a/src/rpc_client/src/connector_client.rs b/src/rpc_client/src/connector_client.rs
index a40fa260a66e0..91c0e85390809 100644
--- a/src/rpc_client/src/connector_client.rs
+++ b/src/rpc_client/src/connector_client.rs
@@ -19,6 +19,9 @@ use async_trait::async_trait;
 use risingwave_common::config::MAX_CONNECTION_WINDOW_SIZE;
 use risingwave_common::util::addr::HostAddr;
 use risingwave_pb::connector_service::connector_service_client::ConnectorServiceClient;
+use risingwave_pb::connector_service::get_event_stream_request::{
+    Request, StartSource, ValidateProperties,
+};
 use risingwave_pb::connector_service::*;
 use tonic::transport::{Channel, Endpoint};
 use tonic::Streaming;
@@ -40,10 +43,10 @@ impl ConnectorClient {
     }
 
     /// Get source event stream
-    pub async fn get_event_stream(
+    pub async fn start_source_stream(
         &self,
         source_id: u64,
-        source_type: String,
+        source_type: SourceType,
         start_offset: Option<String>,
         properties: HashMap<String, String>,
     ) -> Result<Streaming<GetEventStreamResponse>> {
@@ -51,14 +54,50 @@ impl ConnectorClient {
             .0
             .to_owned()
             .get_event_stream(GetEventStreamRequest {
-                source_id,
-                source_type,
-                start_offset: start_offset.unwrap_or_default(),
-                properties,
+                request: Some(Request::Start(StartSource {
+                    source_id,
+                    source_type: source_type as _,
+                    start_offset: start_offset.unwrap_or_default(),
+                    properties,
+                })),
             })
             .await
-            .inspect_err(|_| {
-                tracing::error!("failed to create event stream for CDC source {}", source_id)
+            .inspect_err(|err| {
+                tracing::error!(
+                    "failed to start stream for CDC source {}: {}",
+                    source_id,
+                    err.message()
+                )
+            })?
+            .into_inner())
+    }
+
+    /// Validate source properties
+    pub async fn validate_properties(
+        &self,
+        source_id: u64,
+        source_type: SourceType,
+        properties: HashMap<String, String>,
+        table_schema: Option<TableSchema>,
+    ) -> Result<Streaming<GetEventStreamResponse>> {
+        Ok(self
+            .0
+            .to_owned()
+            .get_event_stream(GetEventStreamRequest {
+                request: Some(Request::Validate(ValidateProperties {
+                    source_id,
+                    source_type: source_type as _,
+                    properties,
+                    table_schema,
+                })),
+            })
+            .await
+            .inspect_err(|err| {
+                tracing::error!(
+                    "failed to validate source {} properties: {}",
+                    source_id,
+                    err.message()
+                )
             })?
             .into_inner())
     }
diff --git a/src/rpc_client/src/meta_client.rs b/src/rpc_client/src/meta_client.rs
index 2c4152a36780d..307cb2146187e 100644
--- a/src/rpc_client/src/meta_client.rs
+++ b/src/rpc_client/src/meta_client.rs
@@ -35,6 +35,7 @@ use risingwave_pb::catalog::{
 };
 use risingwave_pb::common::WorkerType;
 use risingwave_pb::ddl_service::ddl_service_client::DdlServiceClient;
+use risingwave_pb::ddl_service::drop_table_request::SourceId;
 use risingwave_pb::ddl_service::*;
 use risingwave_pb::hummock::hummock_manager_service_client::HummockManagerServiceClient;
 use risingwave_pb::hummock::rise_ctl_update_compaction_config_request::mutable_config::MutableConfig;
@@ -229,20 +230,20 @@ impl MetaClient {
         Ok((resp.sink_id, resp.version))
     }
 
-    pub async fn create_materialized_source(
+    pub async fn create_table(
         &self,
-        source: ProstSource,
+        source: Option<ProstSource>,
         table: ProstTable,
         graph: StreamFragmentGraph,
-    ) -> Result<(TableId, u32, CatalogVersion)> {
-        let request = CreateMaterializedSourceRequest {
+    ) -> Result<(TableId, CatalogVersion)> {
+        let request = CreateTableRequest {
             materialized_view: Some(table),
             fragment_graph: Some(graph),
-            source: Some(source),
+            source,
         };
-        let resp = self.inner.create_materialized_source(request).await?;
+        let resp = self.inner.create_table(request).await?;
         // TODO: handle error in `resp.status` here
-        Ok((resp.table_id.into(), resp.source_id, resp.version))
+        Ok((resp.table_id.into(), resp.version))
     }
 
     pub async fn create_view(&self, view: ProstView) -> Result<(u32, CatalogVersion)> {
@@ -268,17 +269,17 @@ impl MetaClient {
         Ok((resp.index_id.into(), resp.version))
     }
 
-    pub async fn drop_materialized_source(
+    pub async fn drop_table(
         &self,
-        source_id: u32,
+        source_id: Option<u32>,
         table_id: TableId,
     ) -> Result<CatalogVersion> {
-        let request = DropMaterializedSourceRequest {
-            source_id,
+        let request = DropTableRequest {
+            source_id: source_id.map(SourceId::Id),
             table_id: table_id.table_id(),
         };
 
-        let resp = self.inner.drop_materialized_source(request).await?;
+        let resp = self.inner.drop_table(request).await?;
         Ok(resp.version)
     }
 
@@ -940,7 +941,7 @@ macro_rules! for_all_meta_rpc {
             ,{ heartbeat_client, heartbeat, HeartbeatRequest, HeartbeatResponse }
             ,{ stream_client, flush, FlushRequest, FlushResponse }
             ,{ stream_client, list_table_fragments, ListTableFragmentsRequest, ListTableFragmentsResponse }
-            ,{ ddl_client, create_materialized_source, CreateMaterializedSourceRequest, CreateMaterializedSourceResponse }
+            ,{ ddl_client, create_table, CreateTableRequest, CreateTableResponse }
             ,{ ddl_client, create_materialized_view, CreateMaterializedViewRequest, CreateMaterializedViewResponse }
             ,{ ddl_client, create_view, CreateViewRequest, CreateViewResponse }
             ,{ ddl_client, create_source, CreateSourceRequest, CreateSourceResponse }
@@ -948,7 +949,7 @@ macro_rules! for_all_meta_rpc {
             ,{ ddl_client, create_schema, CreateSchemaRequest, CreateSchemaResponse }
             ,{ ddl_client, create_database, CreateDatabaseRequest, CreateDatabaseResponse }
             ,{ ddl_client, create_index, CreateIndexRequest, CreateIndexResponse }
-            ,{ ddl_client, drop_materialized_source, DropMaterializedSourceRequest, DropMaterializedSourceResponse }
+            ,{ ddl_client, drop_table, DropTableRequest, DropTableResponse }
             ,{ ddl_client, drop_materialized_view, DropMaterializedViewRequest, DropMaterializedViewResponse }
             ,{ ddl_client, drop_view, DropViewRequest, DropViewResponse }
             ,{ ddl_client, drop_source, DropSourceRequest, DropSourceResponse }
diff --git a/src/source/src/connector_source.rs b/src/source/src/connector_source.rs
index eaf9da107c41c..4c60990fef9f7 100644
--- a/src/source/src/connector_source.rs
+++ b/src/source/src/connector_source.rs
@@ -36,9 +36,10 @@ use risingwave_pb::plan_common::{
     ColumnCatalog as ProstColumnCatalog, RowFormatType as ProstRowFormatType,
 };
 
+use crate::fs_connector_source::FsConnectorSource;
 use crate::monitor::SourceMetrics;
 use crate::{
-    SourceColumnDesc, SourceFormat, SourceParserImpl, SourceStreamChunkBuilder,
+    ParserConfig, SourceColumnDesc, SourceFormat, SourceParserImpl, SourceStreamChunkBuilder,
     StreamChunkWithState,
 };
 
@@ -200,9 +201,8 @@ impl ConnectorSource {
         let mut config = ConnectorProperties::extract(properties.clone())
             .map_err(|e| ConnectorError(e.into()))?;
         if let Some(addr) = connector_node_addr {
-            config.set_connector_node_addr(addr);
             // fixme: require source_id
-            // config.set_source_id_for_cdc(source_id);
+            config.init_properties_for_cdc(0, addr, None)
         }
         let parser = SourceParserImpl::create(
             &format,
@@ -291,10 +291,10 @@ pub struct SourceDescV2 {
 
 #[derive(Clone)]
 pub struct SourceDescBuilderV2 {
-    row_id_index: Option<ProstColumnIndex>,
     columns: Vec<ProstColumnCatalog>,
     metrics: Arc<SourceMetrics>,
     pk_column_ids: Vec<i32>,
+    row_id_index: Option<ProstColumnIndex>,
     properties: HashMap<String, String>,
     source_info: ProstStreamSourceInfo,
     connector_params: ConnectorParams,
@@ -304,20 +304,20 @@ pub struct SourceDescBuilderV2 {
 impl SourceDescBuilderV2 {
     #[allow(clippy::too_many_arguments)]
     pub fn new(
-        row_id_index: Option<ProstColumnIndex>,
         columns: Vec<ProstColumnCatalog>,
         metrics: Arc<SourceMetrics>,
         pk_column_ids: Vec<i32>,
+        row_id_index: Option<ProstColumnIndex>,
         properties: HashMap<String, String>,
         source_info: ProstStreamSourceInfo,
         connector_params: ConnectorParams,
         connector_message_buffer_size: usize,
     ) -> Self {
         Self {
-            row_id_index,
             columns,
             metrics,
             pk_column_ids,
+            row_id_index,
             properties,
             source_info,
             connector_params,
@@ -374,6 +374,33 @@ impl SourceDescBuilderV2 {
             pk_column_ids: self.pk_column_ids,
         })
     }
+
+    pub fn metrics(&self) -> Arc<SourceMetrics> {
+        self.metrics.clone()
+    }
+
+    pub fn build_fs_stream_source(&self) -> Result<FsConnectorSource> {
+        let format = match self.source_info.get_row_format()? {
+            ProstRowFormatType::Csv => SourceFormat::Csv,
+            _ => unreachable!(),
+        };
+        let parser_config = ParserConfig::new(&format, &self.source_info);
+        let mut columns: Vec<_> = self
+            .columns
+            .iter()
+            .map(|c| SourceColumnDesc::from(&ColumnDesc::from(c.column_desc.as_ref().unwrap())))
+            .collect();
+        if let Some(row_id_index) = self.row_id_index.as_ref() {
+            columns[row_id_index.index as usize].skip_parse = true;
+        }
+        FsConnectorSource::new(
+            format,
+            self.properties.clone(),
+            columns,
+            self.connector_params.connector_rpc_endpoint.clone(),
+            parser_config,
+        )
+    }
 }
 
 pub mod test_utils {
@@ -387,8 +414,8 @@ pub mod test_utils {
 
     pub fn create_source_desc_builder(
         schema: &Schema,
-        row_id_index: Option<u64>,
         pk_column_ids: Vec<i32>,
+        row_id_index: Option<u64>,
         source_info: StreamSourceInfo,
         properties: HashMap<String, String>,
     ) -> SourceDescBuilderV2 {
@@ -412,10 +439,10 @@ pub mod test_utils {
             })
             .collect();
         SourceDescBuilderV2 {
-            row_id_index,
             columns,
             metrics: Default::default(),
             pk_column_ids,
+            row_id_index,
             properties,
             source_info,
             connector_params: Default::default(),
diff --git a/src/source/src/dml_manager.rs b/src/source/src/dml_manager.rs
index 75bf2606507ae..2107f1370f9cd 100644
--- a/src/source/src/dml_manager.rs
+++ b/src/source/src/dml_manager.rs
@@ -12,12 +12,14 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
+use std::collections::hash_map::Entry;
 use std::collections::HashMap;
-use std::sync::Arc;
+use std::sync::{Arc, Weak};
 
-use parking_lot::Mutex;
+use parking_lot::RwLock;
 use risingwave_common::array::StreamChunk;
 use risingwave_common::catalog::{ColumnDesc, TableId};
+use risingwave_common::error::ErrorCode::InternalError;
 use risingwave_common::error::Result;
 use tokio::sync::oneshot;
 
@@ -32,27 +34,40 @@ pub type DmlManagerRef = Arc<DmlManager>;
 /// channel instead of offering a `write_chunk` interface).
 #[derive(Default, Debug)]
 pub struct DmlManager {
-    batch_dmls: Mutex<HashMap<TableId, TableSourceRef>>,
+    table_readers: RwLock<HashMap<TableId, Weak<TableSource>>>,
 }
 
 impl DmlManager {
     pub fn new() -> Self {
         Self {
-            batch_dmls: Mutex::new(HashMap::new()),
+            table_readers: RwLock::new(HashMap::new()),
         }
     }
 
     pub fn register_reader(
         &self,
-        table_id: &TableId,
+        table_id: TableId,
         column_descs: &[ColumnDesc],
-    ) -> TableSourceRef {
-        let mut batch_dmls = self.batch_dmls.lock();
-        if !batch_dmls.contains_key(table_id) {
-            let batch_dml = Arc::new(TableSource::new(column_descs.to_vec()));
-            batch_dmls.insert(*table_id, batch_dml);
+    ) -> Result<TableSourceRef> {
+        let mut table_readers = self.table_readers.write();
+
+        // Clear invalid table readers.
+        table_readers.drain_filter(|_, weak_ref| weak_ref.strong_count() == 0);
+
+        match table_readers.entry(table_id) {
+            Entry::Occupied(o) => o.get().upgrade().ok_or_else(|| {
+                InternalError(format!(
+                    "fail to register reader for table with id {:?}",
+                    table_id.table_id
+                ))
+                .into()
+            }),
+            Entry::Vacant(v) => {
+                let reader = Arc::new(TableSource::new(column_descs.to_vec()));
+                v.insert(Arc::downgrade(&reader));
+                Ok(reader)
+            }
         }
-        batch_dmls.get(table_id).unwrap().clone()
     }
 
     pub fn write_chunk(
@@ -60,7 +75,26 @@ impl DmlManager {
         table_id: &TableId,
         chunk: StreamChunk,
     ) -> Result<oneshot::Receiver<usize>> {
-        let batch_dmls = self.batch_dmls.lock();
-        batch_dmls.get(table_id).unwrap().write_chunk(chunk)
+        let table_readers = self.table_readers.read();
+        let writer = table_readers
+            .get(table_id)
+            .ok_or_else(|| {
+                InternalError(format!(
+                    "no reader for dml in table with id {:?}",
+                    table_id.table_id
+                ))
+            })?
+            .upgrade()
+            .ok_or_else(|| {
+                InternalError(format!(
+                    "no reader for dml in table with id {:?}",
+                    table_id.table_id
+                ))
+            })?;
+        writer.write_chunk(chunk)
+    }
+
+    pub fn clear(&self) {
+        self.table_readers.write().clear()
     }
 }
diff --git a/src/source/src/lib.rs b/src/source/src/lib.rs
index de4e9c99665a6..4714a8959050a 100644
--- a/src/source/src/lib.rs
+++ b/src/source/src/lib.rs
@@ -25,8 +25,6 @@
 use std::collections::HashMap;
 use std::fmt::Debug;
 
-use enum_as_inner::EnumAsInner;
-use fs_connector_source::FsConnectorSource;
 use futures::stream::BoxStream;
 pub use manager::*;
 pub use parser::*;
@@ -35,19 +33,16 @@ use risingwave_common::error::RwError;
 use risingwave_connector::source::SplitId;
 pub use table::*;
 
-use crate::connector_source::ConnectorSource;
-
 pub mod parser;
 
 mod manager;
-pub use manager::test_utils as table_test_utils;
 
 pub mod dml_manager;
 
 mod common;
 pub mod connector_source;
 pub use connector_source::test_utils as connector_test_utils;
-mod fs_connector_source;
+pub mod fs_connector_source;
 pub mod monitor;
 pub mod row_id;
 mod table;
@@ -64,13 +59,6 @@ pub enum SourceFormat {
     Csv,
 }
 
-#[derive(Debug, EnumAsInner)]
-pub enum SourceImpl {
-    Table(TableSource),
-    Connector(ConnectorSource),
-    FsConnector(FsConnectorSource),
-}
-
 pub type BoxSourceWithStateStream<T> = BoxStream<'static, Result<T, RwError>>;
 
 /// [`StreamChunkWithState`] returns stream chunk together with offset for each split. In the
diff --git a/src/source/src/manager.rs b/src/source/src/manager.rs
index 47b569e3e4320..56a023d3a0d05 100644
--- a/src/source/src/manager.rs
+++ b/src/source/src/manager.rs
@@ -12,31 +12,10 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use std::collections::HashMap;
 use std::fmt::Debug;
-use std::sync::{Arc, Weak};
 
-use itertools::Itertools;
-use parking_lot::Mutex;
-use risingwave_common::catalog::{ColumnDesc, ColumnId, TableId};
-use risingwave_common::error::ErrorCode::{ConnectorError, InternalError, ProtocolError};
-use risingwave_common::error::{Result, RwError};
-use risingwave_common::try_match_expand;
+use risingwave_common::catalog::{ColumnDesc, ColumnId};
 use risingwave_common::types::DataType;
-use risingwave_connector::source::ConnectorProperties;
-use risingwave_connector::ConnectorParams;
-use risingwave_pb::catalog::source_info::SourceInfo as ProstSourceInfo;
-use risingwave_pb::catalog::ColumnIndex as ProstColumnIndex;
-use risingwave_pb::plan_common::{ColumnCatalog as ProstColumnCatalog, RowFormatType};
-
-use crate::connector_source::DEFAULT_CONNECTOR_MESSAGE_BUFFER_SIZE;
-use crate::fs_connector_source::FsConnectorSource;
-use crate::monitor::SourceMetrics;
-use crate::table::TableSource;
-use crate::{ConnectorSource, ParserConfig, SourceFormat, SourceImpl, SourceParserImpl};
-
-pub type SourceDescRef = Arc<SourceDesc>;
-type WeakSourceDescRef = Weak<SourceDesc>;
 
