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diff --git a/grafana/risingwave-dashboard.py b/grafana/risingwave-dashboard.py
index 36879988ffd42..922761ce57395 100644
--- a/grafana/risingwave-dashboard.py
+++ b/grafana/risingwave-dashboard.py
@@ -383,6 +383,34 @@ def section_streaming(panels):
                     "rate(meta_barrier_duration_seconds_sum[$__rate_interval]) / rate(meta_barrier_duration_seconds_count[$__rate_interval])", "barrier_latency_avg"
                 ),
             ]),
+        panels.timeseries_latency(
+            "Barrier In-Flight Latency",
+            quantile(lambda quantile, legend: panels.target(
+                f"histogram_quantile({quantile}, sum(rate(stream_barrier_inflight_duration_seconds_bucket[$__rate_interval])) by (le))", f"barrier_inflight_latency_p{legend}"
+            ), [50, 90, 99, 999, "max"]) + [
+                panels.target(
+                    "max(sum by(le, instance)(rate(stream_barrier_inflight_duration_seconds_sum[$__rate_interval]))  / sum by(le, instance)(rate(stream_barrier_inflight_duration_seconds_count[$__rate_interval])))", "barrier_inflight_latency_avg"
+                ),
+            ]),
+        panels.timeseries_latency(
+            "Barrier Sync Latency",
+
+            quantile(lambda quantile, legend: panels.target(
+                f"histogram_quantile({quantile}, sum(rate(stream_barrier_sync_storage_duration_seconds_bucket[$__rate_interval])) by (le,instance))", f"barrier_sync_latency_p{legend}"+" - computer @ {{instance}}"
+            ), [50, 90, 99, 999, "max"]) + [
+                panels.target(
+                    "sum by(le, instance)(rate(stream_barrier_sync_storage_duration_seconds_sum[$__rate_interval]))  / sum by(le, instance)(rate(stream_barrier_sync_storage_duration_seconds_count[$__rate_interval]))", "barrier_sync_latency_avg - computer @ {{instance}}"
+                ),
+            ]),
+        panels.timeseries_latency(
+            "Barrier Wait Commit Latency",
+            quantile(lambda quantile, legend: panels.target(
+                f"histogram_quantile({quantile}, sum(rate(meta_barrier_wait_commit_duration_seconds_bucket[$__rate_interval])) by (le))", f"barrier_wait_commit_latency_p{legend}"
+            ), [50, 90, 99, 999, "max"]) + [
+                panels.target(
+                    "rate(meta_barrier_wait_commit_duration_seconds_sum[$__rate_interval]) / rate(meta_barrier_wait_commit_duration_seconds_count[$__rate_interval])", "barrier_wait_commit_avg"
+                ),
+            ]),
         panels.timeseries_rowsps("Source Throughput", [
             panels.target(
                 "rate(stream_source_output_rows_counts[$__rate_interval])", "source={{source_id}} @ {{instance}}"
@@ -790,6 +818,11 @@ def section_hummock(panels):
                 "sum(rate(state_store_shared_buffer_to_sstable_size_sum[$__rate_interval]))by(job,instance) / sum(rate(state_store_shared_buffer_to_sstable_size_count[$__rate_interval]))by(job,instance)", "sync - {{job}} @ {{instance}}"
             ),
         ]),
+        panels.timeseries_bytes("Checkpoint Sync Size", [
+            panels.target(
+                "sum by(le, job, instance) (rate(state_store_write_l0_size_per_epoch_sum[$__rate_interval])) / sum by(le, job, instance) (rate(state_store_write_l0_size_per_epoch_count[$__rate_interval]))", "avg - {{job}} @ {{instance}}"
+            ),
+        ]),
         panels.timeseries_bytes("Cache Size", [
             panels.target(
                 "avg(state_store_meta_cache_size) by (job,instance)", "meta cache - {{job}} @ {{instance}}"
diff --git a/src/meta/src/barrier/mod.rs b/src/meta/src/barrier/mod.rs
index cb9e64c9333ab..43eb6f682d1bf 100644
--- a/src/meta/src/barrier/mod.rs
+++ b/src/meta/src/barrier/mod.rs
@@ -222,19 +222,22 @@ struct CheckpointControl<S: MetaStore> {
     adding_actors: HashSet<ActorId>,
     /// The barrier does not send or collect these actors, even if they are `Running`.
     removing_actors: HashSet<ActorId>,
+
+    metrics: Arc<MetaMetrics>,
 }
 