 /// `SourceColumnDesc` is used to describe a column in the Source and is used as the column
 /// counterpart in `StreamScan`
@@ -91,444 +70,3 @@ impl From<&SourceColumnDesc> for ColumnDesc {
         }
     }
 }
-
-/// `SourceDesc` is used to describe a `Source`
-#[derive(Debug)]
-pub struct SourceDesc {
-    pub source: SourceImpl,
-    pub format: SourceFormat,
-    pub columns: Vec<SourceColumnDesc>,
-    pub metrics: Arc<SourceMetrics>,
-
-    // The column index of row ID. If the primary key is specified by users, this will be `None`.
-    pub row_id_index: Option<usize>,
-    pub pk_column_ids: Vec<i32>,
-}
-
-pub type TableSourceManagerRef = Arc<TableSourceManager>;
-
-#[derive(Debug)]
-pub struct TableSourceManager {
-    sources: Mutex<HashMap<TableId, WeakSourceDescRef>>,
-    /// local source metrics
-    metrics: Arc<SourceMetrics>,
-    /// The capacity of the chunks in the channel that connects between `ConnectorSource` and
-    /// `SourceExecutor`.
-    connector_message_buffer_size: usize,
-}
-
-impl TableSourceManager {
-    pub fn get_source(&self, source_id: &TableId) -> Result<SourceDescRef> {
-        let sources = self.sources.lock();
-        sources
-            .get(source_id)
-            .and_then(|weak_ref| weak_ref.upgrade())
-            .ok_or_else(|| {
-                InternalError(format!("Get source table id not exists: {:?}", source_id)).into()
-            })
-    }
-
-    pub fn insert_source(
-        &self,
-        source_id: TableId,
-        row_id_index: Option<ProstColumnIndex>,
-        columns: Vec<ProstColumnCatalog>,
-        pk_column_ids: Vec<i32>,
-    ) -> Result<SourceDescRef> {
-        let mut sources = self.sources.lock();
-        sources.drain_filter(|_, weak_ref| weak_ref.strong_count() == 0);
-        if let Some(strong_ref) = sources
-            .get(&source_id)
-            .and_then(|weak_ref| weak_ref.upgrade())
-        {
-            Ok(strong_ref)
-        } else {
-            let columns = columns
-                .iter()
-                .map(|c| ColumnDesc::from(c.column_desc.as_ref().unwrap()))
-                .collect_vec();
-            let row_id_index = row_id_index.map(|index| index.index as _);
-
-            // Table sources do not need columns and format
-            let strong_ref = Arc::new(SourceDesc {
-                columns: columns.iter().map(SourceColumnDesc::from).collect(),
-                source: SourceImpl::Table(TableSource::new(columns)),
-                format: SourceFormat::Invalid,
-                row_id_index,
-                pk_column_ids,
-                metrics: self.metrics.clone(),
-            });
-            sources.insert(source_id, Arc::downgrade(&strong_ref));
-            Ok(strong_ref)
-        }
-    }
-
-    /// For recovery, clear all sources' weak references.
-    pub fn clear_sources(&self) {
-        self.sources.lock().clear()
-    }
-
-    pub fn metrics(&self) -> Arc<SourceMetrics> {
-        self.metrics.clone()
-    }
-
-    pub fn msg_buf_size(&self) -> usize {
-        self.connector_message_buffer_size
-    }
-}
-
-impl Default for TableSourceManager {
-    fn default() -> Self {
-        TableSourceManager {
-            sources: Default::default(),
-            metrics: Default::default(),
-            connector_message_buffer_size: DEFAULT_CONNECTOR_MESSAGE_BUFFER_SIZE,
-        }
-    }
-}
-
-impl TableSourceManager {
-    pub fn new(metrics: Arc<SourceMetrics>, connector_message_buffer_size: usize) -> Self {
-        TableSourceManager {
-            sources: Mutex::new(HashMap::new()),
-            metrics,
-            connector_message_buffer_size,
-        }
-    }
-}
-
-#[derive(Clone)]
-pub struct SourceDescBuilder {
-    source_id: TableId,
-    row_id_index: Option<ProstColumnIndex>,
-    columns: Vec<ProstColumnCatalog>,
-    pk_column_ids: Vec<i32>,
-    properties: HashMap<String, String>,
-    info: ProstSourceInfo,
-    source_manager: TableSourceManagerRef,
-    connector_params: ConnectorParams,
-}
-
-impl SourceDescBuilder {
-    #[allow(clippy::too_many_arguments)]
-    pub fn new(
-        source_id: TableId,
-        row_id_index: Option<ProstColumnIndex>,
-        columns: Vec<ProstColumnCatalog>,
-        pk_column_ids: Vec<i32>,
-        properties: HashMap<String, String>,
-        info: ProstSourceInfo,
-        source_manager: TableSourceManagerRef,
-        connector_params: ConnectorParams,
-    ) -> Self {
-        Self {
-            source_id,
-            row_id_index,
-            columns,
-            pk_column_ids,
-            properties,
-            info,
-            source_manager,
-            connector_params,
-        }
-    }
-
-    pub async fn build(&self) -> Result<SourceDescRef> {
-        match &self.info {
-            ProstSourceInfo::TableSource(_) => self.build_table_source(),
-            ProstSourceInfo::StreamSource(_) => self.build_stream_source().await,
-        }
-    }
-
-    fn build_table_source(&self) -> Result<SourceDescRef> {
-        self.source_manager.insert_source(
-            self.source_id,
-            self.row_id_index.clone(),
-            self.columns.clone(),
-            self.pk_column_ids.clone(),
-        )
-    }
-
-    pub fn build_fs_stream_source(&self) -> Result<SourceDescRef> {
-        let info = try_match_expand!(&self.info, ProstSourceInfo::StreamSource).unwrap();
-        let format = match info.get_row_format()? {
-            RowFormatType::Csv => SourceFormat::Csv,
-            _ => unreachable!(),
-        };
-
-        let mut columns: Vec<_> = self
-            .columns
-            .iter()
-            .map(|c| SourceColumnDesc::from(&ColumnDesc::from(c.column_desc.as_ref().unwrap())))
-            .collect();
-        let row_id_index = self.row_id_index.as_ref().map(|row_id_index| {
-            columns[row_id_index.index as usize].skip_parse = true;
-            row_id_index.index as usize
-        });
-        assert!(
-            !self.pk_column_ids.is_empty(),
-            "source should have at least one pk column"
-        );
-
-        let parser_config = ParserConfig::from((&format, info));
-
-        let source = SourceImpl::FsConnector(FsConnectorSource::new(
-            format.clone(),
-            self.properties.clone(),
-            columns.clone(),
-            self.connector_params.connector_rpc_endpoint.clone(),
-            parser_config,
-        )?);
-
-        Ok(Arc::new(SourceDesc {
-            source,
-            format,
-            columns,
-            row_id_index,
-            pk_column_ids: self.pk_column_ids.clone(),
-            metrics: self.source_manager.metrics(),
-        }))
-    }
-
-    async fn build_stream_source(&self) -> Result<SourceDescRef> {
-        let info = try_match_expand!(&self.info, ProstSourceInfo::StreamSource).unwrap();
-        let format = match info.get_row_format()? {
-            RowFormatType::Json => SourceFormat::Json,
-            RowFormatType::Protobuf => SourceFormat::Protobuf,
-            RowFormatType::DebeziumJson => SourceFormat::DebeziumJson,
-            RowFormatType::Avro => SourceFormat::Avro,
-            RowFormatType::Maxwell => SourceFormat::Maxwell,
-            RowFormatType::CanalJson => SourceFormat::CanalJson,
-            _ => unreachable!(),
-        };
-
-        if format == SourceFormat::Protobuf && info.row_schema_location.is_empty() {
-            return Err(RwError::from(ProtocolError(
-                "protobuf file location not provided".to_string(),
-            )));
-        }
-        let source_parser_rs = SourceParserImpl::create(
-            &format,
-            &self.properties,
-            info.row_schema_location.as_str(),
-            info.use_schema_registry,
-            info.proto_message_name.clone(),
-        )
-        .await;
-        let parser = if let Ok(source_parser) = source_parser_rs {
-            source_parser
-        } else {
-            return Err(source_parser_rs.err().unwrap());
-        };
-
-        let mut columns: Vec<_> = self
-            .columns
-            .iter()
-            .map(|c| SourceColumnDesc::from(&ColumnDesc::from(c.column_desc.as_ref().unwrap())))
-            .collect();
-        let row_id_index = self.row_id_index.as_ref().map(|row_id_index| {
-            columns[row_id_index.index as usize].skip_parse = true;
-            row_id_index.index as usize
-        });
-        assert!(
-            !self.pk_column_ids.is_empty(),
-            "source should have at least one pk column"
-        );
-
-        let mut config = ConnectorProperties::extract(self.properties.clone())
-            .map_err(|e| ConnectorError(e.into()))?;
-        if let Some(addr) = self.connector_params.connector_rpc_endpoint.as_ref() {
-            config.set_connector_node_addr(addr.to_owned());
-            config.set_source_id_for_cdc(self.source_id.table_id());
-        }
-
-        let source = SourceImpl::Connector(ConnectorSource {
-            config,
-            columns: columns.clone(),
-            parser,
-            connector_message_buffer_size: self.source_manager.msg_buf_size(),
-        });
-
-        Ok(Arc::new(SourceDesc {
-            source,
-            format,
-            columns,
-            row_id_index,
-            pk_column_ids: self.pk_column_ids.clone(),
-            metrics: self.source_manager.metrics(),
-        }))
-    }
-}
-
-pub mod test_utils {
-    use risingwave_common::catalog::{ColumnDesc, ColumnId, Schema, TableId};
-    use risingwave_connector::ConnectorParams;
-    use risingwave_pb::catalog::source_info::SourceInfo as ProstSourceInfo;
-    use risingwave_pb::catalog::{ColumnIndex, TableSourceInfo};
-    use risingwave_pb::plan_common::ColumnCatalog;
-
-    use crate::{SourceDescBuilder, TableSourceManagerRef};
-
-    pub fn create_table_source_desc_builder(
-        schema: &Schema,
-        source_id: TableId,
-        row_id_index: Option<u64>,
-        pk_column_ids: Vec<i32>,
-        source_manager: TableSourceManagerRef,
-    ) -> SourceDescBuilder {
-        let row_id_index = row_id_index.map(|index| ColumnIndex { index });
-        let columns = schema
-            .fields
-            .iter()
-            .enumerate()
-            .map(|(i, f)| ColumnCatalog {
-                column_desc: Some(
-                    ColumnDesc {
-                        data_type: f.data_type.clone(),
-                        column_id: ColumnId::from(i as i32), // use column index as column id
-                        name: f.name.clone(),
-                        field_descs: vec![],
-                        type_name: "".to_string(),
-                    }
-                    .to_protobuf(),
-                ),
-                is_hidden: false,
-            })
-            .collect();
-        let info = ProstSourceInfo::TableSource(TableSourceInfo {});
-        SourceDescBuilder {
-            source_id,
-            row_id_index,
-            columns,
-            pk_column_ids,
-            properties: Default::default(),
-            info,
-            source_manager,
-            connector_params: ConnectorParams {
-                connector_rpc_endpoint: None,
-            },
-        }
-    }
-}
-
-#[cfg(test)]
-mod tests {
-    use std::sync::Arc;
-
-    use risingwave_common::catalog::{ColumnDesc, ColumnId, Field, Schema, TableId};
-    use risingwave_common::error::Result;
-    use risingwave_common::types::DataType;
-    use risingwave_connector::source::kinesis::config::kinesis_demo_properties;
-    use risingwave_pb::catalog::source_info::SourceInfo as Info;
-    use risingwave_pb::catalog::{ColumnIndex, StreamSourceInfo, TableSourceInfo};
-    use risingwave_pb::plan_common::ColumnCatalog;
-
-    use crate::*;
-
-    #[tokio::test]
-    #[ignore] // ignored because the test involves aws credentials, remove this line after changing to other
-              // connector
-    async fn test_source_v2() -> Result<()> {
-        let properties = kinesis_demo_properties();
-        let source_columns =
-            vec![ColumnDesc::unnamed(ColumnId::from(0), DataType::Int64).to_protobuf()];
-        let columns = source_columns
-            .iter()
-            .map(|c| ColumnCatalog {
-                column_desc: Some(c.to_owned()),
-                is_hidden: false,
-            })
-            .collect();
-        let row_id_index = Some(ColumnIndex { index: 0 });
-        let pk_column_ids = vec![0];
-        let info = StreamSourceInfo {
-            row_format: 0,
-            ..Default::default()
-        };
-        let source_id = TableId::default();
-
-        let mem_source_manager: TableSourceManagerRef = Arc::new(TableSourceManager::default());
-        let source_builder = SourceDescBuilder::new(
-            source_id,
-            row_id_index,
-            columns,
-            pk_column_ids,
-            properties,
-            Info::StreamSource(info),
-            mem_source_manager,
-            Default::default(),
-        );
-        let source = source_builder.build().await;
-
-        assert!(source.is_ok());
-
-        Ok(())
-    }
-
-    #[tokio::test]
-    async fn test_table_source() -> Result<()> {
-        let table_id = TableId::default();
-
-        let schema = Schema {
-            fields: vec![
-                Field::unnamed(DataType::Decimal),
-                Field::unnamed(DataType::Decimal),
-            ],
-        };
-
-        let columns = schema
-            .fields
-            .iter()
-            .enumerate()
-            .map(|(i, f)| ColumnCatalog {
-                column_desc: Some(
-                    ColumnDesc {
-                        data_type: f.data_type.clone(),
-                        column_id: ColumnId::from(i as i32), // use column index as column id
-                        name: f.name.clone(),
-                        field_descs: vec![],
-                        type_name: "".to_string(),
-                    }
-                    .to_protobuf(),
-                ),
-                is_hidden: false,
-            })
-            .collect();
-        let pk_column_ids = vec![1];
-        let info = TableSourceInfo {};
-
-        let mem_source_manager: TableSourceManagerRef = Arc::new(TableSourceManager::default());
-        let mut source_builder = SourceDescBuilder::new(
-            table_id,
-            None,
-            columns,
-            pk_column_ids,
-            Default::default(),
-            Info::TableSource(info),
-            mem_source_manager.clone(),
-            Default::default(),
-        );
-        let res = source_builder.build().await;
-        assert!(res.is_ok());
-
-        // get source
-        let get_source_res = mem_source_manager.get_source(&table_id);
-        assert!(get_source_res.is_ok());
-
-        // drop all replicas of TableId(0)
-        drop(res);
-        drop(get_source_res);
-        // failed to get_source
-        let result = mem_source_manager.get_source(&table_id);
-        assert!(result.is_err());
-
-        source_builder.source_id = TableId::new(1u32);
-        let _new_source = source_builder.build().await;
-
-        assert_eq!(mem_source_manager.sources.lock().len(), 1);
-        mem_source_manager.clear_sources();
-        assert!(mem_source_manager.sources.lock().is_empty());
-
-        Ok(())
-    }
-}
diff --git a/src/source/src/parser/mod.rs b/src/source/src/parser/mod.rs
index 4c59c05204e7f..e7de10d4f2f22 100644
--- a/src/source/src/parser/mod.rs
+++ b/src/source/src/parser/mod.rs
@@ -390,9 +390,8 @@ pub enum ParserConfig {
     Csv(u8, bool),
 }
 
-impl From<(&SourceFormat, &StreamSourceInfo)> for ParserConfig {
-    fn from(info: (&SourceFormat, &StreamSourceInfo)) -> Self {
-        let (format, info) = info;
+impl ParserConfig {
+    pub fn new(format: &SourceFormat, info: &StreamSourceInfo) -> Self {
         match format {
             SourceFormat::Csv => Self::Csv(info.csv_delimiter as u8, info.csv_has_header),
             _ => unreachable!(),
diff --git a/src/sqlparser/src/ast/mod.rs b/src/sqlparser/src/ast/mod.rs
index fa9b28c594f2f..15987defce3a1 100644
--- a/src/sqlparser/src/ast/mod.rs
+++ b/src/sqlparser/src/ast/mod.rs
@@ -203,8 +203,17 @@ pub enum Expr {
     Identifier(Ident),
     /// Multi-part identifier, e.g. `table_alias.column` or `schema.table.col`
     CompoundIdentifier(Vec<Ident>),
-    /// Struct-field identifier, expr is a table or a column struct, ident is field.
+    /// Struct-field identifier.
+    /// Expr is an arbitrary expression, returning either a table or a column.
+    /// Idents are consecutive field accesses.
     /// e.g. `(table.v1).v2` or `(table).v1.v2`
+    ///
+    /// It must contain parentheses to be distinguished from a [`Expr::CompoundIdentifier`].
+    /// See also <https://www.postgresql.org/docs/current/rowtypes.html#ROWTYPES-ACCESSING>
+    ///
+    /// The left parentheses must be put at the beginning of the expression.
+    /// The first parenthesized part is the `expr` part, and the rest are flattened into `idents`.
+    /// e.g., `((v1).v2.v3).v4` is equivalent to `(v1).v2.v3.v4`.
     FieldIdentifier(Box<Expr>, Vec<Ident>),
     /// `IS NULL` operator
     IsNull(Box<Expr>),
@@ -1674,7 +1683,7 @@ impl fmt::Display for Assignment {
 #[cfg_attr(feature = "serde", derive(Serialize, Deserialize))]
 pub enum FunctionArgExpr {
     Expr(Expr),
-    /// Expr is a table or a struct column.
+    /// Expr is an arbitrary expression, returning either a table or a column.
     /// Idents are the prefix of `*`, which are consecutive field accesses.
     /// e.g. `(table.v1).*` or `(table).v1.*`
     ExprQualifiedWildcard(Expr, Vec<Ident>),
diff --git a/src/sqlparser/src/ast/query.rs b/src/sqlparser/src/ast/query.rs
index 2176f213ff500..a0f9d3e4d5d5a 100644
--- a/src/sqlparser/src/ast/query.rs
+++ b/src/sqlparser/src/ast/query.rs
@@ -284,7 +284,7 @@ impl fmt::Display for Cte {
 pub enum SelectItem {
     /// Any expression, not followed by `[ AS ] alias`
     UnnamedExpr(Expr),
-    /// Expr is a table or a struct column.
+    /// Expr is an arbitrary expression, returning either a table or a column.
     /// Idents are the prefix of `*`, which are consecutive field accesses.
     /// e.g. `(table.v1).*` or `(table).v1.*`
     ExprQualifiedWildcard(Expr, Vec<Ident>),
diff --git a/src/sqlparser/src/ast/statement.rs b/src/sqlparser/src/ast/statement.rs
index 9ff7c0f8018e4..21af926a2aba4 100644
--- a/src/sqlparser/src/ast/statement.rs
+++ b/src/sqlparser/src/ast/statement.rs
@@ -343,6 +343,11 @@ impl ParseTo for CreateSinkStatement {
         };
 
         impl_parse_to!(with_properties: WithProperties, p);
+        if with_properties.0.is_empty() {
+            return Err(ParserError::ParserError(
+                "sink properties not provided".to_string(),
+            ));
+        }
 
         Ok(Self {
             if_not_exists,
diff --git a/src/sqlparser/src/parser.rs b/src/sqlparser/src/parser.rs
index e67a68f2f676d..7e04ae900ce9c 100644
--- a/src/sqlparser/src/parser.rs
+++ b/src/sqlparser/src/parser.rs
@@ -22,7 +22,7 @@ use alloc::{
 };
 use core::fmt;
 
-use tracing::debug;
+use tracing::{debug, instrument};
 
 use crate::ast::{ParseTo, *};
 use crate::keywords::{self, Keyword};
@@ -67,9 +67,11 @@ use IsLateral::*;
 
 pub enum WildcardOrExpr {
     Expr(Expr),
-    /// Expr is a table or a column struct.
+    /// Expr is an arbitrary expression, returning either a table or a column.
     /// Idents are the prefix of `*`, which are consecutive field accesses.
     /// e.g. `(table.v1).*` or `(table).v1.*`
+    ///
+    /// See also [`Expr::FieldIdentifier`] for behaviors of parentheses.
     ExprQualifiedWildcard(Expr, Vec<Ident>),
     QualifiedWildcard(ObjectName),
     Wildcard,
@@ -135,13 +137,13 @@ impl Parser {
     }
 
     /// Parse a SQL statement and produce an Abstract Syntax Tree (AST)
+    #[instrument(level = "debug")]
     pub fn parse_sql(sql: &str) -> Result<Vec<Statement>, ParserError> {
         let mut tokenizer = Tokenizer::new(sql);
         let tokens = tokenizer.tokenize()?;
         let mut parser = Parser::new(tokens);
         let mut stmts = Vec::new();
         let mut expecting_statement_delimiter = false;
-        debug!("Parsing sql '{}'...", sql);
         loop {
             // ignore empty statements (between successive statement delimiters)
             while parser.consume_token(&Token::SemiColon) {
@@ -159,6 +161,7 @@ impl Parser {
             stmts.push(statement);
             expecting_statement_delimiter = true;
         }
+        debug!("parsed statements:\n{:#?}", stmts);
         Ok(stmts)
     }
 
@@ -231,7 +234,14 @@ impl Parser {
         Ok(Statement::Analyze { table_name })
     }
 
-    /// Parse a new expression including wildcard & qualified wildcard
+    /// Tries to parse a wildcard expression. If it is not a wildcard, parses an expression.
+    ///
+    /// A wildcard expression either means:
+    /// - Selecting all fields from a struct. In this case, it is a
+    ///   [`WildcardOrExpr::ExprQualifiedWildcard`]. Similar to [`Expr::FieldIdentifier`], It must
+    ///   contain parentheses.
+    /// - Selecting all columns from a table. In this case, it is a
+    ///   [`WildcardOrExpr::QualifiedWildcard`] or a [`WildcardOrExpr::Wildcard`].
     pub fn parse_wildcard_or_expr(&mut self) -> Result<WildcardOrExpr, ParserError> {
         let index = self.index;
 
@@ -245,17 +255,17 @@ impl Parser {
             Token::Mul => {
                 return Ok(WildcardOrExpr::Wildcard);
             }
-            // TODO: support (((table.v1).v2).*)
-            // parser wildcard field selection expression
+            // parses wildcard field selection expression.
+            // Code is similar to `parse_struct_selection`
             Token::LParen => {
                 let mut expr = self.parse_expr()?;
                 if self.consume_token(&Token::RParen) {
-                    // Cast off nested expression to avoid interface by parenthesis.
-                    while let Expr::Nested(expr1) = expr {
-                        expr = *expr1;
+                    // Unwrap parentheses
+                    while let Expr::Nested(inner) = expr {
+                        expr = *inner;
                     }
                     // Now that we have an expr, what follows must be
-                    // dot-delimited identifiers, e.g. `(a).b.c.*`
+                    // dot-delimited identifiers, e.g. `b.c.*` in `(a).b.c.*`
                     let wildcard_expr = self.parse_simple_wildcard_expr(index)?;
                     return self.expr_concat_wildcard_expr(expr, wildcard_expr);
                 }
@@ -267,47 +277,64 @@ impl Parser {
         self.parse_expr().map(WildcardOrExpr::Expr)
     }
 
-    /// Will return a `WildcardExpr::QualifiedWildcard(ObjectName)` with word concat or
-    /// `WildcardExpr::Expr`
+    /// Concats `ident` and `wildcard_expr` in `ident.wildcard_expr`
     pub fn word_concat_wildcard_expr(
         &mut self,
         ident: Ident,
-        expr: WildcardOrExpr,
+        simple_wildcard_expr: WildcardOrExpr,
     ) -> Result<WildcardOrExpr, ParserError> {
-        if let WildcardOrExpr::QualifiedWildcard(mut idents) = expr {
-            let mut id_parts = vec![ident];
-            id_parts.append(&mut idents.0);
-            Ok(WildcardOrExpr::QualifiedWildcard(ObjectName(id_parts)))
-        } else if let WildcardOrExpr::Wildcard = expr {
-            Ok(WildcardOrExpr::QualifiedWildcard(ObjectName(vec![ident])))
-        } else {
-            Ok(expr)
+        let mut idents = vec![ident];
+        match simple_wildcard_expr {
+            WildcardOrExpr::QualifiedWildcard(ids) => idents.extend(ids.0),
+            WildcardOrExpr::Wildcard => {}
+            WildcardOrExpr::ExprQualifiedWildcard(_, _) => unreachable!(),
+            WildcardOrExpr::Expr(e) => return Ok(WildcardOrExpr::Expr(e)),
         }
+        Ok(WildcardOrExpr::QualifiedWildcard(ObjectName(idents)))
     }
 
-    /// Will return a `WildcardExpr::ExprQualifiedWildcard(Expr,ObjectName)` with expr concat or
-    /// `WildcardExpr::Expr`
+    /// Concats `expr` and `wildcard_expr` in `(expr).wildcard_expr`.
     pub fn expr_concat_wildcard_expr(
         &mut self,
         expr: Expr,
-        wildcard_expr: WildcardOrExpr,
+        simple_wildcard_expr: WildcardOrExpr,
     ) -> Result<WildcardOrExpr, ParserError> {
-        if let WildcardOrExpr::QualifiedWildcard(idents) = wildcard_expr {
-            let mut id_parts = idents.0;
-            if let Expr::FieldIdentifier(expr, mut idents) = expr {
-                idents.append(&mut id_parts);
-                Ok(WildcardOrExpr::ExprQualifiedWildcard(*expr, idents))
-            } else {
-                Ok(WildcardOrExpr::ExprQualifiedWildcard(expr, id_parts))
-            }
-        } else if let WildcardOrExpr::Wildcard = wildcard_expr {
-            Ok(WildcardOrExpr::ExprQualifiedWildcard(expr, vec![]))
-        } else {
-            Ok(wildcard_expr)
+        if let WildcardOrExpr::Expr(e) = simple_wildcard_expr {
+            return Ok(WildcardOrExpr::Expr(e));
+        }
+
+        // similar to `parse_struct_selection`
+        let mut idents = vec![];
+        let expr = match expr {
+            // expr is `(foo)`
+            Expr::Identifier(_) => expr,
+            // expr is `(foo.v1)`
+            Expr::CompoundIdentifier(_) => expr,
+            // expr is `((1,2,3)::foo)`
+            Expr::Cast { .. } => expr,
+            // expr is `((foo.v1).v2)`
+            Expr::FieldIdentifier(expr, ids) => {
+                // Put `ids` to the latter part!
+                idents.extend(ids);
+                *expr
+            }
+            // expr is other things, e.g., `(1+2)`. It will become an unexpected period error at
+            // upper level.
+            _ => return Ok(WildcardOrExpr::Expr(expr)),
+        };
+
+        match simple_wildcard_expr {
+            WildcardOrExpr::QualifiedWildcard(ids) => idents.extend(ids.0),
+            WildcardOrExpr::Wildcard => {}
+            WildcardOrExpr::ExprQualifiedWildcard(_, _) => unreachable!(),
+            WildcardOrExpr::Expr(_) => unreachable!(),
         }
+        Ok(WildcardOrExpr::ExprQualifiedWildcard(expr, idents))
     }
 
-    /// Will return a `WildcardExpr::QualifiedWildcard(ObjectName)` or `WildcardExpr::Expr`
+    /// Tries to parses a wildcard expression without any parentheses.
+    ///
+    /// If wildcard is not found, go back to `index` and parse an expression.
     pub fn parse_simple_wildcard_expr(
         &mut self,
         index: usize,
@@ -500,7 +527,7 @@ impl Parser {
                         }
                     };
                 self.expect_token(&Token::RParen)?;
-                if self.peek_token() == Token::Period {
+                if self.peek_token() == Token::Period && matches!(expr, Expr::Nested(_)) {
                     self.parse_struct_selection(expr)
                 } else {
                     Ok(expr)
@@ -519,44 +546,42 @@ impl Parser {
         }
     }
 
-    // Parser field selection expression
+    /// Parses a field selection expression. See also [`Expr::FieldIdentifier`].
     pub fn parse_struct_selection(&mut self, expr: Expr) -> Result<Expr, ParserError> {
-        if let Expr::Nested(compound_expr) = expr.clone() {
-            let mut nested_expr = *compound_expr;
-            // Cast off nested expression to avoid interface by parenthesis.
-            while let Expr::Nested(expr1) = nested_expr {
-                nested_expr = *expr1;
-            }
-            match nested_expr {
-                // Parser expr like `SELECT (foo).v1 from foo`
-                Expr::Identifier(ident) => Ok(Expr::FieldIdentifier(
-                    Box::new(Expr::Identifier(ident)),
-                    self.parse_field()?,
-                )),
-                // Parser expr like `SELECT (foo.v1).v2 from foo`
-                Expr::CompoundIdentifier(idents) => Ok(Expr::FieldIdentifier(
-                    Box::new(Expr::CompoundIdentifier(idents)),
-                    self.parse_field()?,
-                )),
-                // Parser expr like `SELECT ((1,2,3)::foo).v1`
-                Expr::Cast { expr, data_type } => Ok(Expr::FieldIdentifier(
-                    Box::new(Expr::Cast { expr, data_type }),
-                    self.parse_field()?,
-                )),
-                // Parser expr like `SELECT ((foo.v1).v2).v3 from foo`
-                Expr::FieldIdentifier(expr, mut idents) => {
-                    idents.extend(self.parse_field()?);
-                    Ok(Expr::FieldIdentifier(expr, idents))
-                }
-                _ => Ok(expr),
-            }
-        } else {
-            Ok(expr)
-        }
-    }
-
-    /// Parser all words after period until not period
-    pub fn parse_field(&mut self) -> Result<Vec<Ident>, ParserError> {
+        let mut nested_expr = expr.clone();
+        // Unwrap parentheses
+        while let Expr::Nested(inner) = nested_expr {
+            nested_expr = *inner;
+        }
+        match nested_expr {
+            // expr is `(foo)`
+            Expr::Identifier(ident) => Ok(Expr::FieldIdentifier(
+                Box::new(Expr::Identifier(ident)),
+                self.parse_fields()?,
+            )),
+            // expr is `(foo.v1)`
+            Expr::CompoundIdentifier(idents) => Ok(Expr::FieldIdentifier(
+                Box::new(Expr::CompoundIdentifier(idents)),
+                self.parse_fields()?,
+            )),
+            // expr is `((1,2,3)::foo)`
+            Expr::Cast { expr, data_type } => Ok(Expr::FieldIdentifier(
+                Box::new(Expr::Cast { expr, data_type }),
+                self.parse_fields()?,
+            )),
+            // expr is `((foo.v1).v2)`
+            Expr::FieldIdentifier(expr, mut idents) => {
+                idents.extend(self.parse_fields()?);
+                Ok(Expr::FieldIdentifier(expr, idents))
+            }
+            // expr is other things, e.g., `(1+2)`. It will become an unexpected period error at
+            // upper level.
+            _ => Ok(expr),
+        }
+    }
+
+    /// Parses consecutive field identifiers after a period. i.e., `.foo.bar.baz`
+    pub fn parse_fields(&mut self) -> Result<Vec<Ident>, ParserError> {
         let mut idents = vec![];
         while self.consume_token(&Token::Period) {
             match self.next_token() {
diff --git a/src/sqlparser/tests/testdata/select.yaml b/src/sqlparser/tests/testdata/select.yaml
index 82198cd4d2d42..fdab67eed0760 100644
--- a/src/sqlparser/tests/testdata/select.yaml
+++ b/src/sqlparser/tests/testdata/select.yaml
@@ -34,13 +34,13 @@
   formatted_sql: SELECT (foo).* FROM foo
 
 - input: SELECT ((foo.v1).v2).* FROM foo
-  formatted_sql: SELECT ((foo.v1).v2).* FROM foo
+  formatted_sql: SELECT (foo.v1).v2.* FROM foo
 
 - input: SELECT ((1,2,3)::foo).v1.*
   formatted_sql: SELECT (CAST(ROW(1, 2, 3) AS foo)).v1.*
 
 - input: SELECT (((((1,2,3)::foo).v1))).*
-  formatted_sql: SELECT ((CAST(ROW(1, 2, 3) AS foo)).v1).*
+  formatted_sql: SELECT (CAST(ROW(1, 2, 3) AS foo)).v1.*
 
 - input: SELECT * FROM generate_series('2'::INT,'10'::INT,'2'::INT)
   formatted_sql: SELECT * FROM generate_series(CAST('2' AS INT), CAST('10' AS INT), CAST('2' AS INT))
diff --git a/src/storage/src/hummock/sstable_store.rs b/src/storage/src/hummock/sstable_store.rs
index 03956b262ce58..a3fe29929d7d3 100644
--- a/src/storage/src/hummock/sstable_store.rs
+++ b/src/storage/src/hummock/sstable_store.rs
@@ -516,7 +516,7 @@ impl SstableWriter for BatchUploadWriter {
             // Upload data to object store.
             self.sstable_store
                 .clone()
-                .put_sst_data(self.sst_id, data.clone())
+                .put_sst_data(self.sst_id, data)
                 .await?;
             self.sstable_store.insert_meta_cache(self.sst_id, meta);
 
diff --git a/src/storage/src/table/batch_table/storage_table.rs b/src/storage/src/table/batch_table/storage_table.rs
index e80e9b83cf820..050ad64e4cfdd 100644
--- a/src/storage/src/table/batch_table/storage_table.rs
+++ b/src/storage/src/table/batch_table/storage_table.rs
@@ -321,7 +321,7 @@ impl<S: StateStore> StorageTable<S> {
                 // If `vnode_hint` is set, we can only access this single vnode.
                 Some(vnode) => Either::Left(std::iter::once(vnode)),
                 // Otherwise, we need to access all vnodes of this table.
-                None => Either::Right(self.vnodes.ones().map(VirtualNode::from_index)),
+                None => Either::Right(self.vnodes.iter_ones().map(VirtualNode::from_index)),
             };
             Either::Right(
                 vnodes.map(|vnode| prefixed_range(encoded_key_range.clone(), &vnode.to_be_bytes())),
diff --git a/src/storage/src/table/mod.rs b/src/storage/src/table/mod.rs
index 372cdceb973de..19e9cc0414075 100644
--- a/src/storage/src/table/mod.rs
+++ b/src/storage/src/table/mod.rs
@@ -58,7 +58,7 @@ impl Distribution {
     pub fn all_vnodes(dist_key_indices: Vec<usize>) -> Self {
         /// A bitmap that all vnodes are set.
         static ALL_VNODES: LazyLock<Arc<Bitmap>> =
-            LazyLock::new(|| Bitmap::all_high_bits(VirtualNode::COUNT).into());
+            LazyLock::new(|| Bitmap::ones(VirtualNode::COUNT).into());
         Self {
             dist_key_indices,
             vnodes: ALL_VNODES.clone(),
diff --git a/src/stream/src/cache/managed_lru.rs b/src/stream/src/cache/managed_lru.rs
index 60666c8aabb60..c6feb66f17cc6 100644
--- a/src/stream/src/cache/managed_lru.rs
+++ b/src/stream/src/cache/managed_lru.rs
@@ -62,3 +62,31 @@ impl<K, V, S, A: Clone + Allocator> DerefMut for ManagedLruCache<K, V, S, A> {
         &mut self.inner
     }
 }
+
+pub fn new_unbounded<K: Hash + Eq, V>(watermark_epoch: Arc<AtomicU64>) -> ManagedLruCache<K, V> {
+    ManagedLruCache {
+        inner: LruCache::unbounded(),
+        watermark_epoch,
+    }
+}
+
+pub fn new_with_hasher_in<K: Hash + Eq, V, S: BuildHasher, A: Clone + Allocator>(
+    watermark_epoch: Arc<AtomicU64>,
+    hasher: S,
+    alloc: A,
+) -> ManagedLruCache<K, V, S, A> {
+    ManagedLruCache {
+        inner: LruCache::unbounded_with_hasher_in(hasher, alloc),
+        watermark_epoch,
+    }
+}
+
+pub fn new_with_hasher<K: Hash + Eq, V, S: BuildHasher>(
+    watermark_epoch: Arc<AtomicU64>,
+    hasher: S,
+) -> ManagedLruCache<K, V, S> {
+    ManagedLruCache {
+        inner: LruCache::unbounded_with_hasher(hasher),
+        watermark_epoch,
+    }
+}
diff --git a/src/stream/src/cache/mod.rs b/src/stream/src/cache/mod.rs
index 111cdec77c555..2d0911ea1f29e 100644
--- a/src/stream/src/cache/mod.rs
+++ b/src/stream/src/cache/mod.rs
@@ -20,10 +20,8 @@ use itertools::Itertools;
 use lru::{DefaultHasher, LruCache};
 
 mod evictable;
-mod lru_manager;
 mod managed_lru;
 pub use evictable::*;
-pub use lru_manager::*;
 pub use managed_lru::*;
 use risingwave_common::buffer::Bitmap;
 
@@ -129,16 +127,14 @@ pub(super) fn cache_may_stale(
 
 #[cfg(test)]
 mod tests {
-    use bytes::Bytes;
-
     use super::*;
 
     #[expect(clippy::bool_assert_comparison)]
     #[test]
     fn test_cache_may_stale() {
-        let p123 = Bitmap::from_bytes(Bytes::from_static(&[0b_0000_0111_u8]));
-        let p1234 = Bitmap::from_bytes(Bytes::from_static(&[0b_0000_1111_u8]));
-        let p1245 = Bitmap::from_bytes(Bytes::from_static(&[0b_0001_1011_u8]));
+        let p123 = Bitmap::from_bytes(&[0b_0000_0111]);
+        let p1234 = Bitmap::from_bytes(&[0b_0000_1111]);
+        let p1245 = Bitmap::from_bytes(&[0b_0001_1011]);
 
         assert_eq!(cache_may_stale(&p123, &p123), false); // unchanged
         assert_eq!(cache_may_stale(&p1234, &p123), false); // scale-out
diff --git a/src/stream/src/common/table/state_table.rs b/src/stream/src/common/table/state_table.rs
index e78d061a54824..7332fe533be70 100644
--- a/src/stream/src/common/table/state_table.rs
+++ b/src/stream/src/common/table/state_table.rs
@@ -733,7 +733,7 @@ impl<S: StateStore> StateTable<S> {
             } else {
                 vec![]
             };
-            for vnode in self.vnodes.ones() {
+            for vnode in self.vnodes.iter_ones() {
                 let mut range_begin = vnode.to_be_bytes().to_vec();
                 let mut range_end = range_begin.clone();
                 range_begin.extend(&range_begin_suffix);
diff --git a/src/stream/src/executor/backfill.rs b/src/stream/src/executor/backfill.rs
index 36d7570d3eb76..2be214e42484b 100644
--- a/src/stream/src/executor/backfill.rs
+++ b/src/stream/src/executor/backfill.rs
@@ -14,12 +14,11 @@
 
 use std::cmp::Ordering;
 use std::ops::Bound;
-use std::sync::Arc;
 
 use async_stack_trace::StackTrace;
 use either::Either;
 use futures::stream::select_with_strategy;
-use futures::{pin_mut, stream, StreamExt};
+use futures::{pin_mut, stream, StreamExt, TryStreamExt};
 use futures_async_stream::try_stream;
 use risingwave_common::array::{Op, StreamChunk};
 use risingwave_common::buffer::BitmapBuilder;
@@ -31,7 +30,7 @@ use risingwave_storage::table::TableIter;
 use risingwave_storage::StateStore;
 
 use super::error::StreamExecutorError;
-use super::{expect_first_barrier, BoxedExecutor, Executor, ExecutorInfo, Message};
+use super::{expect_first_barrier, BoxedExecutor, Executor, ExecutorInfo, Message, PkIndicesRef};
 use crate::executor::PkIndices;
 use crate::task::{ActorId, CreateMviewProgress};
 
@@ -63,11 +62,7 @@ pub struct BackfillExecutor<S: StateStore> {
     upstream: BoxedExecutor,
 
     /// The column indices need to be forwarded to the downstream.
-    upstream_indices: Arc<[usize]>,
-
-    /// Current position of the table storage primary key.
-    /// None means it starts from the beginning.
-    current_pos: Option<OwnedRow>,
+    upstream_indices: Vec<usize>,
 
     progress: CreateMviewProgress,
 
@@ -98,8 +93,7 @@ where
             },
             table,
             upstream,
-            upstream_indices: upstream_indices.into(),
-            current_pos: None,
+            upstream_indices,
             actor_id: progress.actor_id(),
             progress,
         }
@@ -108,8 +102,8 @@ where
     #[try_stream(ok = Message, error = StreamExecutorError)]
     async fn execute_inner(mut self) {
         // Table storage primary key.
-        let table_pk_indices = self.table.pk_indices().to_vec();
-        let upstream_indices = self.upstream_indices.to_vec();
+        let table_pk_indices = self.table.pk_indices();
+        let upstream_indices = self.upstream_indices;
 
         let mut upstream = self.upstream.execute();
 
@@ -117,12 +111,25 @@ where
         let first_barrier = expect_first_barrier(&mut upstream).await?;
         let init_epoch = first_barrier.epoch.prev;
 
-        // If the barrier is a conf change of creating this mview, init backfill from its epoch.
-        // Otherwise, it means we've recovered and the backfill is already finished.
-        let to_backfill = first_barrier.is_add_dispatcher(self.actor_id);
+        // If the barrier is a conf change of creating this mview, we follow the procedure of
+        // backfill. Otherwise, it means we've recovered and we can forward the upstream messages
+        // directly.
+        let to_create_mv = first_barrier.is_add_dispatcher(self.actor_id);
+        // If the snapshot is empty, we don't need to backfill.
+        let is_snapshot_empty: bool = {
+            let snapshot = Self::snapshot_read(&self.table, init_epoch, None, false);
+            pin_mut!(snapshot);
+            snapshot.try_next().await?.unwrap().is_none()
+        };
+        let to_backfill = to_create_mv && !is_snapshot_empty;
+
+        if to_create_mv && is_snapshot_empty {
+            // Directly finish the progress as the snapshot is empty.
+            self.progress.finish(first_barrier.epoch.curr);
+        }
 
         // The first barrier message should be propagated.
-        yield Message::Barrier(first_barrier.clone());
+        yield Message::Barrier(first_barrier);
 
         if !to_backfill {
             // Forward messages directly to the downstream.
@@ -132,12 +139,17 @@ where
             for message in upstream {
                 yield message?;
             }
+
             return Ok(());
         }
 
         // The epoch used to snapshot read upstream mv.
         let mut snapshot_read_epoch = init_epoch;
 
+        // Current position of the table storage primary key.
+        // `None` means it starts from the beginning.
+        let mut current_pos: Option<OwnedRow> = None;
+
         // Backfill Algorithm:
         //
         //   backfill_stream
@@ -164,17 +176,17 @@ where
         'backfill_loop: loop {
             let mut upstream_chunk_buffer: Vec<StreamChunk> = vec![];
 
-            let mut left_upstream = (&mut upstream).map(Either::Left);
+            let left_upstream = upstream.by_ref().map(Either::Left);
 
             let right_snapshot = Box::pin(
-                Self::snapshot_read(&self.table, snapshot_read_epoch, self.current_pos.clone())
+                Self::snapshot_read(&self.table, snapshot_read_epoch, current_pos.clone(), true)
                     .map(Either::Right),
             );
 
             // Prefer to select upstream, so we can stop snapshot stream as soon as the barrier
             // comes.
             let backfill_stream =
-                select_with_strategy(&mut left_upstream, right_snapshot, |_: &mut ()| {
+                select_with_strategy(left_upstream, right_snapshot, |_: &mut ()| {
                     stream::PollNext::Left
                 });
 
@@ -189,9 +201,9 @@ where
 
                                 // Consume upstream buffer chunk
                                 for chunk in upstream_chunk_buffer.drain(..) {
-                                    if let Some(current_pos) = self.current_pos.as_ref() {
+                                    if let Some(current_pos) = &current_pos {
                                         yield Message::Chunk(Self::mapping_chunk(
-                                            Self::mark_chunk(chunk, current_pos, &table_pk_indices),
+                                            Self::mark_chunk(chunk, current_pos, table_pk_indices),
                                             &upstream_indices,
                                         ));
                                     }
@@ -238,20 +250,17 @@ where
                                 // Raise the current position.
                                 // As snapshot read streams are ordered by pk, so we can
                                 // just use the last row to update `current_pos`.
-                                self.current_pos = Some(
+                                current_pos = Some(
                                     chunk
                                         .rows()
                                         .last()
                                         .unwrap()
                                         .1
-                                        .project(&table_pk_indices)
+                                        .project(table_pk_indices)
                                         .into_owned_row(),
                                 );
 
-                                yield Message::Chunk(Self::mapping_chunk(
-                                    chunk,
-                                    &self.upstream_indices,
-                                ));
+                                yield Message::Chunk(Self::mapping_chunk(chunk, &upstream_indices));
                             }
                         }
                     }
@@ -259,12 +268,6 @@ where
             }
         }
 
-        let mut finish_on_barrier = |msg: &Message| {
-            if let Some(barrier) = msg.as_barrier() {
-                self.progress.finish(barrier.epoch.curr);
-            }
-        };
-
         tracing::trace!(
             actor = self.actor_id,
             "Backfill has already finished and forward messages directly to the downstream"
@@ -277,14 +280,21 @@ where
         #[for_await]
         for msg in upstream {
             let msg: Message = msg?;
-            finish_on_barrier(&msg);
+            if let Some(barrier) = msg.as_barrier() {
+                self.progress.finish(barrier.epoch.curr);
+            }
             yield msg;
         }
     }
 
     #[expect(clippy::needless_lifetimes, reason = "code generated by try_stream")]
     #[try_stream(ok = Option<StreamChunk>, error = StreamExecutorError)]
-    async fn snapshot_read(table: &StorageTable<S>, epoch: u64, current_pos: Option<OwnedRow>) {
+    async fn snapshot_read(
+        table: &StorageTable<S>,
+        epoch: u64,
+        current_pos: Option<OwnedRow>,
+        ordered: bool,
+    ) {
         // `current_pos` is None means it needs to scan from the beginning, so we use Unbounded to
         // scan. Otherwise, use Excluded.
         let range_bounds = if let Some(current_pos) = current_pos {
@@ -299,7 +309,7 @@ where
                 HummockReadEpoch::NoWait(epoch),
                 OwnedRow::empty(),
                 range_bounds,
-                true,
+                ordered,
             )
             .await?;
 
@@ -326,7 +336,7 @@ where
     fn mark_chunk(
         chunk: StreamChunk,
         current_pos: &OwnedRow,
-        table_pk_indices: &PkIndices,
+        table_pk_indices: PkIndicesRef<'_>,
     ) -> StreamChunk {
         let chunk = chunk.compact();
         let (data, ops) = chunk.into_parts();
diff --git a/src/stream/src/executor/dml.rs b/src/stream/src/executor/dml.rs
index 1e56be236b03f..13c4981928047 100644
--- a/src/stream/src/executor/dml.rs
+++ b/src/stream/src/executor/dml.rs
@@ -72,10 +72,13 @@ impl DmlExecutor {
     async fn execute_inner(self: Box<Self>) {
         let mut upstream = self.upstream.execute();
 
-        // Construct the reader of batch data (DML from users).
+        // Construct the reader of batch data (DML from users). We must create a variable to hold
+        // this `Arc<TableSource>` here, or it will be dropped due to the `Weak` reference in
+        // `DmlManager`.
         let batch_reader = self
             .dml_manager
-            .register_reader(&self.table_id, &self.column_descs);
+            .register_reader(self.table_id, &self.column_descs)
+            .map_err(StreamExecutorError::connector_error)?;
         let batch_reader = batch_reader
             .stream_reader_v2()
             .into_stream_v2()
diff --git a/src/stream/src/executor/dynamic_filter.rs b/src/stream/src/executor/dynamic_filter.rs
index 3e604c9fec48b..bf162b03b3ac2 100644
--- a/src/stream/src/executor/dynamic_filter.rs
+++ b/src/stream/src/executor/dynamic_filter.rs
@@ -322,7 +322,7 @@ impl<S: StateStore> DynamicFilterExecutor<S> {
 
                     let (columns, _) = data_chunk.into_parts();
 
-                    if new_visibility.num_high_bits() > 0 {
+                    if new_visibility.count_ones() > 0 {
                         let new_chunk = StreamChunk::new(new_ops, columns, Some(new_visibility));
                         yield Message::Chunk(new_chunk)
                     }
diff --git a/src/stream/src/executor/exchange/output.rs b/src/stream/src/executor/exchange/output.rs
index d1e422de1ca0d..5ba088faeb649 100644
--- a/src/stream/src/executor/exchange/output.rs
+++ b/src/stream/src/executor/exchange/output.rs
@@ -79,7 +79,7 @@ impl Output for LocalOutput {
             .await
             .map_err(|SendError(message)| {
                 anyhow!(
-                    "failed to send message to actor {}: {:#?}",
+                    "failed to send message to actor {}: {:?}",
                     self.actor_id,
                     message
                 )
diff --git a/src/stream/src/executor/filter.rs b/src/stream/src/executor/filter.rs
index 0c6418ad8f123..b6a60d4333236 100644
--- a/src/stream/src/executor/filter.rs
+++ b/src/stream/src/executor/filter.rs
@@ -146,7 +146,7 @@ impl SimpleFilterExecutor {
 
         let new_visibility = new_visibility.finish();
 
-        Ok(if new_visibility.num_high_bits() > 0 {
+        Ok(if new_visibility.count_ones() > 0 {
             let new_chunk = StreamChunk::new(new_ops, columns, Some(new_visibility));
             Some(new_chunk)
         } else {
diff --git a/src/stream/src/executor/hash_agg.rs b/src/stream/src/executor/hash_agg.rs
index f2493eb6a58c7..cfcebdc877049 100644
--- a/src/stream/src/executor/hash_agg.rs
+++ b/src/stream/src/executor/hash_agg.rs
@@ -34,13 +34,14 @@ use super::aggregation::{agg_call_filter_res, iter_table_storage, AggStateStorag
 use super::{
     expect_first_barrier, ActorContextRef, Executor, PkIndicesRef, StreamExecutorResult, Watermark,
 };
-use crate::cache::{cache_may_stale, EvictableHashMap, ExecutorCache, LruManagerRef};
+use crate::cache::{cache_may_stale, new_with_hasher, EvictableHashMap, ExecutorCache};
 use crate::common::table::state_table::StateTable;
 use crate::error::StreamResult;
 use crate::executor::aggregation::{generate_agg_schema, AggCall, AggChangesInfo, AggGroup};
 use crate::executor::error::StreamExecutorError;
 use crate::executor::monitor::StreamingMetrics;
 use crate::executor::{BoxedMessageStream, Message, PkIndices};
+use crate::task::AtomicU64RefOpt;
 
 type AggGroupBox<S> = Box<AggGroup<S>>;
 type AggGroupMapItem<S> = Option<AggGroupBox<S>>;
@@ -99,7 +100,7 @@ struct HashAggExecutorExtra<K: HashKey, S: StateStore> {
     group_key_indices: Vec<usize>,
 
     /// Lru manager. None if using local eviction.
-    lru_manager: Option<LruManagerRef>,
+    watermark_epoch: AtomicU64RefOpt,
 