 impl<S> CheckpointControl<S>
 where
     S: MetaStore,
 {
-    fn new() -> Self {
+    fn new(metrics: Arc<MetaMetrics>) -> Self {
         Self {
             command_ctx_queue: Default::default(),
             creating_tables: Default::default(),
             dropping_tables: Default::default(),
             adding_actors: Default::default(),
             removing_actors: Default::default(),
+            metrics,
         }
     }
 
@@ -315,26 +318,25 @@ where
         }
     }
 
-    /// Return the nums of barrier (the nums of in-flight-barrier, the nums of all-barrier).
-    fn get_barrier_len(&self) -> (usize, usize) {
-        (
+    /// Update the metrics of barrier nums.
+    fn update_barrier_nums_metrics(&self) {
+        self.metrics.in_flight_barrier_nums.set(
             self.command_ctx_queue
                 .iter()
                 .filter(|x| matches!(x.state, InFlight))
-                .count(),
-            self.command_ctx_queue.len(),
-        )
+                .count() as i64,
+        );
+        self.metrics
+            .all_barrier_nums
+            .set(self.command_ctx_queue.len() as i64);
     }
 
     /// Inject a `command_ctx` in `command_ctx_queue`, and its state is `InFlight`.
-    fn inject(
-        &mut self,
-        command_ctx: Arc<CommandContext<S>>,
-        notifiers: SmallVec<[Notifier; 1]>,
-        timer: HistogramTimer,
-    ) {
+    fn inject(&mut self, command_ctx: Arc<CommandContext<S>>, notifiers: SmallVec<[Notifier; 1]>) {
+        let timer = self.metrics.barrier_latency.start_timer();
         self.command_ctx_queue.push_back(EpochNode {
             timer: Some(timer),
+            wait_commit_timer: None,
             state: InFlight,
             command_ctx,
             notifiers,
@@ -349,12 +351,14 @@ where
         result: Result<Vec<BarrierCompleteResponse>>,
     ) -> Vec<EpochNode<S>> {
         // change state to complete, and wait for nodes with the smaller epoch to commit
+        let wait_commit_timer = self.metrics.barrier_wait_commit_latency.start_timer();
         if let Some(node) = self
             .command_ctx_queue
             .iter_mut()
             .find(|x| x.command_ctx.prev_epoch.0 == prev_epoch)
         {
             assert!(matches!(node.state, InFlight));
+            node.wait_commit_timer = Some(wait_commit_timer);
             node.state = Completed(result);
         };
         // Find all continuous nodes with 'Complete' starting from first node
@@ -430,6 +434,8 @@ where
 pub struct EpochNode<S: MetaStore> {
     /// Timer for recording barrier latency, taken after `complete_barriers`.
     timer: Option<HistogramTimer>,
+    /// The timer of `barrier_wait_commit_latency`
+    wait_commit_timer: Option<HistogramTimer>,
     /// Whether this barrier is in-flight or completed.
     state: BarrierEpochState,
     /// Context of this command to generate barrier and do some post jobs.
@@ -536,7 +542,7 @@ where
         min_interval.set_missed_tick_behavior(tokio::time::MissedTickBehavior::Delay);
         let mut barrier_timer: Option<HistogramTimer> = None;
         let (barrier_complete_tx, mut barrier_complete_rx) = tokio::sync::mpsc::unbounded_channel();
-        let mut checkpoint_control = CheckpointControl::new();
+        let mut checkpoint_control = CheckpointControl::new(self.metrics.clone());
         loop {
             tokio::select! {
                 biased;
@@ -546,11 +552,7 @@ where
                     return;
                 }
                 result = barrier_complete_rx.recv() => {
-                    let (in_flight_nums, all_nums) = checkpoint_control.get_barrier_len();
-                    self.metrics
-                        .in_flight_barrier_nums
-                        .set(in_flight_nums as i64);
-                    self.metrics.all_barrier_nums.set(all_nums as i64);
+                    checkpoint_control.update_barrier_nums_metrics();
 