     /// How many times have we hit the cache of join executor
     lookup_miss_count: AtomicU64,
@@ -158,7 +159,7 @@ impl<K: HashKey, S: StateStore> HashAggExecutor<K, S> {
         group_key_indices: Vec<usize>,
         group_by_cache_size: usize,
         extreme_cache_size: usize,
-        lru_manager: Option<LruManagerRef>,
+        watermark_epoch: AtomicU64RefOpt,
         metrics: Arc<StreamingMetrics>,
         chunk_size: usize,
     ) -> StreamResult<Self> {
@@ -185,7 +186,7 @@ impl<K: HashKey, S: StateStore> HashAggExecutor<K, S> {
                 group_key_indices,
                 group_by_cache_size,
                 extreme_cache_size,
-                lru_manager,
+                watermark_epoch,
                 group_change_set: HashSet::new(),
                 lookup_miss_count: AtomicU64::new(0),
                 total_lookup_count: AtomicU64::new(0),
@@ -522,8 +523,8 @@ impl<K: HashKey, S: StateStore> HashAggExecutor<K, S> {
         } = self;
 
         // The cached state managers. `HashKey -> AggStates`.
-        let mut agg_states = if let Some(lru_manager) = extra.lru_manager.clone() {
-            ExecutorCache::Managed(lru_manager.create_cache_with_hasher(PrecomputedBuildHasher))
+        let mut agg_states = if let Some(lru_manager) = extra.watermark_epoch.clone() {
+            ExecutorCache::Managed(new_with_hasher(lru_manager, PrecomputedBuildHasher))
         } else {
             ExecutorCache::Local(EvictableHashMap::with_hasher(
                 extra.group_by_cache_size,
diff --git a/src/stream/src/executor/hash_join.rs b/src/stream/src/executor/hash_join.rs
index 083134dec8cd0..b173da92938d9 100644
--- a/src/stream/src/executor/hash_join.rs
+++ b/src/stream/src/executor/hash_join.rs
@@ -37,11 +37,11 @@ use super::monitor::StreamingMetrics;
 use super::{
     ActorContextRef, BoxedExecutor, BoxedMessageStream, Executor, Message, PkIndices, PkIndicesRef,
 };
-use crate::cache::LruManagerRef;
 use crate::common::table::state_table::StateTable;
 use crate::common::{InfallibleExpression, StreamChunkBuilder};
 use crate::executor::expect_first_barrier_from_aligned_stream;
 use crate::executor::JoinType::LeftAnti;
+use crate::task::AtomicU64RefOpt;
 
 /// The `JoinType` and `SideType` are to mimic a enum, because currently
 /// enum is not supported in const generic.
@@ -410,7 +410,7 @@ impl<K: HashKey, S: StateStore, const T: JoinTypePrimitive> HashJoinExecutor<K,
         degree_state_table_l: StateTable<S>,
         state_table_r: StateTable<S>,
         degree_state_table_r: StateTable<S>,
-        lru_manager: Option<LruManagerRef>,
+        watermark_epoch: AtomicU64RefOpt,
         is_append_only: bool,
         metrics: Arc<StreamingMetrics>,
         chunk_size: usize,
@@ -532,7 +532,7 @@ impl<K: HashKey, S: StateStore, const T: JoinTypePrimitive> HashJoinExecutor<K,
             schema: actual_schema,
             side_l: JoinSide {
                 ht: JoinHashMap::new(
-                    lru_manager.clone(),
+                    watermark_epoch.clone(),
                     cache_size,
                     join_key_data_types_l,
                     state_all_data_types_l.clone(),
@@ -556,7 +556,7 @@ impl<K: HashKey, S: StateStore, const T: JoinTypePrimitive> HashJoinExecutor<K,
             },
             side_r: JoinSide {
                 ht: JoinHashMap::new(
-                    lru_manager,
+                    watermark_epoch,
                     cache_size,
                     join_key_data_types_r,
                     state_all_data_types_r.clone(),
diff --git a/src/stream/src/executor/lookup/cache.rs b/src/stream/src/executor/lookup/cache.rs
index 3f52891bcfe67..e47fe19b2caaa 100644
--- a/src/stream/src/executor/lookup/cache.rs
+++ b/src/stream/src/executor/lookup/cache.rs
@@ -17,7 +17,8 @@ use std::collections::BTreeSet;
 use risingwave_common::array::{Op, StreamChunk};
 use risingwave_common::row::{OwnedRow, Row, RowExt};
 
-use crate::cache::{EvictableHashMap, ExecutorCache, LruManagerRef};
+use crate::cache::{new_unbounded, EvictableHashMap, ExecutorCache};
+use crate::task::AtomicU64RefOpt;
 
 /// A cache for lookup's arrangement side.
 pub struct LookupCache {
@@ -63,9 +64,9 @@ impl LookupCache {
         self.data.update_epoch(epoch);
     }
 
-    pub fn new(lru_manager: Option<LruManagerRef>, cache_size: usize) -> Self {
-        let cache = if let Some(lru_manager) = lru_manager {
-            ExecutorCache::Managed(lru_manager.create_cache())
+    pub fn new(watermark_epoch: AtomicU64RefOpt, cache_size: usize) -> Self {
+        let cache = if let Some(watermark_epoch) = watermark_epoch {
+            ExecutorCache::Managed(new_unbounded(watermark_epoch))
         } else {
             ExecutorCache::Local(EvictableHashMap::new(cache_size))
         };
diff --git a/src/stream/src/executor/lookup/impl_.rs b/src/stream/src/executor/lookup/impl_.rs
index 13d825b182361..eaa1853fef168 100644
--- a/src/stream/src/executor/lookup/impl_.rs
+++ b/src/stream/src/executor/lookup/impl_.rs
@@ -23,7 +23,6 @@ use risingwave_common::util::sort_util::OrderPair;
 use risingwave_storage::StateStore;
 
 use super::sides::{stream_lookup_arrange_prev_epoch, stream_lookup_arrange_this_epoch};
-use crate::cache::LruManagerRef;
 use crate::common::table::state_table::StateTable;
 use crate::common::StreamChunkBuilder;
 use crate::executor::error::{StreamExecutorError, StreamExecutorResult};
@@ -31,6 +30,7 @@ use crate::executor::lookup::cache::LookupCache;
 use crate::executor::lookup::sides::{ArrangeJoinSide, ArrangeMessage, StreamJoinSide};
 use crate::executor::lookup::LookupExecutor;
 use crate::executor::{Barrier, Executor, Message, PkIndices};
+use crate::task::AtomicU64RefOpt;
 
 /// Parameters for [`LookupExecutor`].
 pub struct LookupExecutorParams<S: StateStore> {
@@ -104,7 +104,7 @@ pub struct LookupExecutorParams<S: StateStore> {
 
     pub state_table: StateTable<S>,
 
-    pub lru_manager: Option<LruManagerRef>,
+    pub watermark_epoch: AtomicU64RefOpt,
 
     pub cache_size: usize,
 
@@ -125,7 +125,7 @@ impl<S: StateStore> LookupExecutor<S> {
             schema: output_schema,
             column_mapping,
             state_table,
-            lru_manager,
+            watermark_epoch,
             cache_size,
             chunk_size,
         } = params;
@@ -223,7 +223,7 @@ impl<S: StateStore> LookupExecutor<S> {
             },
             column_mapping,
             key_indices_mapping,
-            lookup_cache: LookupCache::new(lru_manager, cache_size),
+            lookup_cache: LookupCache::new(watermark_epoch, cache_size),
             chunk_size,
         }
     }
diff --git a/src/stream/src/executor/lookup/tests.rs b/src/stream/src/executor/lookup/tests.rs
index 5ac843a1c2817..ef80c9e2e9904 100644
--- a/src/stream/src/executor/lookup/tests.rs
+++ b/src/stream/src/executor/lookup/tests.rs
@@ -256,7 +256,7 @@ async fn test_lookup_this_epoch() {
             vec![1, 0],
         )
         .await,
-        lru_manager: None,
+        watermark_epoch: None,
         cache_size: 1 << 16,
         chunk_size: 1024,
     }));
@@ -323,7 +323,7 @@ async fn test_lookup_last_epoch() {
             vec![1, 0],
         )
         .await,
-        lru_manager: None,
+        watermark_epoch: None,
         cache_size: 1 << 16,
         chunk_size: 1024,
     }));
diff --git a/src/stream/src/executor/managed_state/dynamic_filter.rs b/src/stream/src/executor/managed_state/dynamic_filter.rs
index 3395a63c5f139..f5194c2d84fc4 100644
--- a/src/stream/src/executor/managed_state/dynamic_filter.rs
+++ b/src/stream/src/executor/managed_state/dynamic_filter.rs
@@ -153,7 +153,7 @@ impl<S: StateStore> RangeCache<S> {
         for pk_range in missing_ranges {
             let init_maps = self
                 .vnodes
-                .ones()
+                .iter_ones()
                 .map(|vnode| {
                     self.cache
                         .get_mut(&VirtualNode::from_index(vnode))
@@ -163,7 +163,7 @@ impl<S: StateStore> RangeCache<S> {
                 .collect_vec();
             let futures =
                 self.vnodes
-                    .ones()
+                    .iter_ones()
                     .zip_eq(init_maps.into_iter())
                     .map(|(vnode, init_map)| {
                         self.fetch_vnode_range(VirtualNode::from_index(vnode), &pk_range, init_map)
@@ -231,7 +231,7 @@ impl<S: StateStore> RangeCache<S> {
             );
             let newly_owned_vnodes = Bitmap::bit_saturate_subtract(&new_vnodes, &old_vnodes);
 
-            let futures = newly_owned_vnodes.ones().map(|vnode| {
+            let futures = newly_owned_vnodes.iter_ones().map(|vnode| {
                 self.fetch_vnode_range(
                     VirtualNode::from_index(vnode),
                     &current_range,
@@ -676,7 +676,7 @@ mod tests {
             })
             .collect::<HashMap<_, _>>();
         let range = (Unbounded, Unbounded);
-        let vnodes = Bitmap::all_high_bits(VirtualNode::COUNT).into(); // set all the bits
+        let vnodes = Bitmap::ones(VirtualNode::COUNT).into(); // set all the bits
         let mut iter = UnorderedRangeCacheIter::new(&cache, range, vnodes);
         for i in VirtualNode::all() {
             assert_eq!(
diff --git a/src/stream/src/executor/managed_state/join/join_entry_state.rs b/src/stream/src/executor/managed_state/join/join_entry_state.rs
index 9d6b1a298e691..26d6b2ce48c52 100644
--- a/src/stream/src/executor/managed_state/join/join_entry_state.rs
+++ b/src/stream/src/executor/managed_state/join/join_entry_state.rs
@@ -14,8 +14,6 @@
 
 use std::collections::{btree_map, BTreeMap};
 
-use risingwave_common::collection::estimate_size::EstimateSize;
-
 use super::*;
 
 #[expect(dead_code)]
@@ -32,53 +30,23 @@ type JoinEntryStateValuesMut<'a> = btree_map::ValuesMut<'a, PkType, StateValueTy
 ///
 /// If a `JoinEntryState` exists for a join key, the all records under this
 /// join key will be presented in the cache.
+#[derive(Default)]
 pub struct JoinEntryState {
-    /// The full copy of the state. If evicted, it will be `None`.
-    cached: BTreeMap<PkType, StateValueType, SharedStatsAlloc<Global>>,
-
-    /// Allocator for counting the memory usage of the `cached` map itself.
-    allocator: SharedStatsAlloc<Global>,
-
-    /// Estimated heap size of the keys and values in the `cached` map.
-    estimated_content_heap_size: usize,
-}
-
-impl Default for JoinEntryState {
-    fn default() -> Self {
-        // TODO: may use static rc here.
-        let allocator = StatsAlloc::new(Global).shared();
-        Self {
-            cached: BTreeMap::new_in(allocator.clone()),
-            allocator,
-            estimated_content_heap_size: 0,
-        }
-    }
+    /// The full copy of the state.
+    cached: BTreeMap<PkType, StateValueType>,
 }
 
 impl JoinEntryState {
     /// Insert into the cache.
     pub fn insert(&mut self, key: PkType, value: StateValueType) {
-        self.estimated_content_heap_size = self
-            .estimated_content_heap_size
-            .saturating_add(key.estimated_heap_size())
-            .saturating_add(value.estimated_heap_size());
-
         self.cached.try_insert(key, value).unwrap();
     }
 
     /// Delete from the cache.
     pub fn remove(&mut self, pk: PkType) {
-        let value = self.cached.remove(&pk).unwrap();
-
-        self.estimated_content_heap_size = self
-            .estimated_content_heap_size
-            .saturating_sub(pk.estimated_heap_size())
-            .saturating_sub(value.estimated_heap_size());
+        self.cached.remove(&pk).unwrap();
     }
 
-    /// Note: To make the estimated size accurate, the caller should ensure that it does not mutate
-    /// the size (or capacity) of the [`StateValueType`].
-    ///
     /// Note: the first item in the tuple is the mutable reference to the value in this entry, while
     /// the second item is the decoded value. To mutate the degree, one **must not** forget to apply
     /// the changes to the first item.
@@ -103,13 +71,6 @@ impl JoinEntryState {
     }
 }
 
-impl EstimateSize for JoinEntryState {
-    fn estimated_heap_size(&self) -> usize {
-        self.estimated_content_heap_size // heap size of keys and values
-         + self.allocator.bytes_in_use() // heap size of the btree-map itself
-    }
-}
-
 #[cfg(test)]
 mod tests {
     use itertools::Itertools;
diff --git a/src/stream/src/executor/managed_state/join/mod.rs b/src/stream/src/executor/managed_state/join/mod.rs
index 4c1735d050d6e..b065378dcbb94 100644
--- a/src/stream/src/executor/managed_state/join/mod.rs
+++ b/src/stream/src/executor/managed_state/join/mod.rs
@@ -36,11 +36,11 @@ use risingwave_common::util::ordered::OrderedRowSerde;
 use risingwave_common::util::sort_util::OrderType;
 use risingwave_storage::StateStore;
 
-use crate::cache::{cache_may_stale, EvictableHashMap, ExecutorCache, LruManagerRef};
+use crate::cache::{cache_may_stale, new_with_hasher_in, EvictableHashMap, ExecutorCache};
 use crate::common::table::state_table::StateTable;
 use crate::executor::error::StreamExecutorResult;
 use crate::executor::monitor::StreamingMetrics;
-use crate::task::ActorId;
+use crate::task::{ActorId, AtomicU64RefOpt};
 
 type DegreeType = u64;
 
@@ -230,7 +230,7 @@ impl<K: HashKey, S: StateStore> JoinHashMap<K, S> {
     /// Create a [`JoinHashMap`] with the given LRU capacity.
     #[allow(clippy::too_many_arguments)]
     pub fn new(
-        lru_manager: Option<LruManagerRef>,
+        watermark_epoch: AtomicU64RefOpt,
         cache_size: usize,
         join_key_data_types: Vec<DataType>,
         state_all_data_types: Vec<DataType>,
@@ -270,10 +270,12 @@ impl<K: HashKey, S: StateStore> JoinHashMap<K, S> {
             table: degree_table,
         };
 
-        let cache = if let Some(lru_manager) = lru_manager {
-            ExecutorCache::Managed(
-                lru_manager.create_cache_with_hasher_in(PrecomputedBuildHasher, alloc),
-            )
+        let cache = if let Some(lru_manager) = watermark_epoch {
+            ExecutorCache::Managed(new_with_hasher_in(
+                lru_manager,
+                PrecomputedBuildHasher,
+                alloc,
+            ))
         } else {
             ExecutorCache::Local(EvictableHashMap::with_hasher_in(
                 cache_size,
@@ -521,15 +523,6 @@ impl<K: HashKey, S: StateStore> JoinHashMap<K, S> {
         self.inner.len()
     }
 
-    /// Estimated memory usage for this hash table.
-    #[expect(dead_code)]
-    pub fn estimated_size(&self) -> usize {
-        self.inner
-            .iter()
-            .map(|(k, v)| k.estimated_size() + v.estimated_size())
-            .sum()
-    }
-
     pub fn null_matched(&self) -> &FixedBitSet {
         &self.null_matched
     }
diff --git a/src/stream/src/executor/mview/materialize.rs b/src/stream/src/executor/mview/materialize.rs
index 818b9cd8bf84a..c43aea81c2869 100644
--- a/src/stream/src/executor/mview/materialize.rs
+++ b/src/stream/src/executor/mview/materialize.rs
@@ -31,13 +31,14 @@ use risingwave_pb::catalog::Table;
 use risingwave_storage::table::streaming_table::mem_table::RowOp;
 use risingwave_storage::StateStore;
 
-use crate::cache::{EvictableHashMap, ExecutorCache, LruManagerRef};
+use crate::cache::{new_unbounded, EvictableHashMap, ExecutorCache};
 use crate::common::table::state_table::StateTable;
 use crate::executor::error::StreamExecutorError;
 use crate::executor::{
     expect_first_barrier, ActorContext, ActorContextRef, BoxedExecutor, BoxedMessageStream,
     Executor, ExecutorInfo, Message, PkIndicesRef, StreamExecutorResult,
 };
+use crate::task::AtomicU64RefOpt;
 
 /// `MaterializeExecutor` materializes changes in stream into a materialized view on storage.
 pub struct MaterializeExecutor<S: StateStore> {
@@ -69,7 +70,7 @@ impl<S: StateStore> MaterializeExecutor<S> {
         actor_context: ActorContextRef,
         vnodes: Option<Arc<Bitmap>>,
         table_catalog: &Table,
-        lru_manager: Option<LruManagerRef>,
+        watermark_epoch: AtomicU64RefOpt,
         cache_size: usize,
         handle_pk_conflict: bool,
     ) -> Self {
@@ -89,7 +90,7 @@ impl<S: StateStore> MaterializeExecutor<S> {
                 pk_indices: arrange_columns,
                 identity: format!("MaterializeExecutor {:X}", executor_id),
             },
-            materialize_cache: MaterializeCache::new(lru_manager, cache_size),
+            materialize_cache: MaterializeCache::new(watermark_epoch, cache_size),
             handle_pk_conflict,
         }
     }
@@ -103,7 +104,7 @@ impl<S: StateStore> MaterializeExecutor<S> {
         keys: Vec<OrderPair>,
         column_ids: Vec<ColumnId>,
         executor_id: u64,
-        lru_manager: Option<LruManagerRef>,
+        lru_manager: AtomicU64RefOpt,
         cache_size: usize,
         handle_pk_conflict: bool,
     ) -> Self {
@@ -411,9 +412,9 @@ pub struct MaterializeCache {
 }
 
 impl MaterializeCache {
-    pub fn new(lru_manager: Option<LruManagerRef>, cache_size: usize) -> Self {
+    pub fn new(lru_manager: AtomicU64RefOpt, cache_size: usize) -> Self {
         let cache = if let Some(lru_manager) = lru_manager {
-            ExecutorCache::Managed(lru_manager.create_cache())
+            ExecutorCache::Managed(new_unbounded(lru_manager))
         } else {
             ExecutorCache::Local(EvictableHashMap::new(cache_size))
         };
diff --git a/src/stream/src/executor/row_id_gen.rs b/src/stream/src/executor/row_id_gen.rs
index cdb0f8843a16e..0f99d99ababf6 100644
--- a/src/stream/src/executor/row_id_gen.rs
+++ b/src/stream/src/executor/row_id_gen.rs
@@ -23,11 +23,15 @@ use risingwave_common::catalog::Schema;
 use risingwave_common::util::epoch::UNIX_SINGULARITY_DATE_EPOCH;
 use risingwave_source::row_id::RowIdGenerator;
 
-use super::{expect_first_barrier, BoxedExecutor, Executor, PkIndices, PkIndicesRef};
+use super::{
+    expect_first_barrier, ActorContextRef, BoxedExecutor, Executor, PkIndices, PkIndicesRef,
+};
 use crate::executor::{Message, StreamExecutorError};
 
 /// [`RowIdGenExecutor`] generates row id for data, where the user has not specified a pk.
 pub struct RowIdGenExecutor {
+    ctx: ActorContextRef,
+
     upstream: Option<BoxedExecutor>,
 
     schema: Schema,
@@ -43,6 +47,7 @@ pub struct RowIdGenExecutor {
 
 impl RowIdGenExecutor {
     pub fn new(
+        ctx: ActorContextRef,
         upstream: BoxedExecutor,
         schema: Schema,
         pk_indices: PkIndices,
@@ -50,22 +55,25 @@ impl RowIdGenExecutor {
         row_id_index: usize,
         vnodes: Bitmap,
     ) -> Self {
-        // TODO: We should generate row id for each vnode in the future instead of using the first
-        // vnode.
-        let vnode = vnodes.next_set_bit(0).unwrap();
         Self {
+            ctx,
             upstream: Some(upstream),
             schema,
             pk_indices,
             identity: format!("RowIdGenExecutor {:X}", executor_id),
             row_id_index,
-            row_id_generator: RowIdGenerator::with_epoch(
-                vnode as u32,
-                *UNIX_SINGULARITY_DATE_EPOCH,
-            ),
+            row_id_generator: Self::new_generator(&vnodes),
         }
     }
 
+    /// Create a new row id generator based on the assigned vnodes.
+    fn new_generator(vnodes: &Bitmap) -> RowIdGenerator {
+        // TODO: We may generate row id for each vnode in the future instead of using the first
+        // vnode.
+        let vnode_id = vnodes.next_set_bit(0).unwrap() as u32;
+        RowIdGenerator::with_epoch(vnode_id, *UNIX_SINGULARITY_DATE_EPOCH)
+    }
+
     /// Generate a row ID column according to ops.
     async fn gen_row_id_column_by_op(&mut self, column: &Column, ops: Ops<'_>) -> Column {
         let len = column.array_ref().len();
@@ -93,16 +101,26 @@ impl RowIdGenExecutor {
         #[for_await]
         for msg in upstream {
             let msg = msg?;
-            if let Message::Chunk(chunk) = msg {
-                // For chunk message, we fill the row id column and then yield it.
-                let (ops, mut columns, bitmap) = chunk.into_inner();
-                columns[self.row_id_index] = self
-                    .gen_row_id_column_by_op(&columns[self.row_id_index], &ops)
-                    .await;
-                yield Message::Chunk(StreamChunk::new(ops, columns, bitmap));
-            } else {
-                // For barrier message or watermark message, we just yield it.
-                yield msg;
+
+            match msg {
+                Message::Chunk(chunk) => {
+                    // For chunk message, we fill the row id column and then yield it.
+                    let (ops, mut columns, bitmap) = chunk.into_inner();
+                    columns[self.row_id_index] = self
+                        .gen_row_id_column_by_op(&columns[self.row_id_index], &ops)
+                        .await;
+                    yield Message::Chunk(StreamChunk::new(ops, columns, bitmap));
+                }
+                Message::Barrier(barrier) => {
+                    // Update row id generator if vnode mapping changes.
+                    // Note that: since `Update` barrier only exists between `Pause` and `Resume`
+                    // barrier, duplicated row id won't be generated.
+                    if let Some(vnodes) = barrier.as_update_vnode_bitmap(self.ctx.id) {
+                        self.row_id_generator = Self::new_generator(&vnodes);
+                    }
+                    yield Message::Barrier(barrier);
+                }
+                Message::Watermark(watermark) => yield Message::Watermark(watermark),
             }
         }
     }
@@ -136,7 +154,7 @@ mod tests {
 
     use super::*;
     use crate::executor::test_utils::MockSource;
-    use crate::executor::Executor;
+    use crate::executor::{ActorContext, Executor};
 
     #[tokio::test]
     async fn test_row_id_gen_executor() {
@@ -146,9 +164,10 @@ mod tests {
         ]);
         let pk_indices = vec![0];
         let row_id_index = 0;
-        let row_id_generator = Bitmap::all_high_bits(VirtualNode::COUNT);
+        let row_id_generator = Bitmap::ones(VirtualNode::COUNT);
         let (mut tx, upstream) = MockSource::channel(schema.clone(), pk_indices.clone());
         let row_id_gen_executor = Box::new(RowIdGenExecutor::new(
+            ActorContext::create(233),
             Box::new(upstream),
             schema,
             pk_indices,
diff --git a/src/stream/src/executor/sink.rs b/src/stream/src/executor/sink.rs
index 53f05dbc75c5c..dd402b9342ed2 100644
--- a/src/stream/src/executor/sink.rs
+++ b/src/stream/src/executor/sink.rs
@@ -12,7 +12,6 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use std::collections::HashMap;
 use std::sync::Arc;
 use std::time::Instant;
 
@@ -30,7 +29,7 @@ use crate::executor::PkIndices;
 pub struct SinkExecutor {
     input: BoxedExecutor,
     metrics: Arc<StreamingMetrics>,
-    properties: HashMap<String, String>,
+    config: SinkConfig,
     identity: String,
     connector_params: ConnectorParams,
     schema: Schema,
@@ -52,19 +51,16 @@ impl SinkExecutor {
     pub fn new(
         materialize_executor: BoxedExecutor,
         metrics: Arc<StreamingMetrics>,
-        mut properties: HashMap<String, String>,
+        config: SinkConfig,
         executor_id: u64,
         connector_params: ConnectorParams,
         schema: Schema,
         pk_indices: Vec<usize>,
     ) -> Self {
-        // This field can be used to distinguish a specific actor in parallelism to prevent
-        // transaction execution errors
-        properties.insert("identifier".to_string(), format!("sink-{:?}", executor_id));
         Self {
             input: materialize_executor,
             metrics,
-            properties,
+            config,
             identity: format!("SinkExecutor_{:?}", executor_id),
             pk_indices,
             schema,
@@ -80,9 +76,8 @@ impl SinkExecutor {
         let mut in_transaction = false;
         let mut epoch = 0;
 
-        let sink_config = SinkConfig::from_hashmap(self.properties.clone())?;
         let mut sink = build_sink(
-            sink_config.clone(),
+            self.config.clone(),
             self.schema,
             self.pk_indices,
             self.connector_params,
@@ -127,7 +122,7 @@ impl SinkExecutor {
                                 .sink_commit_duration
                                 .with_label_values(&[
                                     self.identity.as_str(),
-                                    sink_config.get_connector(),
+                                    self.config.get_connector(),
                                 ])
                                 .observe(start_time.elapsed().as_millis() as f64);
                         }
@@ -206,10 +201,11 @@ mod test {
             ],
         );
 
+        let config = SinkConfig::from_hashmap(properties).unwrap();
         let sink_executor = SinkExecutor::new(
             Box::new(mock),
             Arc::new(StreamingMetrics::unused()),
-            properties,
+            config,
             0,
             Default::default(),
             schema.clone(),
diff --git a/src/stream/src/executor/sort.rs b/src/stream/src/executor/sort.rs
index 13007ec540283..0a3a7d4aabf0b 100644
--- a/src/stream/src/executor/sort.rs
+++ b/src/stream/src/executor/sort.rs
@@ -259,7 +259,7 @@ impl<S: StateStore> SortExecutor<S> {
             curr_vnode_bitmap.to_owned()
         };
         let mut values_per_vnode = Vec::new();
-        for owned_vnode in newly_owned_vnodes.ones() {
+        for owned_vnode in newly_owned_vnodes.iter_ones() {
             let value_iter = self
                 .state_table
                 .iter_with_pk_range(
diff --git a/src/stream/src/executor/source/fs_source_executor.rs b/src/stream/src/executor/source/fs_source_executor.rs
index 7b9f97b19f613..711cf3233c37e 100644
--- a/src/stream/src/executor/source/fs_source_executor.rs
+++ b/src/stream/src/executor/source/fs_source_executor.rs
@@ -15,18 +15,16 @@
 use std::fmt::{Debug, Formatter};
 use std::sync::Arc;
 
+use anyhow::anyhow;
 use either::Either;
 use futures::StreamExt;
 use futures_async_stream::try_stream;
-use risingwave_common::array::column::Column;
-use risingwave_common::array::stream_chunk::Ops;
-use risingwave_common::array::{ArrayBuilder, I64ArrayBuilder, Op, StreamChunk};
 use risingwave_common::catalog::{ColumnId, Schema, TableId};
-use risingwave_common::util::epoch::UNIX_SINGULARITY_DATE_EPOCH;
 use risingwave_connector::source::filesystem::FsSplit;
 use risingwave_connector::source::{SplitId, SplitImpl, SplitMetaData};
-use risingwave_source::connector_source::SourceContext;
-use risingwave_source::row_id::RowIdGenerator;
+use risingwave_source::connector_source::{SourceContext, SourceDescBuilderV2};
+use risingwave_source::fs_connector_source::FsConnectorSource;
+use risingwave_source::monitor::SourceMetrics;
 use risingwave_source::*;
 use risingwave_storage::StateStore;
 use tokio::sync::mpsc::UnboundedReceiver;
@@ -38,17 +36,13 @@ use crate::executor::monitor::StreamingMetrics;
 use crate::executor::source::reader::SourceReaderStream;
 use crate::executor::source::state_table_handler::SourceStateTableHandler;
 use crate::executor::*;
-
 /// [`FsSourceExecutor`] is a streaming source, fir external file systems
 /// such as s3.
 pub struct FsSourceExecutor<S: StateStore> {
     ctx: ActorContextRef,
 
     source_id: TableId,
-    source_desc_builder: SourceDescBuilder,
-
-    /// Row id generator for this source executor.
-    row_id_generator: RowIdGenerator,
+    source_desc_builder: SourceDescBuilderV2,
 
     column_ids: Vec<ColumnId>,
     schema: Schema,
@@ -87,10 +81,9 @@ impl<S: StateStore> FsSourceExecutor<S> {
     #[allow(clippy::too_many_arguments)]
     pub fn new(
         ctx: ActorContextRef,
-        source_desc_builder: SourceDescBuilder,
+        source_desc_builder: SourceDescBuilderV2,
         source_id: TableId,
         source_name: String,
-        vnodes: Bitmap,
         state_table: SourceStateTableHandler<S>,
         column_ids: Vec<ColumnId>,
         schema: Schema,
@@ -102,17 +95,11 @@ impl<S: StateStore> FsSourceExecutor<S> {
         streaming_metrics: Arc<StreamingMetrics>,
         expected_barrier_latency_ms: u64,
     ) -> StreamResult<Self> {
-        // Using vnode range start for row id generator.
-        let vnode_id = vnodes.next_set_bit(0).unwrap_or(0);
         Ok(Self {
             ctx,
             source_id,
             source_name,
             source_desc_builder,
-            row_id_generator: RowIdGenerator::with_epoch(
-                vnode_id as u32,
-                *UNIX_SINGULARITY_DATE_EPOCH,
-            ),
             column_ids,
             schema,
             pk_indices,
@@ -126,56 +113,6 @@ impl<S: StateStore> FsSourceExecutor<S> {
             expected_barrier_latency_ms,
         })
     }
-
-    /// Generate a row ID column.
-    async fn gen_row_id_column(&mut self, len: usize) -> Column {
-        let mut builder = I64ArrayBuilder::new(len);
-        let row_ids = self.row_id_generator.next_batch(len).await;
-
-        for row_id in row_ids {
-            builder.append(Some(row_id));
-        }
-
-        builder.finish().into()
-    }
-
-    /// Generate a row ID column according to ops.
-    async fn gen_row_id_column_by_op(&mut self, column: &Column, ops: Ops<'_>) -> Column {
-        let len = column.array_ref().len();
-        let mut builder = I64ArrayBuilder::new(len);
-
-        for i in 0..len {
-            // Only refill row_id for insert operation.
-            if ops.get(i) == Some(&Op::Insert) {
-                builder.append(Some(self.row_id_generator.next().await));
-            } else {
-                builder.append(Some(
-                    i64::try_from(column.array_ref().datum_at(i).unwrap()).unwrap(),
-                ));
-            }
-        }
-
-        builder.finish().into()
-    }
-
-    async fn refill_row_id_column(
-        &mut self,
-        chunk: StreamChunk,
-        append_only: bool,
-        row_id_index: Option<usize>,
-    ) -> StreamChunk {
-        if let Some(idx) = row_id_index {
-            let (ops, mut columns, bitmap) = chunk.into_inner();
-            if append_only {
-                columns[idx] = self.gen_row_id_column(columns[idx].array().len()).await;
-            } else {
-                columns[idx] = self.gen_row_id_column_by_op(&columns[idx], &ops).await;
-            }
-            StreamChunk::new(ops, columns, bitmap)
-        } else {
-            chunk
-        }
-    }
 }
 
 impl<S: StateStore> FsSourceExecutor<S> {
@@ -255,26 +192,20 @@ impl<S: StateStore> FsSourceExecutor<S> {
 
     async fn build_stream_source_reader(
         &mut self,
-        source_desc: &SourceDescRef,
+        fs_source: &FsConnectorSource,
+        source_metrics: Arc<SourceMetrics>,
         splits: Vec<FsSplit>,
     ) -> StreamExecutorResult<BoxSourceWithStateStream<FsStreamChunkWithState>> {
-        match &source_desc.source {
-            SourceImpl::FsConnector(c) => {
-                let steam_reader = c
-                    .stream_reader(
-                        splits,
-                        self.column_ids.clone(),
-                        source_desc.metrics.clone(),
-                        SourceContext::new(self.ctx.id, self.source_id),
-                    )
-                    .await
-                    .map_err(StreamExecutorError::connector_error)?;
-                Ok(steam_reader.into_stream())
-            }
-            _ => {
-                unreachable!()
-            }
-        }
+        let steam_reader = fs_source
+            .stream_reader(
+                splits,
+                self.column_ids.clone(),
+                source_metrics.clone(),
+                SourceContext::new(self.ctx.id, self.source_id),
+            )
+            .await
+            .map_err(StreamExecutorError::connector_error)?;
+        Ok(steam_reader.into_stream())
     }
 
     #[try_stream(ok = Message, error = StreamExecutorError)]
@@ -284,19 +215,20 @@ impl<S: StateStore> FsSourceExecutor<S> {
             .recv()
             .stack_trace("source_recv_first_barrier")
             .await
-            .unwrap();
-
-        let source_desc = self
+            .ok_or_else(|| {
+                StreamExecutorError::from(anyhow!(
+                    "failed to receive the first barrier, actor_id: {:?}, source_id: {:?}",
+                    self.ctx.id,
+                    self.source_id
+                ))
+            })?;
+
+        let fs_source = self
             .source_desc_builder
             .build_fs_stream_source()
             .map_err(StreamExecutorError::connector_error)?;
-        // source_desc's row_id_index is based on its columns, and it is possible
-        // that we prune some columns when generating column_ids. So this index
-        // can not be directly used.
-        let row_id_index = source_desc
-            .row_id_index
-            .map(|idx| source_desc.columns[idx].column_id)
-            .and_then(|ref cid| self.column_ids.iter().position(|id| id.eq(cid)));
+
+        let source_metrics = self.source_desc_builder.metrics();
 
         // If the first barrier is configuration change, then the source executor must be newly
         // created, and we should start with the paused state.
@@ -351,7 +283,7 @@ impl<S: StateStore> FsSourceExecutor<S> {
             .collect();
 
         let source_chunk_reader = self
-            .build_stream_source_reader(&source_desc, recover_state)
+            .build_stream_source_reader(&fs_source, source_metrics.clone(), recover_state)
             .stack_trace("fs_source_start_reader")
             .await?;
 
@@ -382,32 +314,24 @@ impl<S: StateStore> FsSourceExecutor<S> {
                     if let Some(ref mutation) = barrier.mutation.as_deref() {
                         match mutation {
                             Mutation::SourceChangeSplit(actor_splits) => {
-                                self.apply_split_change(&source_desc, &mut stream, actor_splits)
-                                    .await?
+                                self.apply_split_change(
+                                    &fs_source,
+                                    source_metrics.clone(),
+                                    &mut stream,
+                                    actor_splits,
+                                )
+                                .await?
                             }
                             Mutation::Pause => stream.pause_source(),
                             Mutation::Resume => stream.resume_source(),
-                            Mutation::Update {
-                                vnode_bitmaps,
-                                actor_splits,
-                                ..
-                            } => {
-                                // Update row id generator if vnode mapping is changed.
-                                // Note that: since update barrier will only occurs between pause
-                                // and resume barrier, duplicated row id won't be generated.
-                                if let Some(vnode_bitmaps) = vnode_bitmaps.get(&self.ctx.id) {
-                                    let vnode_id =
-                                        vnode_bitmaps.next_set_bit(0).unwrap_or(0) as u32;
-                                    if self.row_id_generator.vnode_id != vnode_id {
-                                        self.row_id_generator = RowIdGenerator::with_epoch(
-                                            vnode_id,
-                                            *UNIX_SINGULARITY_DATE_EPOCH,
-                                        );
-                                    }
-                                }
-
-                                self.apply_split_change(&source_desc, &mut stream, actor_splits)
-                                    .await?;
+                            Mutation::Update { actor_splits, .. } => {
+                                self.apply_split_change(
+                                    &fs_source,
+                                    source_metrics.clone(),
+                                    &mut stream,
+                                    actor_splits,
+                                )
+                                .await?;
                             }
                             _ => {}
                         }
@@ -418,7 +342,7 @@ impl<S: StateStore> FsSourceExecutor<S> {
                 }
 
                 Either::Right(FsStreamChunkWithState {
-                    mut chunk,
+                    chunk,
                     split_offset_mapping,
                 }) => {
                     if last_barrier_time.elapsed().as_millis() > max_wait_barrier_time_ms {
@@ -443,16 +367,6 @@ impl<S: StateStore> FsSourceExecutor<S> {
                         self.state_cache.extend(state)
                     }
 
-                    // Refill row id column for source.
-                    chunk = match &source_desc.source {
-                        SourceImpl::FsConnector(_) => {
-                            self.refill_row_id_column(chunk, true, row_id_index).await
-                        }
-                        _ => {
-                            unreachable!()
-                        }
-                    };
-
                     self.metrics
                         .source_output_row_count
                         .with_label_values(&[
@@ -474,7 +388,8 @@ impl<S: StateStore> FsSourceExecutor<S> {
 
     async fn apply_split_change(
         &mut self,
-        source_desc: &SourceDescRef,
+        fs_source: &FsConnectorSource,
+        source_metrics: Arc<SourceMetrics>,
         stream: &mut SourceReaderStream<FsStreamChunkWithState>,
         mapping: &HashMap<ActorId, Vec<SplitImpl>>,
     ) -> StreamExecutorResult<()> {
@@ -486,8 +401,13 @@ impl<S: StateStore> FsSourceExecutor<S> {
                     "apply split change"
                 );
 
-                self.replace_stream_reader_with_target_state(source_desc, stream, target_state)
-                    .await?;
+                self.replace_stream_reader_with_target_state(
+                    fs_source,
+                    source_metrics,
+                    stream,
+                    target_state,
+                )
+                .await?;
             }
         }
 
@@ -496,7 +416,8 @@ impl<S: StateStore> FsSourceExecutor<S> {
 
     async fn replace_stream_reader_with_target_state(
         &mut self,
-        source_desc: &SourceDescRef,
+        fs_source: &FsConnectorSource,
+        source_metrics: Arc<SourceMetrics>,
         stream: &mut SourceReaderStream<FsStreamChunkWithState>,
         target_state: Vec<FsSplit>,
     ) -> StreamExecutorResult<()> {
@@ -508,7 +429,7 @@ impl<S: StateStore> FsSourceExecutor<S> {
 
         // Replace the source reader with a new one of the new state.
         let reader = self
-            .build_stream_source_reader(source_desc, target_state.clone())
+            .build_stream_source_reader(fs_source, source_metrics, target_state.clone())
             .await?;
         stream.replace_source_stream(reader);
 
diff --git a/src/stream/src/executor/source/mod.rs b/src/stream/src/executor/source/mod.rs
index 2014c49192bd4..58a665d5e66c8 100644
--- a/src/stream/src/executor/source/mod.rs
+++ b/src/stream/src/executor/source/mod.rs
@@ -13,9 +13,7 @@
 // limitations under the License.
 
 mod fs_source_executor;
-pub mod source_executor;
 pub use fs_source_executor::*;
-pub use source_executor::*;
 
 pub mod source_executor_v2;
 