                     let (prev_epoch, result) = result.unwrap();
                     self.barrier_complete_and_commit(
@@ -610,8 +612,7 @@ where
             ));
             let mut notifiers = notifiers;
             notifiers.iter_mut().for_each(Notifier::notify_to_send);
-            let timer = self.metrics.barrier_latency.start_timer();
-            checkpoint_control.inject(command_ctx.clone(), notifiers, timer);
+            checkpoint_control.inject(command_ctx.clone(), notifiers);
 
             self.inject_and_send_err(command_ctx, barrier_complete_tx.clone())
                 .await;
@@ -764,6 +765,9 @@ where
                 if let Some(timer) = node.timer {
                     timer.observe_duration();
                 }
+                if let Some(wait_commit_timer) = node.wait_commit_timer {
+                    wait_commit_timer.observe_duration();
+                }
                 node.notifiers
                     .into_iter()
                     .for_each(|notifier| notifier.notify_collection_failed(err.clone()));
@@ -831,6 +835,7 @@ where
                 }
 
                 node.timer.take().unwrap().observe_duration();
+                node.wait_commit_timer.take().unwrap().observe_duration();
                 node.command_ctx.post_collect().await?;
 
                 // Notify about collected first.
diff --git a/src/meta/src/barrier/recovery.rs b/src/meta/src/barrier/recovery.rs
index 7dd653ff201d3..d02843caf5219 100644
--- a/src/meta/src/barrier/recovery.rs
+++ b/src/meta/src/barrier/recovery.rs
@@ -62,8 +62,11 @@ where
     }
 
     async fn resolve_actor_info_for_recovery(&self) -> BarrierActorInfo {
-        self.resolve_actor_info(&mut CheckpointControl::new(), &Command::checkpoint())
-            .await
+        self.resolve_actor_info(
+            &mut CheckpointControl::new(self.metrics.clone()),
+            &Command::checkpoint(),
+        )
+        .await
     }
 
     /// Recovery the whole cluster from the latest epoch.
diff --git a/src/meta/src/rpc/metrics.rs b/src/meta/src/rpc/metrics.rs
index a2525dc781b7c..9c53b169250e3 100644
--- a/src/meta/src/rpc/metrics.rs
+++ b/src/meta/src/rpc/metrics.rs
@@ -23,8 +23,11 @@ pub struct MetaMetrics {
 
     /// gRPC latency of meta services
     pub grpc_latency: HistogramVec,
-    /// latency of each barrier
+    /// The duration from barrier injection to commit
+    /// It is the sum of inflight-latency , sync-latency and wait-commit-latency
     pub barrier_latency: Histogram,
+    /// The duration from barrier complete to commit
+    pub barrier_wait_commit_latency: Histogram,
 
     /// latency between each barrier send
     pub barrier_send_latency: Histogram,
@@ -72,6 +75,14 @@ impl MetaMetrics {
         );
         let barrier_latency = register_histogram_with_registry!(opts, registry).unwrap();
 
+        let opts = histogram_opts!(
+            "meta_barrier_wait_commit_duration_seconds",
+            "barrier_wait_commit_latency",
+            exponential_buckets(0.1, 1.5, 16).unwrap() // max 43s
+        );
+        let barrier_wait_commit_latency =
+            register_histogram_with_registry!(opts, registry).unwrap();
+
         let opts = histogram_opts!(
             "meta_barrier_send_duration_seconds",
             "barrier send latency",
@@ -153,6 +164,7 @@ impl MetaMetrics {
 
             grpc_latency,
             barrier_latency,
+            barrier_wait_commit_latency,
             barrier_send_latency,
             all_barrier_nums,
             in_flight_barrier_nums,
diff --git a/src/storage/src/hummock/local_version_manager.rs b/src/storage/src/hummock/local_version_manager.rs
index 5a2cf7a401ea9..104a746aa9bbe 100644
--- a/src/storage/src/hummock/local_version_manager.rs
+++ b/src/storage/src/hummock/local_version_manager.rs
@@ -469,7 +469,7 @@ impl LocalVersionManager {
         Some((epoch, join_handle))
     }
 