diff --git a/src/stream/src/executor/source/source_executor.rs b/src/stream/src/executor/source/source_executor.rs
deleted file mode 100644
index d394199c10d4f..0000000000000
--- a/src/stream/src/executor/source/source_executor.rs
+++ /dev/null
@@ -1,963 +0,0 @@
-// Copyright 2022 Singularity Data
-//
-// Licensed under the Apache License, Version 2.0 (the "License");
-// you may not use this file except in compliance with the License.
-// You may obtain a copy of the License at
-//
-// http://www.apache.org/licenses/LICENSE-2.0
-//
-// Unless required by applicable law or agreed to in writing, software
-// distributed under the License is distributed on an "AS IS" BASIS,
-// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-// See the License for the specific language governing permissions and
-// limitations under the License.
-
-use std::fmt::{Debug, Formatter};
-use std::sync::Arc;
-
-use either::Either;
-use futures::StreamExt;
-use futures_async_stream::try_stream;
-use risingwave_common::array::column::Column;
-use risingwave_common::array::stream_chunk::Ops;
-use risingwave_common::array::{ArrayBuilder, I64ArrayBuilder, Op, StreamChunk};
-use risingwave_common::catalog::{ColumnId, Schema, TableId};
-use risingwave_common::util::epoch::UNIX_SINGULARITY_DATE_EPOCH;
-use risingwave_connector::source::{ConnectorState, SplitId, SplitImpl, SplitMetaData};
-use risingwave_source::connector_source::SourceContext;
-use risingwave_source::row_id::RowIdGenerator;
-use risingwave_source::*;
-use risingwave_storage::StateStore;
-use tokio::sync::mpsc::UnboundedReceiver;
-use tokio::time::Instant;
-
-use super::reader::SourceReaderStream;
-use crate::error::StreamResult;
-use crate::executor::error::StreamExecutorError;
-use crate::executor::monitor::StreamingMetrics;
-use crate::executor::source::state_table_handler::SourceStateTableHandler;
-use crate::executor::*;
-
-/// [`SourceExecutor`] is a streaming source, from risingwave's batch table, or external systems
-/// such as Kafka.
-pub struct SourceExecutor<S: StateStore> {
-    ctx: ActorContextRef,
-
-    source_id: TableId,
-    source_desc_builder: SourceDescBuilder,
-
-    /// Row id generator for this source executor.
-    row_id_generator: RowIdGenerator,
-
-    column_ids: Vec<ColumnId>,
-    schema: Schema,
-    pk_indices: PkIndices,
-
-    /// Identity string
-    identity: String,
-
-    /// Receiver of barrier channel.
-    barrier_receiver: Option<UnboundedReceiver<Barrier>>,
-
-    /// Metrics for monitor.
-    metrics: Arc<StreamingMetrics>,
-
-    /// Split info for stream source
-    stream_source_splits: Vec<SplitImpl>,
-
-    source_identify: String,
-    source_name: String,
-
-    split_state_store: SourceStateTableHandler<S>,
-
-    state_cache: HashMap<SplitId, SplitImpl>,
-
-    /// Expected barrier latency
-    expected_barrier_latency_ms: u64,
-}
-
-impl<S: StateStore> SourceExecutor<S> {
-    #[allow(clippy::too_many_arguments)]
-    pub fn new(
-        ctx: ActorContextRef,
-        source_desc_builder: SourceDescBuilder,
-        source_id: TableId,
-        source_name: String,
-        vnodes: Bitmap,
-        state_table: SourceStateTableHandler<S>,
-        column_ids: Vec<ColumnId>,
-        schema: Schema,
-        pk_indices: PkIndices,
-        barrier_receiver: UnboundedReceiver<Barrier>,
-        executor_id: u64,
-        _operator_id: u64,
-        _op_info: String,
-        streaming_metrics: Arc<StreamingMetrics>,
-        expected_barrier_latency_ms: u64,
-    ) -> StreamResult<Self> {
-        // Using vnode range start for row id generator.
-        let vnode_id = vnodes.next_set_bit(0).unwrap_or(0);
-        Ok(Self {
-            ctx,
-            source_id,
-            source_name,
-            source_desc_builder,
-            row_id_generator: RowIdGenerator::with_epoch(
-                vnode_id as u32,
-                *UNIX_SINGULARITY_DATE_EPOCH,
-            ),
-            column_ids,
-            schema,
-            pk_indices,
-            barrier_receiver: Some(barrier_receiver),
-            identity: format!("SourceExecutor {:X}", executor_id),
-            metrics: streaming_metrics,
-            stream_source_splits: vec![],
-            source_identify: "Table_".to_string() + &source_id.table_id().to_string(),
-            split_state_store: state_table,
-            state_cache: HashMap::new(),
-            expected_barrier_latency_ms,
-        })
-    }
-
-    /// Generate a row ID column.
-    async fn gen_row_id_column(&mut self, len: usize) -> Column {
-        let mut builder = I64ArrayBuilder::new(len);
-        let row_ids = self.row_id_generator.next_batch(len).await;
-
-        for row_id in row_ids {
-            builder.append(Some(row_id));
-        }
-
-        builder.finish().into()
-    }
-
-    /// Generate a row ID column according to ops.
-    async fn gen_row_id_column_by_op(&mut self, column: &Column, ops: Ops<'_>) -> Column {
-        let len = column.array_ref().len();
-        let mut builder = I64ArrayBuilder::new(len);
-
-        for i in 0..len {
-            // Only refill row_id for insert operation.
-            if ops.get(i) == Some(&Op::Insert) {
-                builder.append(Some(self.row_id_generator.next().await));
-            } else {
-                builder.append(Some(
-                    i64::try_from(column.array_ref().datum_at(i).unwrap()).unwrap(),
-                ));
-            }
-        }
-
-        builder.finish().into()
-    }
-
-    async fn refill_row_id_column(
-        &mut self,
-        chunk: StreamChunk,
-        append_only: bool,
-        row_id_index: Option<usize>,
-    ) -> StreamChunk {
-        if let Some(idx) = row_id_index {
-            let (ops, mut columns, bitmap) = chunk.into_inner();
-            if append_only {
-                columns[idx] = self.gen_row_id_column(columns[idx].array().len()).await;
-            } else {
-                columns[idx] = self.gen_row_id_column_by_op(&columns[idx], &ops).await;
-            }
-            StreamChunk::new(ops, columns, bitmap)
-        } else {
-            chunk
-        }
-    }
-}
-
-impl<S: StateStore> SourceExecutor<S> {
-    // Note: get_diff will modify the state_cache
-    async fn get_diff(&mut self, rhs: ConnectorState) -> StreamExecutorResult<ConnectorState> {
-        // rhs can not be None because we do not support split number reduction
-
-        let split_change = rhs.unwrap();
-        let mut target_state: Vec<SplitImpl> = Vec::with_capacity(split_change.len());
-        let mut no_change_flag = true;
-        for sc in &split_change {
-            if let Some(s) = self.state_cache.get(&sc.id()) {
-                target_state.push(s.clone())
-            } else {
-                no_change_flag = false;
-                // write new assigned split to state cache. snapshot is base on cache.
-
-                let state = if let Some(recover_state) = self
-                    .split_state_store
-                    .try_recover_from_state_store(sc)
-                    .await?
-                {
-                    recover_state
-                } else {
-                    sc.clone()
-                };
-
-                // why?
-                self.state_cache
-                    .entry(sc.id())
-                    .or_insert_with(|| state.clone());
-                target_state.push(state);
-            }
-        }
-
-        Ok((!no_change_flag).then_some(target_state))
-    }
-
-    async fn take_snapshot(&mut self, epoch: EpochPair) -> StreamExecutorResult<()> {
-        let cache = self
-            .state_cache
-            .values()
-            .map(|split_impl| split_impl.to_owned())
-            .collect_vec();
-
-        if !cache.is_empty() {
-            tracing::debug!(actor_id = self.ctx.id, state = ?cache, "take snapshot");
-            self.split_state_store.take_snapshot(cache).await?
-        }
-        // commit anyway, even if no message saved
-        self.split_state_store.state_store.commit(epoch).await?;
-
-        Ok(())
-    }
-
-    async fn build_stream_source_reader(
-        &mut self,
-        source_desc: &SourceDescRef,
-        state: ConnectorState,
-    ) -> StreamExecutorResult<BoxSourceWithStateStream<StreamChunkWithState>> {
-        let reader = match &source_desc.source {
-            SourceImpl::Table(t) => t
-                .stream_reader(self.column_ids.clone())
-                .await
-                .map_err(StreamExecutorError::connector_error)?
-                .into_stream(),
-            SourceImpl::Connector(c) => c
-                .stream_reader(
-                    state,
-                    self.column_ids.clone(),
-                    source_desc.metrics.clone(),
-                    SourceContext::new(self.ctx.id, self.source_id),
-                )
-                .await
-                .map_err(StreamExecutorError::connector_error)?
-                .into_stream(),
-            _ => {
-                unreachable!()
-            }
-        };
-        Ok(reader)
-    }
-
-    #[try_stream(ok = Message, error = StreamExecutorError)]
-    async fn into_stream(mut self) {
-        let mut barrier_receiver = self.barrier_receiver.take().unwrap();
-        let barrier = barrier_receiver
-            .recv()
-            .stack_trace("source_recv_first_barrier")
-            .await
-            .unwrap();
-
-        let source_desc = self
-            .source_desc_builder
-            .build()
-            .await
-            .map_err(StreamExecutorError::connector_error)?;
-        // source_desc's row_id_index is based on its columns, and it is possible
-        // that we prune some columns when generating column_ids. So this index
-        // can not be directly used.
-        let row_id_index = source_desc
-            .row_id_index
-            .map(|idx| source_desc.columns[idx].column_id)
-            .and_then(|ref cid| self.column_ids.iter().position(|id| id.eq(cid)));
-
-        // If the first barrier is configuration change, then the source executor must be newly
-        // created, and we should start with the paused state.
-        let start_with_paused = barrier.is_update();
-
-        if let Some(mutation) = barrier.mutation.as_ref() {
-            match mutation.as_ref() {
-                Mutation::Add { splits, .. } => {
-                    if let Some(splits) = splits.get(&self.ctx.id) {
-                        self.stream_source_splits = splits.clone();
-                    }
-                }
-                Mutation::Update { actor_splits, .. } => {
-                    if let Some(splits) = actor_splits.get(&self.ctx.id) {
-                        self.stream_source_splits = splits.clone();
-                    }
-                }
-                _ => {}
-            }
-        }
-
-        self.split_state_store.init_epoch(barrier.epoch);
-
-        let mut boot_state = self.stream_source_splits.clone();
-        for ele in &mut boot_state {
-            if let Some(recover_state) = self
-                .split_state_store
-                .try_recover_from_state_store(ele)
-                .await?
-            {
-                *ele = recover_state;
-            }
-        }
-
-        let recover_state: ConnectorState = (!boot_state.is_empty()).then_some(boot_state);
-        tracing::info!(actor_id = self.ctx.id, state = ?recover_state, "start with state");
-
-        let source_chunk_reader = self
-            .build_stream_source_reader(&source_desc, recover_state)
-            .stack_trace("source_build_reader")
-            .await?;
-
-        // Merge the chunks from source and the barriers into a single stream.
-        let mut stream = SourceReaderStream::new(barrier_receiver, source_chunk_reader);
-        if start_with_paused {
-            stream.pause_source();
-        }
-
-        yield Message::Barrier(barrier);
-
-        // We allow data to flow for 5 * `expected_barrier_latency_ms` milliseconds, considering
-        // some other latencies like network and cost in Meta.
-        let max_wait_barrier_time_ms = self.expected_barrier_latency_ms as u128 * 5;
-        let mut last_barrier_time = Instant::now();
-        let mut self_paused = false;
-        while let Some(msg) = stream.next().await {
-            match msg? {
-                // This branch will be preferred.
-                Either::Left(barrier) => {
-                    last_barrier_time = Instant::now();
-                    if self_paused {
-                        stream.resume_source();
-                        self_paused = false;
-                    }
-                    let epoch = barrier.epoch;
-
-                    if let Some(ref mutation) = barrier.mutation.as_deref() {
-                        match mutation {
-                            Mutation::SourceChangeSplit(actor_splits) => {
-                                self.apply_split_change(&source_desc, &mut stream, actor_splits)
-                                    .await?
-                            }
-                            Mutation::Pause => stream.pause_source(),
-                            Mutation::Resume => stream.resume_source(),
-                            Mutation::Update {
-                                vnode_bitmaps,
-                                actor_splits,
-                                ..
-                            } => {
-                                // Update row id generator if vnode mapping is changed.
-                                // Note that: since update barrier will only occurs between pause
-                                // and resume barrier, duplicated row id won't be generated.
-                                if let Some(vnode_bitmaps) = vnode_bitmaps.get(&self.ctx.id) {
-                                    let vnode_id =
-                                        vnode_bitmaps.next_set_bit(0).unwrap_or(0) as u32;
-                                    if self.row_id_generator.vnode_id != vnode_id {
-                                        self.row_id_generator = RowIdGenerator::with_epoch(
-                                            vnode_id,
-                                            *UNIX_SINGULARITY_DATE_EPOCH,
-                                        );
-                                    }
-                                }
-
-                                self.apply_split_change(&source_desc, &mut stream, actor_splits)
-                                    .await?;
-                            }
-                            _ => {}
-                        }
-                    }
-                    self.take_snapshot(epoch).await?;
-                    self.state_cache.clear();
-                    yield Message::Barrier(barrier);
-                }
-
-                Either::Right(StreamChunkWithState {
-                    mut chunk,
-                    split_offset_mapping,
-                }) => {
-                    if last_barrier_time.elapsed().as_millis() > max_wait_barrier_time_ms {
-                        // Exceeds the max wait barrier time, the source will be paused. Currently
-                        // we can guarantee the source is not paused since it received stream
-                        // chunks.
-                        self_paused = true;
-                        stream.pause_source();
-                    }
-                    if let Some(mapping) = split_offset_mapping {
-                        let state: HashMap<_, _> = mapping
-                            .iter()
-                            .flat_map(|(split, offset)| {
-                                let origin_split_impl = self
-                                    .stream_source_splits
-                                    .iter()
-                                    .filter(|origin_split| &origin_split.id() == split)
-                                    .at_most_one()
-                                    .unwrap_or_else(|_| {
-                                        panic!("multiple splits with same id `{split}`")
-                                    });
-
-                                origin_split_impl.map(|split_impl| {
-                                    (split.clone(), split_impl.update(offset.clone()))
-                                })
-                            })
-                            .collect();
-
-                        self.state_cache.extend(state);
-                    }
-
-                    // Refill row id column for source.
-                    chunk = match &source_desc.source {
-                        SourceImpl::Connector(_) => {
-                            self.refill_row_id_column(chunk, true, row_id_index).await
-                        }
-                        SourceImpl::Table(_) => {
-                            self.refill_row_id_column(chunk, false, row_id_index).await
-                        }
-                        _ => {
-                            unreachable!()
-                        }
-                    };
-
-                    self.metrics
-                        .source_output_row_count
-                        .with_label_values(&[
-                            self.source_identify.as_str(),
-                            self.source_name.as_str(),
-                        ])
-                        .inc_by(chunk.cardinality() as u64);
-                    yield Message::Chunk(chunk);
-                }
-            }
-        }
-
-        // The source executor should only be stopped by the actor when finding a `Stop` mutation.
-        tracing::error!(
-            actor_id = self.ctx.id,
-            "source executor exited unexpectedly"
-        )
-    }
-
-    async fn apply_split_change(
-        &mut self,
-        source_desc: &SourceDescRef,
-        stream: &mut SourceReaderStream<StreamChunkWithState>,
-        mapping: &HashMap<ActorId, Vec<SplitImpl>>,
-    ) -> StreamExecutorResult<()> {
-        if let Some(target_splits) = mapping.get(&self.ctx.id).cloned() {
-            if let Some(target_state) = self.get_diff(Some(target_splits)).await? {
-                tracing::info!(
-                    actor_id = self.ctx.id,
-                    state = ?target_state,
-                    "apply split change"
-                );
-
-                self.replace_stream_reader_with_target_state(source_desc, stream, target_state)
-                    .await?;
-            }
-        }
-
-        Ok(())
-    }
-
-    async fn replace_stream_reader_with_target_state(
-        &mut self,
-        source_desc: &SourceDescRef,
-        stream: &mut SourceReaderStream<StreamChunkWithState>,
-        target_state: Vec<SplitImpl>,
-    ) -> StreamExecutorResult<()> {
-        tracing::info!(
-            "actor {:?} apply source split change to {:?}",
-            self.ctx.id,
-            target_state
-        );
-
-        // Replace the source reader with a new one of the new state.
-        let reader = self
-            .build_stream_source_reader(source_desc, Some(target_state.clone()))
-            .await?;
-        stream.replace_source_stream(reader);
-
-        self.stream_source_splits = target_state;
-
-        Ok(())
-    }
-}
-
-impl<S: StateStore> Executor for SourceExecutor<S> {
-    fn execute(self: Box<Self>) -> BoxedMessageStream {
-        self.into_stream().boxed()
-    }
-
-    fn schema(&self) -> &Schema {
-        &self.schema
-    }
-
-    fn pk_indices(&self) -> PkIndicesRef<'_> {
-        &self.pk_indices
-    }
-
-    fn identity(&self) -> &str {
-        self.identity.as_str()
-    }
-}
-
-impl<S: StateStore> Debug for SourceExecutor<S> {
-    fn fmt(&self, f: &mut Formatter<'_>) -> std::fmt::Result {
-        f.debug_struct("SourceExecutor")
-            .field("source_id", &self.source_id)
-            .field("column_ids", &self.column_ids)
-            .field("pk_indices", &self.pk_indices)
-            .finish()
-    }
-}
-
-#[cfg(test)]
-mod tests {
-    use std::sync::Arc;
-    use std::time::Duration;
-
-    use bytes::Bytes;
-    use futures::StreamExt;
-    use maplit::{convert_args, hashmap};
-    use risingwave_common::array::stream_chunk::StreamChunkTestExt;
-    use risingwave_common::array::StreamChunk;
-    use risingwave_common::catalog::{Field, Schema};
-    use risingwave_common::types::DataType;
-    use risingwave_common::util::epoch::EpochPair;
-    use risingwave_common::util::sort_util::{OrderPair, OrderType};
-    use risingwave_connector::source::datagen::DatagenSplit;
-    use risingwave_pb::catalog::source_info::SourceInfo as ProstSourceInfo;
-    use risingwave_pb::catalog::{ColumnIndex as ProstColumnIndex, StreamSourceInfo};
-    use risingwave_pb::data::data_type::TypeName;
-    use risingwave_pb::data::DataType as ProstDataType;
-    use risingwave_pb::plan_common::{
-        ColumnCatalog as ProstColumnCatalog, ColumnDesc as ProstColumnDesc,
-        RowFormatType as ProstRowFormatType,
-    };
-    use risingwave_source::table_test_utils::create_table_source_desc_builder;
-    use risingwave_source::*;
-    use risingwave_storage::memory::MemoryStateStore;
-    use tokio::sync::mpsc::unbounded_channel;
-
-    use super::*;
-
-    const MOCK_SOURCE_NAME: &str = "mock_source";
-
-    #[tokio::test]
-    async fn test_table_source() {
-        let table_id = TableId::default();
-
-        let schema = Schema {
-            fields: vec![
-                Field::unnamed(DataType::Int64),
-                Field::unnamed(DataType::Int32),
-                Field::unnamed(DataType::Varchar),
-            ],
-        };
-        let row_id_index = Some(0);
-        let pk_column_ids = vec![0];
-        let source_manager: TableSourceManagerRef = Arc::new(TableSourceManager::default());
-        let source_builder = create_table_source_desc_builder(
-            &schema,
-            table_id,
-            row_id_index,
-            pk_column_ids,
-            source_manager,
-        );
-        let source_desc = source_builder.build().await.unwrap();
-
-        let chunk1 = StreamChunk::from_pretty(
-            " I i T
-            U+ 1 1 foo
-            U+ 2 2 bar
-            U+ 3 3 baz",
-        );
-        let chunk2 = StreamChunk::from_pretty(
-            " I i T
-            U+ 4 4 hello
-            U+ 5 5 .
-            U+ 6 6 world",
-        );
-
-        let column_ids = vec![0, 1, 2].into_iter().map(ColumnId::from).collect();
-        let pk_indices = vec![0];
-
-        let (barrier_sender, barrier_receiver) = unbounded_channel();
-        let state_table = SourceStateTableHandler::from_table_catalog(
-            &default_source_internal_table(0x2333),
-            MemoryStateStore::new(),
-        )
-        .await;
-        let vnodes = Bitmap::from_bytes(Bytes::from_static(&[0b11111111]));
-
-        let executor = SourceExecutor::new(
-            ActorContext::create(0x3f3f3f),
-            source_builder,
-            table_id,
-            MOCK_SOURCE_NAME.to_string(),
-            vnodes,
-            state_table,
-            column_ids,
-            schema,
-            pk_indices,
-            barrier_receiver,
-            1,
-            1,
-            "SourceExecutor".to_string(),
-            Arc::new(StreamingMetrics::new(prometheus::Registry::new())),
-            u64::MAX,
-        )
-        .unwrap();
-        let mut executor = Box::new(executor).execute();
-
-        let write_chunk = |chunk: StreamChunk| {
-            let table_source = source_desc.source.as_table().unwrap();
-            table_source.write_chunk(chunk).unwrap();
-        };
-
-        barrier_sender.send(Barrier::new_test_barrier(1)).unwrap();
-
-        let msg = executor.next().await.unwrap().unwrap();
-        assert_eq!(
-            msg.into_barrier().unwrap().epoch,
-            EpochPair::new_test_epoch(1)
-        );
-
-        // Write 1st chunk
-        write_chunk(chunk1);
-
-        let msg = executor.next().await.unwrap().unwrap();
-        assert_eq!(
-            msg.into_chunk().unwrap(),
-            StreamChunk::from_pretty(
-                "  I i T
-                U+ 1 1 foo
-                U+ 2 2 bar
-                U+ 3 3 baz",
-            )
-        );
-
-        // Write 2nd chunk
-        write_chunk(chunk2);
-
-        let msg = executor.next().await.unwrap().unwrap();
-        assert_eq!(
-            msg.into_chunk().unwrap(),
-            StreamChunk::from_pretty(
-                " I i T
-                U+ 4 4 hello
-                U+ 5 5 .
-                U+ 6 6 world",
-            )
-        );
-    }
-
-    #[tokio::test]
-    async fn test_table_dropped() {
-        let table_id = TableId::default();
-
-        let schema = Schema {
-            fields: vec![
-                Field::unnamed(DataType::Int64),
-                Field::unnamed(DataType::Int32),
-                Field::unnamed(DataType::Varchar),
-            ],
-        };
-        let row_id_index = Some(0);
-        let pk_column_ids = vec![0];
-        let source_manager: TableSourceManagerRef = Arc::new(TableSourceManager::default());
-        let source_builder = create_table_source_desc_builder(
-            &schema,
-            table_id,
-            row_id_index,
-            pk_column_ids,
-            source_manager,
-        );
-        let source_desc = source_builder.build().await.unwrap();
-
-        // Prepare test data chunks
-        let chunk = StreamChunk::from_pretty(
-            " I i T
-            + 0 1 foo
-            + 0 2 bar
-            + 0 3 baz",
-        );
-
-        let column_ids = vec![0.into(), 1.into(), 2.into()];
-        let pk_indices = vec![0];
-
-        let (barrier_sender, barrier_receiver) = unbounded_channel();
-        let state_table = SourceStateTableHandler::from_table_catalog(
-            &default_source_internal_table(0x2333),
-            MemoryStateStore::new(),
-        )
-        .await;
-
-        let vnodes = Bitmap::from_bytes(Bytes::from_static(&[0b11111111]));
-        let executor = SourceExecutor::new(
-            ActorContext::create(0x3f3f3f),
-            source_builder,
-            table_id,
-            MOCK_SOURCE_NAME.to_string(),
-            vnodes,
-            state_table,
-            column_ids,
-            schema,
-            pk_indices,
-            barrier_receiver,
-            1,
-            1,
-            "SourceExecutor".to_string(),
-            Arc::new(StreamingMetrics::unused()),
-            u64::MAX,
-        )
-        .unwrap();
-        let mut executor = Box::new(executor).execute();
-
-        let write_chunk = |chunk: StreamChunk| {
-            let table_source = source_desc.source.as_table().unwrap();
-            table_source.write_chunk(chunk).unwrap();
-        };
-
-        barrier_sender
-            .send(Barrier::new_test_barrier(1).with_stop())
-            .unwrap();
-        executor.next().await.unwrap().unwrap();
-
-        write_chunk(chunk.clone());
-        executor.next().await.unwrap().unwrap();
-        write_chunk(chunk);
-    }
-
-    trait StreamChunkExt {
-        fn drop_row_id(self) -> Self;
-    }
-
-    impl StreamChunkExt for StreamChunk {
-        fn drop_row_id(self) -> StreamChunk {
-            let (ops, mut columns, bitmap) = self.into_inner();
-            columns.remove(0);
-            StreamChunk::new(ops, columns, bitmap)
-        }
-    }
-
-    fn mock_source_desc_builder(source_id: TableId) -> SourceDescBuilder {
-        let properties = convert_args!(hashmap!(
-            "connector" => "datagen",
-            "fields.v1.min" => "1",
-            "fields.v1.max" => "1000",
-            "fields.v1.seed" => "12345",
-        ));
-        let columns = vec![
-            ProstColumnCatalog {
-                column_desc: Some(ProstColumnDesc {
-                    column_type: Some(ProstDataType {
-                        type_name: TypeName::Int64 as i32,
-                        ..Default::default()
-                    }),
-                    column_id: 0,
-                    ..Default::default()
-                }),
-                is_hidden: false,
-            },
-            ProstColumnCatalog {
-                column_desc: Some(ProstColumnDesc {
-                    column_type: Some(ProstDataType {
-                        type_name: TypeName::Int32 as i32,
-                        ..Default::default()
-                    }),
-                    column_id: 1,
-                    name: "v1".to_string(),
-                    ..Default::default()
-                }),
-                is_hidden: false,
-            },
-        ];
-        let row_id_index = Some(ProstColumnIndex { index: 0 });
-        let pk_column_ids = vec![0];
-        let stream_source_info = StreamSourceInfo {
-            row_format: ProstRowFormatType::Json as i32,
-            ..Default::default()
-        };
-        let source_manager = Arc::new(TableSourceManager::default());
-        SourceDescBuilder::new(
-            source_id,
-            row_id_index,
-            columns,
-            pk_column_ids,
-            properties,
-            ProstSourceInfo::StreamSource(stream_source_info),
-            source_manager,
-            Default::default(),
-        )
-    }
-
-    #[tokio::test]
-    async fn test_split_change_mutation() {
-        let source_table_id = TableId::default();
-
-        let get_schema = |column_ids: &[ColumnId], source_desc: &SourceDescRef| {
-            let mut fields = Vec::with_capacity(column_ids.len());
-            for &column_id in column_ids {
-                let column_desc = source_desc
-                    .columns
-                    .iter()
-                    .find(|c| c.column_id == column_id)
-                    .unwrap();
-                fields.push(Field::unnamed(column_desc.data_type.clone()));
-            }
-            Schema::new(fields)
-        };
-
-        let source_builder = mock_source_desc_builder(source_table_id);
-        let source_desc = source_builder.build().await.unwrap();
-        let mem_state_store = MemoryStateStore::new();
-
-        let column_ids = vec![ColumnId::from(0), ColumnId::from(1)];
-        let schema = get_schema(&column_ids, &source_desc);
-        let pk_indices = vec![0_usize];
-        let (barrier_tx, barrier_rx) = unbounded_channel::<Barrier>();
-        let vnodes = Bitmap::from_bytes(Bytes::from_static(&[0b11111111]));
-        let source_state_handler = SourceStateTableHandler::from_table_catalog(
-            &default_source_internal_table(0x2333),
-            mem_state_store.clone(),
-        )
-        .await;
-
-        let source_exec = SourceExecutor::new(
-            ActorContext::create(0),
-            source_builder,
-            source_table_id,
-            MOCK_SOURCE_NAME.to_string(),
-            vnodes,
-            source_state_handler,
-            column_ids.clone(),
-            schema,
-            pk_indices,
-            barrier_rx,
-            1,
-            1,
-            "SourceExecutor".to_string(),
-            Arc::new(StreamingMetrics::unused()),
-            u64::MAX,
-        )
-        .unwrap();
-
-        let mut materialize = MaterializeExecutor::for_test(
-            Box::new(source_exec),
-            mem_state_store.clone(),
-            TableId::from(0x2333),
-            vec![OrderPair::new(0, OrderType::Ascending)],
-            column_ids.clone(),
-            2,
-            None,
-            0,
-            false,
-        )
-        .await
-        .boxed()
-        .execute();
-
-        let init_barrier = Barrier::new_test_barrier(1).with_mutation(Mutation::Add {
-            adds: HashMap::new(),
-            splits: hashmap! {
-                ActorId::default() => vec![
-                    SplitImpl::Datagen(DatagenSplit {
-                        split_index: 0,
-                        split_num: 3,
-                        start_offset: None,
-                    }),
-                ],
-            },
-        });
-        barrier_tx.send(init_barrier).unwrap();
-
-        (materialize.next().await.unwrap().unwrap())
-            .into_barrier()
-            .unwrap();
-
-        let mut ready_chunks = materialize.ready_chunks(10);
-        let chunks = (ready_chunks.next().await.unwrap())
-            .into_iter()
-            .map(|msg| msg.unwrap().into_chunk().unwrap())
-            .collect();
-        let chunk_1 = StreamChunk::concat(chunks).drop_row_id();
-        assert_eq!(
-            chunk_1,
-            StreamChunk::from_pretty(
-                " i
-                + 533
-                + 833
-                + 738
-                + 344",
-            )
-        );
-
-        let new_assignments = vec![
-            SplitImpl::Datagen(DatagenSplit {
-                split_index: 0,
-                split_num: 3,
-                start_offset: None,
-            }),
-            SplitImpl::Datagen(DatagenSplit {
-                split_index: 1,
-                split_num: 3,
-                start_offset: None,
-            }),
-        ];
-
-        let change_split_mutation =
-            Barrier::new_test_barrier(2).with_mutation(Mutation::SourceChangeSplit(hashmap! {
-                ActorId::default() => new_assignments.clone()
-            }));
-
-        barrier_tx.send(change_split_mutation).unwrap();
-
-        let _ = ready_chunks.next().await.unwrap(); // barrier
-
-        let mut source_state_handler = SourceStateTableHandler::from_table_catalog(
-            &default_source_internal_table(0x2333),
-            mem_state_store.clone(),
-        )
-        .await;
-        // there must exist state for new add partition
-        source_state_handler.init_epoch(EpochPair::new_test_epoch(2));
-        source_state_handler
-            .get(new_assignments[1].id())
-            .await
-            .unwrap()
-            .unwrap();
-
-        tokio::time::sleep(Duration::from_millis(100)).await;
-        let chunks = (ready_chunks.next().await.unwrap())
-            .into_iter()
-            .map(|msg| msg.unwrap().into_chunk().unwrap())
-            .collect();
-        let chunk_2 = StreamChunk::concat(chunks).drop_row_id().sort_rows();
-        assert_eq!(
-            chunk_2,
-            // mixed from datagen split 0 and 1
-            StreamChunk::from_pretty(
-                " i
-                + 29
-                + 201
-                + 344
-                + 425
-                + 525
-                + 533
-                + 833",
-            )
-        );
-
-        let barrier = Barrier::new_test_barrier(3).with_mutation(Mutation::Pause);
-        barrier_tx.send(barrier).unwrap();
-
-        let barrier = Barrier::new_test_barrier(4).with_mutation(Mutation::Resume);
-        barrier_tx.send(barrier).unwrap();
-    }
-}
diff --git a/src/stream/src/executor/source/source_executor_v2.rs b/src/stream/src/executor/source/source_executor_v2.rs
index 77496f90f289c..dae7a3d1f6e32 100644
--- a/src/stream/src/executor/source/source_executor_v2.rs
+++ b/src/stream/src/executor/source/source_executor_v2.rs
@@ -14,6 +14,7 @@
 
 use std::fmt::Formatter;
 
+use anyhow::anyhow;
 use either::Either;
 use futures::StreamExt;
 use futures_async_stream::try_stream;
@@ -37,7 +38,7 @@ const WAIT_BARRIER_MULTIPLE_TIMES: u128 = 5;
 /// [`StreamSourceCore`] stores the necessary information for the source executor to execute on the
 /// external connector.
 pub struct StreamSourceCore<S: StateStore> {
-    table_id: TableId,
+    source_id: TableId,
     source_name: String,
 
     column_ids: Vec<ColumnId>,
@@ -59,6 +60,30 @@ pub struct StreamSourceCore<S: StateStore> {
     state_cache: HashMap<SplitId, SplitImpl>,
 }
 
+impl<S> StreamSourceCore<S>
+where
+    S: StateStore,
+{
+    pub fn new(
+        source_id: TableId,
+        source_name: String,
+        column_ids: Vec<ColumnId>,
+        source_desc_builder: SourceDescBuilderV2,
+        split_state_store: SourceStateTableHandler<S>,
+    ) -> Self {
+        Self {
+            source_id,
+            source_name,
+            column_ids,
+            source_identify: "Table_".to_string() + &source_id.table_id().to_string(),
+            source_desc_builder: Some(source_desc_builder),
+            stream_source_splits: Vec::new(),
+            split_state_store,
+            state_cache: HashMap::new(),
+        }
+    }
+}
+
 pub struct SourceExecutorV2<S: StateStore> {
     ctx: ActorContextRef,
 
@@ -123,7 +148,7 @@ impl<S: StateStore> SourceExecutorV2<S> {
                 source_desc.metrics.clone(),
                 SourceContext::new(
                     self.ctx.id,
-                    self.stream_source_core.as_ref().unwrap().table_id,
+                    self.stream_source_core.as_ref().unwrap().source_id,
                 ),
             )
             .await
@@ -249,7 +274,13 @@ impl<S: StateStore> SourceExecutorV2<S> {
             .recv()
             .stack_trace("source_recv_first_barrier")
             .await
-            .unwrap();
+            .ok_or_else(|| {
+                StreamExecutorError::from(anyhow!(
+                    "failed to receive the first barrier, actor_id: {:?}, source_id: {:?}",
+                    self.ctx.id,
+                    self.stream_source_core.as_ref().unwrap().source_id
+                ))
+            })?;
 
         let mut core = self.stream_source_core.unwrap();
 
@@ -295,11 +326,7 @@ impl<S: StateStore> SourceExecutorV2<S> {
         self.stream_source_core = Some(core);
 
         let recover_state: ConnectorState = (!boot_state.is_empty()).then_some(boot_state);
-        tracing::info!(
-            "start actor {:?} with state {:?}",
-            self.ctx.id,
-            recover_state
-        );
+        tracing::info!(actor_id = self.ctx.id, state = ?recover_state, "start with state");
 
         let source_chunk_reader = self
             .build_stream_source_reader(&source_desc, recover_state)
@@ -431,7 +458,12 @@ impl<S: StateStore> SourceExecutorV2<S> {
             .recv()
             .stack_trace("source_recv_first_barrier")
             .await
-            .unwrap();
+            .ok_or_else(|| {
+                StreamExecutorError::from(anyhow!(
+                    "failed to receive the first barrier, actor_id: {:?} with no stream source",
+                    self.ctx.id
+                ))
+            })?;
         yield Message::Barrier(barrier);
 
         while let Some(barrier) = barrier_receiver.recv().await {
@@ -466,7 +498,7 @@ impl<S: StateStore> Debug for SourceExecutorV2<S> {
     fn fmt(&self, f: &mut Formatter<'_>) -> std::fmt::Result {
         if let Some(core) = &self.stream_source_core {
             f.debug_struct("SourceExecutor")
-                .field("source_id", &core.table_id)
+                .field("source_id", &core.source_id)
                 .field("column_ids", &core.column_ids)
                 .field("pk_indices", &self.pk_indices)
                 .finish()
@@ -527,8 +559,8 @@ mod tests {
         ));
         let source_desc_builder = create_source_desc_builder(
             &schema,
-            row_id_index,
             pk_column_ids,
+            row_id_index,
             source_info,
             properties,
         );
@@ -538,7 +570,7 @@ mod tests {
         )
         .await;
         let core = StreamSourceCore::<MemoryStateStore> {
-            table_id,
+            source_id: table_id,
             column_ids,
             source_identify: "Table_".to_string() + &table_id.table_id().to_string(),
             source_desc_builder: Some(source_desc_builder),
@@ -614,8 +646,8 @@ mod tests {
 
         let source_desc_builder = create_source_desc_builder(
             &schema,
-            row_id_index,
             pk_column_ids,
+            row_id_index,
             source_info,
             properties,
         );
@@ -630,7 +662,7 @@ mod tests {
         .await;
 
         let core = StreamSourceCore::<MemoryStateStore> {
-            table_id,
+            source_id: table_id,
             column_ids: column_ids.clone(),
             source_identify: "Table_".to_string() + &table_id.table_id().to_string(),
             source_desc_builder: Some(source_desc_builder),
diff --git a/src/stream/src/executor/top_n/group_top_n.rs b/src/stream/src/executor/top_n/group_top_n.rs
index 336f849b1563f..745deffaa3618 100644
--- a/src/stream/src/executor/top_n/group_top_n.rs
+++ b/src/stream/src/executor/top_n/group_top_n.rs
@@ -27,12 +27,13 @@ use risingwave_storage::StateStore;
 use super::top_n_cache::TopNCacheTrait;
 use super::utils::*;
 use super::TopNCache;
-use crate::cache::{cache_may_stale, EvictableHashMap, ExecutorCache, LruManagerRef};
+use crate::cache::{cache_may_stale, new_unbounded, EvictableHashMap, ExecutorCache};
 use crate::common::table::state_table::StateTable;
 use crate::error::StreamResult;
 use crate::executor::error::StreamExecutorResult;
 use crate::executor::managed_state::top_n::ManagedTopNState;
 use crate::executor::{ActorContextRef, Executor, ExecutorInfo, PkIndices};
+use crate::task::AtomicU64RefOpt;
 
 pub type GroupTopNExecutor<K, S, const WITH_TIES: bool> =
     TopNExecutorWrapper<InnerGroupTopNExecutorNew<K, S, WITH_TIES>>;
@@ -48,7 +49,7 @@ impl<K: HashKey, S: StateStore, const WITH_TIES: bool> GroupTopNExecutor<K, S, W
         executor_id: u64,
         group_by: Vec<usize>,
         state_table: StateTable<S>,
-        lru_manager: Option<LruManagerRef>,
+        watermark_epoch: AtomicU64RefOpt,
         cache_size: usize,
     ) -> StreamResult<Self> {
         let info = input.info();
@@ -63,7 +64,7 @@ impl<K: HashKey, S: StateStore, const WITH_TIES: bool> GroupTopNExecutor<K, S, W
                 executor_id,
                 group_by,
                 state_table,
-                lru_manager,
+                watermark_epoch,
                 cache_size,
             )?,
         })
@@ -104,7 +105,7 @@ impl<K: HashKey, S: StateStore, const WITH_TIES: bool> InnerGroupTopNExecutorNew
         executor_id: u64,
         group_by: Vec<usize>,
         state_table: StateTable<S>,
-        lru_manager: Option<LruManagerRef>,
+        lru_manager: AtomicU64RefOpt,
         cache_size: usize,
     ) -> StreamResult<Self> {
         let ExecutorInfo {
@@ -137,9 +138,9 @@ pub struct GroupTopNCache<K: HashKey, const WITH_TIES: bool> {
 }
 
 impl<K: HashKey, const WITH_TIES: bool> GroupTopNCache<K, WITH_TIES> {
-    pub fn new(lru_manager: Option<LruManagerRef>, cache_size: usize) -> Self {
+    pub fn new(lru_manager: AtomicU64RefOpt, cache_size: usize) -> Self {
         let cache = if let Some(lru_manager) = lru_manager {
-            ExecutorCache::Managed(lru_manager.create_cache())
+            ExecutorCache::Managed(new_unbounded(lru_manager))
         } else {
             ExecutorCache::Local(EvictableHashMap::new(cache_size))
         };
diff --git a/src/stream/src/executor/watermark_filter.rs b/src/stream/src/executor/watermark_filter.rs
index c8205d5cccc0f..9f24f61138f04 100644
--- a/src/stream/src/executor/watermark_filter.rs
+++ b/src/stream/src/executor/watermark_filter.rs
@@ -214,7 +214,7 @@ impl<S: StateStore> WatermarkFilterExecutor<S> {
                         last_checkpoint_watermark = current_watermark.clone();
                         // Persist the watermark when checkpoint arrives.
                         let vnodes = table.get_vnodes();
-                        for vnode in vnodes.ones() {
+                        for vnode in vnodes.iter_ones() {
                             let pk = Some(ScalarImpl::Int16(vnode as _));
                             let row = [pk, Some(current_watermark.clone())];
                             // FIXME(yuhao): use upsert.
diff --git a/src/stream/src/from_proto/group_top_n.rs b/src/stream/src/from_proto/group_top_n.rs
index 485d038fdab6e..ae97e17f07e0f 100644
--- a/src/stream/src/from_proto/group_top_n.rs
+++ b/src/stream/src/from_proto/group_top_n.rs
@@ -20,9 +20,9 @@ use risingwave_common::util::sort_util::OrderPair;
 use risingwave_pb::stream_plan::GroupTopNNode;
 
 use super::*;
-use crate::cache::LruManagerRef;
 use crate::common::table::state_table::StateTable;
 use crate::executor::{ActorContextRef, GroupTopNExecutor};
+use crate::task::AtomicU64RefOpt;
 
 pub struct GroupTopNExecutorBuilder;
 
@@ -59,7 +59,7 @@ impl ExecutorBuilder for GroupTopNExecutorBuilder {
             executor_id: params.executor_id,
             group_by,
             state_table,
-            lru_manager: stream.context.lru_manager.clone(),
+            watermark_epoch: stream.get_watermark_epoch(),
             cache_size: 1 << 16,
             with_ties: node.with_ties,
             group_key_types,
@@ -77,7 +77,7 @@ struct GroupTopNExecutorDispatcherArgs<S: StateStore> {
     executor_id: u64,
     group_by: Vec<usize>,
     state_table: StateTable<S>,
-    lru_manager: Option<LruManagerRef>,
+    watermark_epoch: AtomicU64RefOpt,
     cache_size: usize,
     with_ties: bool,
     group_key_types: Vec<DataType>,
@@ -97,7 +97,7 @@ impl<S: StateStore> HashKeyDispatcher for GroupTopNExecutorDispatcherArgs<S> {
                 self.executor_id,
                 self.group_by,
                 self.state_table,
-                self.lru_manager,
+                self.watermark_epoch,
                 self.cache_size,
             )?
             .boxed()),
@@ -110,7 +110,7 @@ impl<S: StateStore> HashKeyDispatcher for GroupTopNExecutorDispatcherArgs<S> {
                 self.executor_id,
                 self.group_by,
                 self.state_table,
-                self.lru_manager,
+                self.watermark_epoch,
                 self.cache_size,
             )?
             .boxed()),
diff --git a/src/stream/src/from_proto/hash_agg.rs b/src/stream/src/from_proto/hash_agg.rs
index 087f13f45851c..b75dc19f8ef09 100644
--- a/src/stream/src/from_proto/hash_agg.rs
+++ b/src/stream/src/from_proto/hash_agg.rs
@@ -22,11 +22,11 @@ use risingwave_pb::stream_plan::HashAggNode;
 
 use super::agg_common::{build_agg_call_from_prost, build_agg_state_storages_from_proto};
 use super::*;
-use crate::cache::LruManagerRef;
 use crate::common::table::state_table::StateTable;
 use crate::executor::aggregation::{AggCall, AggStateStorage};
 use crate::executor::monitor::StreamingMetrics;
 use crate::executor::{ActorContextRef, HashAggExecutor, PkIndices};
+use crate::task::AtomicU64RefOpt;
 
 pub struct HashAggExecutorDispatcherArgs<S: StateStore> {
     ctx: ActorContextRef,
@@ -40,7 +40,7 @@ pub struct HashAggExecutorDispatcherArgs<S: StateStore> {
     group_by_cache_size: usize,
     extreme_cache_size: usize,
     executor_id: u64,
-    lru_manager: Option<LruManagerRef>,
+    watermark_epoch: AtomicU64RefOpt,
     metrics: Arc<StreamingMetrics>,
     chunk_size: usize,
 }
@@ -60,7 +60,7 @@ impl<S: StateStore> HashKeyDispatcher for HashAggExecutorDispatcherArgs<S> {
             self.group_key_indices,
             self.group_by_cache_size,
             self.extreme_cache_size,
-            self.lru_manager,
+            self.watermark_epoch,
             self.metrics,
             self.chunk_size,
         )?
@@ -126,7 +126,7 @@ impl ExecutorBuilder for HashAggExecutorBuilder {
             group_by_cache_size: stream.config.developer.unsafe_stream_hash_agg_cache_size,
             extreme_cache_size: stream.config.developer.unsafe_stream_extreme_cache_size,
             executor_id: params.executor_id,
-            lru_manager: stream.context.lru_manager.clone(),
+            watermark_epoch: stream.get_watermark_epoch(),
             metrics: params.executor_stats,
             chunk_size: params.env.config().developer.stream_chunk_size,
         };
diff --git a/src/stream/src/from_proto/hash_join.rs b/src/stream/src/from_proto/hash_join.rs
index 5182170a1a012..89770a0a046b0 100644
--- a/src/stream/src/from_proto/hash_join.rs
+++ b/src/stream/src/from_proto/hash_join.rs
@@ -21,11 +21,11 @@ use risingwave_pb::plan_common::JoinType as JoinTypeProto;
 use risingwave_pb::stream_plan::HashJoinNode;
 
 use super::*;
-use crate::cache::LruManagerRef;
 use crate::common::table::state_table::StateTable;
 use crate::executor::hash_join::*;
 use crate::executor::monitor::StreamingMetrics;
 use crate::executor::{ActorContextRef, PkIndices};
+use crate::task::AtomicU64RefOpt;
 
 pub struct HashJoinExecutorBuilder;
 
@@ -119,7 +119,7 @@ impl ExecutorBuilder for HashJoinExecutorBuilder {
             degree_state_table_l,
             state_table_r,
             degree_state_table_r,
-            lru_manager: stream.context.lru_manager.clone(),
+            lru_manager: stream.get_watermark_epoch(),
             is_append_only,
             metrics: params.executor_stats,
             join_type_proto: node.get_join_type()?,
@@ -148,7 +148,7 @@ struct HashJoinExecutorDispatcherArgs<S: StateStore> {
     degree_state_table_l: StateTable<S>,
     state_table_r: StateTable<S>,
     degree_state_table_r: StateTable<S>,
-    lru_manager: Option<LruManagerRef>,
+    lru_manager: AtomicU64RefOpt,
     is_append_only: bool,
     metrics: Arc<StreamingMetrics>,
     join_type_proto: JoinTypeProto,
diff --git a/src/stream/src/from_proto/lookup.rs b/src/stream/src/from_proto/lookup.rs
index ef8663cc82b38..7307373d3a8e6 100644
--- a/src/stream/src/from_proto/lookup.rs
+++ b/src/stream/src/from_proto/lookup.rs
@@ -70,7 +70,7 @@ impl ExecutorBuilder for LookupExecutorBuilder {
             arrange_join_key_indices: lookup.arrange_key.iter().map(|x| *x as usize).collect(),
             column_mapping: lookup.column_mapping.iter().map(|x| *x as usize).collect(),
             state_table,
-            lru_manager: stream_manager.context.lru_manager.clone(),
+            watermark_epoch: stream_manager.get_watermark_epoch(),
             cache_size: stream_manager
                 .config
                 .developer
diff --git a/src/stream/src/from_proto/mview.rs b/src/stream/src/from_proto/mview.rs
index de1296506ca41..1a803deccd98f 100644
--- a/src/stream/src/from_proto/mview.rs
+++ b/src/stream/src/from_proto/mview.rs
@@ -50,7 +50,7 @@ impl ExecutorBuilder for MaterializeExecutorBuilder {
             params.actor_context,
             params.vnode_bitmap.map(Arc::new),
             table,
-            stream.context.lru_manager.clone(),
+            stream.get_watermark_epoch(),
             1 << 16,
             handle_pk_conflict,
         )
@@ -95,7 +95,7 @@ impl ExecutorBuilder for ArrangeExecutorBuilder {
             params.actor_context,
             vnodes,
             table,
-            stream.context.lru_manager.clone(),
+            stream.get_watermark_epoch(),
             1 << 16,
             handle_pk_conflict,
         )
diff --git a/src/stream/src/from_proto/row_id_gen.rs b/src/stream/src/from_proto/row_id_gen.rs
index f0e872e29b97a..8f8d71d2b5aaf 100644
--- a/src/stream/src/from_proto/row_id_gen.rs
+++ b/src/stream/src/from_proto/row_id_gen.rs
@@ -38,6 +38,7 @@ impl ExecutorBuilder for RowIdGenExecutorBuilder {
             .vnode_bitmap
             .expect("vnodes not set for row id gen executor");
         let executor = RowIdGenExecutor::new(
+            params.actor_context,
             upstream,
             params.schema,
             params.pk_indices,
diff --git a/src/stream/src/from_proto/sink.rs b/src/stream/src/from_proto/sink.rs
index ad39df912cdd4..3b0a258a00b58 100644
--- a/src/stream/src/from_proto/sink.rs
+++ b/src/stream/src/from_proto/sink.rs
@@ -13,10 +13,11 @@
 // limitations under the License.
 
 use risingwave_common::catalog::Field;
+use risingwave_connector::sink::SinkConfig;
 use risingwave_pb::stream_plan::SinkNode;
 
 use super::*;
-use crate::executor::SinkExecutor;
+use crate::executor::{SinkExecutor, StreamExecutorError};
 
 pub struct SinkExecutorBuilder;
 
@@ -32,18 +33,25 @@ impl ExecutorBuilder for SinkExecutorBuilder {
     ) -> StreamResult<BoxedExecutor> {
         let [materialize_executor]: [_; 1] = params.input.try_into().unwrap();
 
-        let properties = node.get_properties();
+        let mut properties = node.get_properties().clone();
         let pk_indices = node
             .sink_pk
             .iter()
             .map(|idx| *idx as usize)
             .collect::<Vec<_>>();
         let schema = node.fields.iter().map(Field::from).collect();
+        // This field can be used to distinguish a specific actor in parallelism to prevent
+        // transaction execution errors
+        properties.insert(
+            "identifier".to_string(),
+            format!("sink-{:?}", params.executor_id),
+        );
+        let config = SinkConfig::from_hashmap(properties).map_err(StreamExecutorError::from)?;
 
         Ok(Box::new(SinkExecutor::new(
             materialize_executor,
             stream.streaming_metrics.clone(),
-            properties.clone(),
+            config,
             params.executor_id,
             params.env.connector_params(),
             schema,
diff --git a/src/stream/src/from_proto/source.rs b/src/stream/src/from_proto/source.rs
index b09b0ce1cda42..8e99c04458b6d 100644
--- a/src/stream/src/from_proto/source.rs
+++ b/src/stream/src/from_proto/source.rs
@@ -15,12 +15,14 @@
 use risingwave_common::catalog::{ColumnId, Field, Schema, TableId};
 use risingwave_common::types::DataType;
 use risingwave_pb::stream_plan::SourceNode;
-use risingwave_source::SourceDescBuilder;
+use risingwave_source::connector_source::SourceDescBuilderV2;
+use risingwave_storage::panic_store::PanicStateStore;
 use tokio::sync::mpsc::unbounded_channel;
 
 use super::*;
+use crate::executor::source_executor_v2::{SourceExecutorV2, StreamSourceCore};
 use crate::executor::state_table_handler::SourceStateTableHandler;
-use crate::executor::{FsSourceExecutor, SourceExecutor};
+use crate::executor::FsSourceExecutor;
 
 pub struct SourceExecutorBuilder;
 
@@ -40,87 +42,105 @@ impl ExecutorBuilder for SourceExecutorBuilder {
             .lock_barrier_manager()
             .register_sender(params.actor_context.id, sender);
 
-        let source_id = TableId::new(node.source_id);
-        let source_name = node.source_name.clone();
+        if let Some(source) = &node.source_inner {
+            let source_id = TableId::new(source.source_id);
+            let source_name = source.source_name.clone();
 