-    pub async fn sync_shared_buffer(&self, epoch: Option<HummockEpoch>) -> HummockResult<()> {
+    pub async fn sync_shared_buffer(&self, epoch: Option<HummockEpoch>) -> HummockResult<usize> {
         let epochs = match epoch {
             Some(epoch) => vec![epoch],
             None => self
@@ -479,13 +479,14 @@ impl LocalVersionManager {
                 .map(|(epoch, _)| *epoch)
                 .collect(),
         };
+        let mut size = 0;
         for epoch in epochs {
-            self.sync_shared_buffer_epoch(epoch).await?;
+            size += self.sync_shared_buffer_epoch(epoch).await?
         }
-        Ok(())
+        Ok(size)
     }
 
-    pub async fn sync_shared_buffer_epoch(&self, epoch: HummockEpoch) -> HummockResult<()> {
+    pub async fn sync_shared_buffer_epoch(&self, epoch: HummockEpoch) -> HummockResult<usize> {
         tracing::trace!("sync epoch {}", epoch);
         let (tx, rx) = oneshot::channel();
         self.buffer_tracker
@@ -503,13 +504,12 @@ impl LocalVersionManager {
             Some(task) => task,
             None => {
                 tracing::trace!("sync epoch {} has no more task to do", epoch);
-                return Ok(());
+                return Ok(0);
             }
         };
 
-        let ret = self
-            .run_upload_task(order_index, epoch, task_payload, false)
-            .await;
+        self.run_upload_task(order_index, epoch, task_payload, false)
+            .await?;
         tracing::trace!(
             "sync epoch {} finished. Task size {}",
             epoch,
@@ -520,7 +520,7 @@ impl LocalVersionManager {
         }
         self.buffer_tracker
             .send_event(SharedBufferEvent::EpochSynced(epoch));
-        ret
+        Ok(task_write_batch_size)
     }
 
     async fn run_upload_task(
diff --git a/src/storage/src/hummock/state_store.rs b/src/storage/src/hummock/state_store.rs
index 58eeb9d55ca9d..e6c917e85d592 100644
--- a/src/storage/src/hummock/state_store.rs
+++ b/src/storage/src/hummock/state_store.rs
@@ -479,10 +479,11 @@ impl StateStore for HummockStorage {
 
     fn sync(&self, epoch: Option<u64>) -> Self::SyncFuture<'_> {
         async move {
-            self.local_version_manager()
+            let size = self
+                .local_version_manager()
                 .sync_shared_buffer(epoch)
                 .await?;
-            Ok(())
+            Ok(size)
         }
     }
 
diff --git a/src/storage/src/memory.rs b/src/storage/src/memory.rs
index 1a057529213ee..3c3cd9fec9d27 100644
--- a/src/storage/src/memory.rs
+++ b/src/storage/src/memory.rs
@@ -235,7 +235,7 @@ impl StateStore for MemoryStateStore {
     fn sync(&self, _epoch: Option<u64>) -> Self::SyncFuture<'_> {
         async move {
             // memory backend doesn't support push to S3, so this is a no-op
-            Ok(())
+            Ok(0)
         }
     }
 
diff --git a/src/storage/src/monitor/monitored_store.rs b/src/storage/src/monitor/monitored_store.rs
index 9ddc010e6bef6..45e15e6e350cd 100644
--- a/src/storage/src/monitor/monitored_store.rs
+++ b/src/storage/src/monitor/monitored_store.rs
@@ -227,12 +227,16 @@ where
     fn sync(&self, epoch: Option<u64>) -> Self::SyncFuture<'_> {
         async move {
             let timer = self.stats.shared_buffer_to_l0_duration.start_timer();
-            self.inner
+            let size = self
+                .inner
                 .sync(epoch)
                 .await
                 .inspect_err(|e| error!("Failed in sync: {:?}", e))?;
             timer.observe_duration();
-            Ok(())
+            if size != 0 {
+                self.stats.write_l0_size_per_epoch.observe(size as _);
+            }
+            Ok(size)
         }
     }
 