-        let source_builder = SourceDescBuilder::new(
-            source_id,
-            node.row_id_index.clone(),
-            node.columns.clone(),
-            node.pk_column_ids.clone(),
-            node.properties.clone(),
-            node.get_info()?.get_source_info()?.clone(),
-            params.env.source_manager_ref(),
-            params.env.connector_params(),
-        );
+            let source_desc_builder = SourceDescBuilderV2::new(
+                source.columns.clone(),
+                params.env.source_metrics(),
+                source.pk_column_ids.clone(),
+                source.row_id_index.clone(),
+                source.properties.clone(),
+                source.get_info()?.clone(),
+                params.env.connector_params(),
+                params
+                    .env
+                    .config()
+                    .developer
+                    .stream_connector_message_buffer_size,
+            );
 
-        let columns = node.columns.clone();
-        let column_ids: Vec<_> = columns
-            .iter()
-            .map(|column| ColumnId::from(column.get_column_desc().unwrap().column_id))
-            .collect();
-        let fields = columns
-            .iter()
-            .map(|prost| {
-                let column_desc = prost.column_desc.as_ref().unwrap();
-                let data_type = DataType::from(column_desc.column_type.as_ref().unwrap());
-                let name = column_desc.name.clone();
-                Field::with_name(data_type, name)
-            })
-            .collect();
-        let schema = Schema::new(fields);
+            let column_ids: Vec<_> = source
+                .columns
+                .iter()
+                .map(|column| ColumnId::from(column.get_column_desc().unwrap().column_id))
+                .collect();
+            let fields = source
+                .columns
+                .iter()
+                .map(|prost| {
+                    let column_desc = prost.column_desc.as_ref().unwrap();
+                    let data_type = DataType::from(column_desc.column_type.as_ref().unwrap());
+                    let name = column_desc.name.clone();
+                    Field::with_name(data_type, name)
+                })
+                .collect();
+            let schema = Schema::new(fields);
 
-        let vnodes = params
-            .vnode_bitmap
-            .expect("vnodes not set for source executor");
+            let state_table_handler = SourceStateTableHandler::from_table_catalog(
+                source.state_table.as_ref().unwrap(),
+                store.clone(),
+            )
+            .await;
 
-        let state_table_handler =
-            SourceStateTableHandler::from_table_catalog(node.state_table.as_ref().unwrap(), store)
-                .await;
+            // so ugly here, need some graceful method
+            let is_s3 = source
+                .properties
+                .get("connector")
+                .map(|s| s.to_lowercase())
+                .unwrap_or_default()
+                .eq("s3");
+            if is_s3 {
+                Ok(Box::new(FsSourceExecutor::new(
+                    params.actor_context,
+                    source_desc_builder,
+                    source_id,
+                    source_name,
+                    state_table_handler,
+                    column_ids,
+                    schema,
+                    params.pk_indices,
+                    barrier_receiver,
+                    params.executor_id,
+                    params.operator_id,
+                    params.op_info,
+                    params.executor_stats,
+                    stream.config.barrier_interval_ms as u64,
+                )?))
+            } else {
+                let stream_source_core = StreamSourceCore::new(
+                    source_id,
+                    source_name,
+                    column_ids,
+                    source_desc_builder,
+                    state_table_handler,
+                );
 
-        // so ugly here, need some graceful method
-        let is_s3 = node
-            .properties
-            .get("connector")
-            .map(|s| s.to_lowercase())
-            .unwrap_or_default()
-            .eq("s3");
-        if is_s3 {
-            Ok(Box::new(FsSourceExecutor::new(
-                params.actor_context,
-                source_builder,
-                source_id,
-                source_name,
-                vnodes,
-                state_table_handler,
-                column_ids,
-                schema,
-                params.pk_indices,
-                barrier_receiver,
-                params.executor_id,
-                params.operator_id,
-                params.op_info,
-                params.executor_stats,
-                stream.config.barrier_interval_ms as u64,
-            )?))
+                Ok(Box::new(SourceExecutorV2::new(
+                    params.actor_context,
+                    schema,
+                    params.pk_indices,
+                    Some(stream_source_core),
+                    params.executor_stats,
+                    barrier_receiver,
+                    stream.config.barrier_interval_ms as u64,
+                    params.executor_id,
+                )))
+            }
         } else {
-            Ok(Box::new(SourceExecutor::new(
+            // If there is no external stream source, then no data should be persisted. We pass a
+            // `PanicStateStore` type here for indication.
+            Ok(Box::new(SourceExecutorV2::<PanicStateStore>::new(
                 params.actor_context,
-                source_builder,
-                source_id,
-                source_name,
-                vnodes,
-                state_table_handler,
-                column_ids,
-                schema,
+                params.schema,
                 params.pk_indices,
-                barrier_receiver,
-                params.executor_id,
-                params.operator_id,
-                params.op_info,
+                None,
                 params.executor_stats,
+                barrier_receiver,
                 stream.config.barrier_interval_ms as u64,
-            )?))
+                params.executor_id,
+            )))
         }
     }
 }
diff --git a/src/stream/src/task/barrier_manager/managed_state.rs b/src/stream/src/task/barrier_manager/managed_state.rs
index 5e12df5aa5a4c..2d1d522fb2be9 100644
--- a/src/stream/src/task/barrier_manager/managed_state.rs
+++ b/src/stream/src/task/barrier_manager/managed_state.rs
@@ -153,6 +153,7 @@ impl ManagedBarrierState {
 
     /// Clear and reset all states.
     pub(crate) fn clear_all_states(&mut self) {
+        tracing::debug!("clear all states in local barrier manager");
         self.epoch_barrier_state_map.clear();
         self.create_mview_progress.clear();
         self.failure_actors.clear();
diff --git a/src/stream/src/task/env.rs b/src/stream/src/task/env.rs
index 692236c024eb4..16c7ad28b2d1c 100644
--- a/src/stream/src/task/env.rs
+++ b/src/stream/src/task/env.rs
@@ -18,7 +18,7 @@ use risingwave_common::config::StreamingConfig;
 use risingwave_common::util::addr::HostAddr;
 use risingwave_connector::ConnectorParams;
 use risingwave_source::dml_manager::DmlManagerRef;
-use risingwave_source::{TableSourceManager, TableSourceManagerRef};
+use risingwave_source::monitor::SourceMetrics;
 use risingwave_storage::StateStoreImpl;
 
 pub(crate) type WorkerNodeId = u32;
@@ -33,9 +33,6 @@ pub struct StreamEnvironment {
     /// Parameters used by connector nodes.
     connector_params: ConnectorParams,
 
-    /// Reference to the source manager.
-    source_manager: TableSourceManagerRef,
-
     /// Streaming related configurations.
     config: Arc<StreamingConfig>,
 
@@ -47,26 +44,29 @@ pub struct StreamEnvironment {
 
     /// Manages dml information.
     dml_manager: DmlManagerRef,
+
+    /// Metrics for source.
+    source_metrics: Arc<SourceMetrics>,
 }
 
 impl StreamEnvironment {
     pub fn new(
-        source_manager: TableSourceManagerRef,
         server_addr: HostAddr,
         connector_params: ConnectorParams,
         config: Arc<StreamingConfig>,
         worker_id: WorkerNodeId,
         state_store: StateStoreImpl,
         dml_manager: DmlManagerRef,
+        source_metrics: Arc<SourceMetrics>,
     ) -> Self {
         StreamEnvironment {
             server_addr,
             connector_params,
-            source_manager,
             config,
             worker_id,
             state_store,
             dml_manager,
+            source_metrics,
         }
     }
 
@@ -78,13 +78,13 @@ impl StreamEnvironment {
         StreamEnvironment {
             server_addr: "127.0.0.1:5688".parse().unwrap(),
             connector_params: ConnectorParams::new(None),
-            source_manager: Arc::new(TableSourceManager::default()),
             config: Arc::new(StreamingConfig::default()),
             worker_id: WorkerNodeId::default(),
             state_store: StateStoreImpl::shared_in_memory_store(Arc::new(
                 StateStoreMetrics::unused(),
             )),
             dml_manager: Arc::new(DmlManager::default()),
+            source_metrics: Arc::new(SourceMetrics::default()),
         }
     }
 
@@ -92,14 +92,6 @@ impl StreamEnvironment {
         &self.server_addr
     }
 
-    pub fn source_manager(&self) -> &TableSourceManager {
-        &self.source_manager
-    }
-
-    pub fn source_manager_ref(&self) -> TableSourceManagerRef {
-        self.source_manager.clone()
-    }
-
     pub fn config(&self) -> &StreamingConfig {
         self.config.as_ref()
     }
@@ -119,4 +111,8 @@ impl StreamEnvironment {
     pub fn dml_manager_ref(&self) -> DmlManagerRef {
         self.dml_manager.clone()
     }
+
+    pub fn source_metrics(&self) -> Arc<SourceMetrics> {
+        self.source_metrics.clone()
+    }
 }
diff --git a/src/stream/src/task/mod.rs b/src/stream/src/task/mod.rs
index 8f26d11e65937..4813def309977 100644
--- a/src/stream/src/task/mod.rs
+++ b/src/stream/src/task/mod.rs
@@ -22,10 +22,8 @@ use risingwave_common::util::addr::HostAddr;
 use risingwave_pb::common::ActorInfo;
 use risingwave_rpc_client::ComputeClientPool;
 
-use crate::cache::{LruManager, LruManagerRef};
 use crate::error::StreamResult;
 use crate::executor::exchange::permit::{self, Receiver, Sender};
-use crate::executor::monitor::StreamingMetrics;
 
 mod barrier_manager;
 mod env;
@@ -81,8 +79,6 @@ pub struct SharedContext {
 
     pub(crate) barrier_manager: Arc<Mutex<LocalBarrierManager>>,
 
-    pub(crate) lru_manager: Option<LruManagerRef>,
-
     pub(crate) config: StreamingConfig,
 }
 
@@ -95,30 +91,12 @@ impl std::fmt::Debug for SharedContext {
 }
 
 impl SharedContext {
-    pub fn new(
-        addr: HostAddr,
-        state_store: StateStoreImpl,
-        streaming_metrics: Arc<StreamingMetrics>,
-        config: &StreamingConfig,
-        total_memory_available_bytes: usize,
-    ) -> Self {
-        let create_lru_manager = || {
-            let mgr = LruManager::new(
-                total_memory_available_bytes,
-                config.barrier_interval_ms,
-                streaming_metrics,
-            );
-            // Run a background memory monitor
-            tokio::spawn(mgr.clone().run());
-            mgr
-        };
-        let enable_managed_cache = config.developer.stream_enable_managed_cache;
+    pub fn new(addr: HostAddr, state_store: StateStoreImpl, config: &StreamingConfig) -> Self {
         Self {
             channel_map: Default::default(),
             actor_infos: Default::default(),
             addr,
             compute_client_pool: ComputeClientPool::default(),
-            lru_manager: enable_managed_cache.then(create_lru_manager),
             barrier_manager: Arc::new(Mutex::new(LocalBarrierManager::new(state_store))),
             config: config.clone(),
         }
@@ -134,7 +112,6 @@ impl SharedContext {
             barrier_manager: Arc::new(Mutex::new(LocalBarrierManager::new(
                 StateStoreImpl::for_test(),
             ))),
-            lru_manager: None,
             config: StreamingConfig::default(),
         }
     }
diff --git a/src/stream/src/task/stream_manager.rs b/src/stream/src/task/stream_manager.rs
index 9c70859326600..a999fd7430b58 100644
--- a/src/stream/src/task/stream_manager.rs
+++ b/src/stream/src/task/stream_manager.rs
@@ -16,6 +16,7 @@ use core::time::Duration;
 use std::collections::HashMap;
 use std::fmt::Debug;
 use std::io::Write;
+use std::sync::atomic::AtomicU64;
 use std::sync::Arc;
 
 use anyhow::{anyhow, Context};
@@ -52,6 +53,8 @@ pub static LOCAL_TEST_ADDR: std::sync::LazyLock<HostAddr> =
 
 pub type ActorHandle = JoinHandle<()>;
 
+pub type AtomicU64RefOpt = Option<Arc<AtomicU64>>;
+
 pub struct LocalStreamManagerCore {
     /// Runtime for the streaming actors.
     runtime: &'static tokio::runtime::Runtime,
@@ -80,6 +83,9 @@ pub struct LocalStreamManagerCore {
 
     /// Manages the stack traces of all actors.
     stack_trace_manager: Option<StackTraceManager<ActorId>>,
+
+    /// Watermark epoch number.
+    watermark_epoch: Option<Arc<AtomicU64>>,
 }
 
 /// `LocalStreamManager` manages all stream executors in this project.
@@ -156,7 +162,6 @@ impl LocalStreamManager {
         streaming_metrics: Arc<StreamingMetrics>,
         config: StreamingConfig,
         async_stack_trace_config: Option<TraceConfig>,
-        total_memory_available_bytes: usize,
     ) -> Self {
         Self::with_core(LocalStreamManagerCore::new(
             addr,
@@ -164,7 +169,6 @@ impl LocalStreamManager {
             streaming_metrics,
             config,
             async_stack_trace_config,
-            total_memory_available_bytes,
         ))
     }
 
@@ -307,10 +311,10 @@ impl LocalStreamManager {
 
     /// Force stop all actors on this worker.
     pub async fn stop_all_actors(&self) -> StreamResult<()> {
+        self.core.lock().await.drop_all_actors();
         // Clear shared buffer in storage to release memory
         self.clear_storage_buffer().await;
         self.clear_all_senders_and_collect_rx();
-        self.core.lock().await.drop_all_actors();
 
         Ok(())
     }
@@ -360,6 +364,13 @@ impl LocalStreamManager {
         let core = self.core.lock().await;
         core.config.clone()
     }
+
+    /// After memory manager is created, it will store the watermark epoch in stream manager, so
+    /// stream executor can get it to build managed cache.
+    pub async fn set_watermark_epoch(&self, watermark_epoch: Option<Arc<AtomicU64>>) {
+        let mut guard = self.core.lock().await;
+        guard.watermark_epoch = watermark_epoch;
+    }
 }
 
 fn update_upstreams(context: &SharedContext, ids: &[UpDownActorIds]) {
@@ -377,15 +388,8 @@ impl LocalStreamManagerCore {
         streaming_metrics: Arc<StreamingMetrics>,
         config: StreamingConfig,
         async_stack_trace_config: Option<TraceConfig>,
-        total_memory_available_bytes: usize,
     ) -> Self {
-        let context = SharedContext::new(
-            addr,
-            state_store.clone(),
-            streaming_metrics.clone(),
-            &config,
-            total_memory_available_bytes,
-        );
+        let context = SharedContext::new(addr, state_store.clone(), &config);
         Self::new_inner(
             state_store,
             context,
@@ -425,6 +429,7 @@ impl LocalStreamManagerCore {
             streaming_metrics,
             config,
             stack_trace_manager: async_stack_trace_config.map(StackTraceManager::new),
+            watermark_epoch: None,
         }
     }
 
@@ -834,6 +839,11 @@ impl LocalStreamManagerCore {
         }
         Ok(())
     }
+
+    /// When executor need to create cache, it will call this needs the watermark epoch for evict.
+    pub fn get_watermark_epoch(&self) -> AtomicU64RefOpt {
+        self.watermark_epoch.clone()
+    }
 }
 
 #[cfg(test)]
diff --git a/src/tests/simulation/tests/nexmark_source.rs b/src/tests/simulation/tests/nexmark_source.rs
index 3787fae003eb6..2a48fb2d4daf7 100644
--- a/src/tests/simulation/tests/nexmark_source.rs
+++ b/src/tests/simulation/tests/nexmark_source.rs
@@ -23,17 +23,20 @@ use risingwave_simulation::ctl_ext::predicate::identity_contains;
 use risingwave_simulation::nexmark::{NexmarkCluster, THROUGHPUT};
 use risingwave_simulation::utils::AssertResult;
 
-/// Check that the number of generated events is correct after scaling of source executor.
+/// Check that everything works well after scaling of source-related executor.
 #[madsim::test]
 async fn nexmark_source() -> Result<()> {
     let events = 20 * THROUGHPUT;
 
     let mut cluster = NexmarkCluster::new(Configuration::for_scale(), 6, Some(events)).await?;
 
+    // Materialize all sources so that we can also check whether the row id generator is working
+    // correctly after scaling.
+    // https://github.com/risingwavelabs/risingwave/issues/7103
     for table in ["person", "auction", "bid"] {
         cluster
             .run(&format!(
-                "create materialized view count_{table} as select count(*) count_{table} from {table};"
+                "create materialized view materialized_{table} as select * from {table};"
             ))
             .await?;
     }
@@ -57,9 +60,15 @@ async fn nexmark_source() -> Result<()> {
     reschedule!();
 
     sleep(Duration::from_secs(30)).await;
+
+    // Check the total number of events.
     cluster
         .run(
-            "select count_person + count_auction + count_bid from count_person, count_auction, count_bid;",
+            r#"
+with count_p as (select count(*) count_p from materialized_person),
+     count_a as (select count(*) count_a from materialized_auction),
+     count_b as (select count(*) count_b from materialized_bid)
+select count_p + count_a + count_b from count_p, count_a, count_b;"#,
         )
         .await?
         .assert_result_eq(events.to_string());
diff --git a/src/utils/runtime/src/lib.rs b/src/utils/runtime/src/lib.rs
index 1f73ca30225d8..2f4607f2584dd 100644
--- a/src/utils/runtime/src/lib.rs
+++ b/src/utils/runtime/src/lib.rs
@@ -16,20 +16,29 @@
 
 #![feature(panic_update_hook)]
 
+use std::env;
 use std::path::PathBuf;
 use std::time::Duration;
 
 use futures::Future;
 use tracing::Level;
-use tracing_subscriber::filter;
+use tracing_subscriber::filter::{Directive, Targets};
 use tracing_subscriber::layer::SubscriberExt;
 use tracing_subscriber::prelude::*;
+use tracing_subscriber::{filter, EnvFilter};
+
+// ============================================================================
+// BEGIN SECTION: frequently used log configurations for debugging
+// ============================================================================
 
 /// Dump logs of all SQLs, i.e., tracing target `pgwire_query_log` to `.risingwave/log/query.log`.
 ///
 /// Changing the level of `pgwire` to `TRACE` in `configure_risingwave_targets_fmt` can also turn on
 /// the logs, but without a dedicated file.
 const ENABLE_QUERY_LOG_FILE: bool = false;
+/// Use an [excessively pretty, human-readable formatter](tracing_subscriber::fmt::format::Pretty).
+/// Includes line numbers for each log.
+const ENABLE_PRETTY_LOG: bool = false;
 
 /// Configure log targets for all `RisingWave` crates. When new crates are added and TRACE level
 /// logs are needed, add them here.
@@ -58,6 +67,10 @@ fn configure_risingwave_targets_fmt(targets: filter::Targets) -> filter::Targets
     // }
 }
 
+/// ===========================================================================
+/// END SECTION
+/// ===========================================================================
+
 pub struct LoggerSettings {
     /// Enable tokio console output.
     enable_tokio_console: bool,
@@ -94,11 +107,18 @@ pub fn set_panic_hook() {
 
 /// Init logger for RisingWave binaries.
 pub fn init_risingwave_logger(settings: LoggerSettings) {
-    let fmt_layer = {
-        // Configure log output to stdout
+    let mut layers = vec![];
+
+    // fmt layer (formatting and logging to stdout)
+    {
         let fmt_layer = tracing_subscriber::fmt::layer()
             .compact()
             .with_ansi(settings.colorful);
+        let fmt_layer = if ENABLE_PRETTY_LOG {
+            fmt_layer.pretty().boxed()
+        } else {
+            fmt_layer.boxed()
+        };
 
         let filter = filter::Targets::new()
             .with_target("aws_sdk_s3", Level::INFO)
@@ -114,18 +134,14 @@ pub fn init_risingwave_logger(settings: LoggerSettings) {
             .with_target("reqwest", Level::WARN)
             .with_target("sled", Level::INFO);
 
-        // Configure RisingWave's own crates to log at TRACE level, uncomment the following line if
-        // needed.
-
         let filter = configure_risingwave_targets_fmt(filter);
 
         // Enable DEBUG level for all other crates
-        // TODO: remove this in release mode
+        #[cfg(debug_assertions)]
         let filter = filter.with_default(Level::DEBUG);
 
-        fmt_layer.with_filter(filter)
+        layers.push(fmt_layer.with_filter(to_env_filter(filter)).boxed());
     };
-    let mut layers = vec![fmt_layer.boxed()];
 
     if ENABLE_QUERY_LOG_FILE {
         let query_log_path = ".risingwave/log/query.log";
@@ -192,6 +208,34 @@ pub fn init_risingwave_logger(settings: LoggerSettings) {
     // TODO: add file-appender tracing subscriber in the future
 }
 
+/// Returns a `EnvFilter` that
+/// 1. inherits given `filter`'s target-LevelFilter pairs and default-LevelFilter.
+/// 2. parses `RUST_LOG` environment variable and adds these filters.
+///
+/// Filters from step 1 will be overwritten by filters from step 2 that matches.
+fn to_env_filter(filter: Targets) -> EnvFilter {
+    let mut env_filter = EnvFilter::new("");
+    for (target, level) in filter.iter() {
+        let directive = format!("{}={}", target, level).parse().unwrap();
+        env_filter = env_filter.add_directive(directive);
+    }
+    if let Some(g) = filter.default_level() {
+        env_filter = env_filter.add_directive(g.into());
+    }
+    if let Ok(rust_log) = env::var(EnvFilter::DEFAULT_ENV) {
+        if rust_log.is_empty() {
+            return env_filter;
+        }
+        let directives = rust_log
+            .split(',')
+            .map(|s: &str| s.parse::<Directive>().expect("failed to parse RUST_LOG"));
+        for directive in directives {
+            env_filter = env_filter.add_directive(directive);
+        }
+    }
+    env_filter
+}
+
 /// Enable parking lot's deadlock detection.
 pub fn enable_parking_lot_deadlock_detection() {
     tracing::info!("parking lot deadlock detection enabled");
diff --git a/src/utils/task_stats_alloc/src/lib.rs b/src/utils/task_stats_alloc/src/lib.rs
index 84e702ba34281..d3c29a9138d47 100644
--- a/src/utils/task_stats_alloc/src/lib.rs
+++ b/src/utils/task_stats_alloc/src/lib.rs
@@ -195,18 +195,23 @@ where
 
     unsafe fn realloc(&self, ptr: *mut u8, layout: Layout, new_size: usize) -> *mut u8 {
         let (wrapped_layout, offset) = wrap_layout(layout);
+        // SAFETY: the caller must ensure that the `new_size` does not overflow.
+        let (new_wrapped_layout, new_offset) =
+            wrap_layout(Layout::from_size_align_unchecked(new_size, layout.align()));
+        let new_wrapped_size = new_wrapped_layout.size();
+
         let ptr = ptr.wrapping_sub(offset);
 
         let bytes: TaskLocalBytesAllocated = *ptr.cast();
-        bytes.add(new_size);
         bytes.sub(layout.size());
+        bytes.add(new_size);
 
-        let ptr = self.0.realloc(ptr, wrapped_layout, new_size + offset);
+        let ptr = self.0.realloc(ptr, wrapped_layout, new_wrapped_size);
         if ptr.is_null() {
             ptr
         } else {
             *ptr.cast() = bytes;
-            ptr.wrapping_add(offset)
+            ptr.wrapping_add(new_offset)
         }
     }
 }