diff --git a/src/storage/src/monitor/state_store_metrics.rs b/src/storage/src/monitor/state_store_metrics.rs
index fbd44b976b0cc..853b324586a6b 100644
--- a/src/storage/src/monitor/state_store_metrics.rs
+++ b/src/storage/src/monitor/state_store_metrics.rs
@@ -55,6 +55,7 @@ macro_rules! for_all_metrics {
             write_batch_size: Histogram,
             write_build_l0_sst_duration: Histogram,
             write_build_l0_bytes: GenericCounter<AtomicU64>,
+            write_l0_size_per_epoch: Histogram,
 
             iter_merge_sstable_counts: HistogramVec,
 
@@ -248,6 +249,14 @@ impl StateStoreMetrics {
             "Total size of compaction files size that have been written to object store from shared buffer",
             registry
         ).unwrap();
+
+        let opts = histogram_opts!(
+            "state_store_write_l0_size_per_epoch",
+            "Total size of upload to l0 every epoch",
+            exponential_buckets(10.0, 2.0, 25).unwrap()
+        );
+        let write_l0_size_per_epoch = register_histogram_with_registry!(opts, registry).unwrap();
+
         let opts = histogram_opts!(
             "state_store_shared_buffer_to_l0_duration",
             "Histogram of time spent from compacting shared buffer to remote storage",
@@ -401,6 +410,7 @@ impl StateStoreMetrics {
             write_batch_size,
             write_build_l0_sst_duration,
             write_build_l0_bytes,
+            write_l0_size_per_epoch,
             iter_merge_sstable_counts,
             sst_store_block_request_counts,
             shared_buffer_to_l0_duration,
diff --git a/src/storage/src/store.rs b/src/storage/src/store.rs
index aca75c8ebd548..ff05af449afff 100644
--- a/src/storage/src/store.rs
+++ b/src/storage/src/store.rs
@@ -28,6 +28,7 @@ use crate::write_batch::WriteBatch;
 pub trait GetFutureTrait<'a> = Future<Output = StorageResult<Option<Bytes>>> + Send;
 pub trait ScanFutureTrait<'a, R, B> = Future<Output = StorageResult<Vec<(Bytes, Bytes)>>> + Send;
 pub trait EmptyFutureTrait<'a> = Future<Output = StorageResult<()>> + Send;
+pub trait SyncFutureTrait<'a> = Future<Output = StorageResult<usize>> + Send;
 pub trait IngestBatchFutureTrait<'a> = Future<Output = StorageResult<usize>> + Send;
 
 #[macro_export]
@@ -46,7 +47,7 @@ macro_rules! define_state_store_associated_type {
         type IngestBatchFuture<'a> = impl IngestBatchFutureTrait<'a>;
         type ReplicateBatchFuture<'a> = impl EmptyFutureTrait<'a>;
         type WaitEpochFuture<'a> = impl EmptyFutureTrait<'a>;
-        type SyncFuture<'a> = impl EmptyFutureTrait<'a>;
+        type SyncFuture<'a> = impl SyncFutureTrait<'a>;
         type IterFuture<'a, R, B> = impl Future<Output = $crate::error::StorageResult<Self::Iter>> + Send
             where
                 R: 'static + Send + RangeBounds<B>,
@@ -80,7 +81,7 @@ pub trait StateStore: Send + Sync + 'static + Clone {
 
     type WaitEpochFuture<'a>: EmptyFutureTrait<'a>;
 
-    type SyncFuture<'a>: EmptyFutureTrait<'a>;
+    type SyncFuture<'a>: SyncFutureTrait<'a>;
 
     type IterFuture<'a, R, B>: Future<Output = StorageResult<Self::Iter>> + Send
     where
diff --git a/src/stream/src/executor/monitor/streaming_stats.rs b/src/stream/src/executor/monitor/streaming_stats.rs
index 5611fd275c150..517b34d24322c 100644
--- a/src/stream/src/executor/monitor/streaming_stats.rs
+++ b/src/stream/src/executor/monitor/streaming_stats.rs
@@ -15,8 +15,9 @@
 use prometheus::core::{AtomicF64, AtomicI64, AtomicU64, GenericCounterVec, GenericGaugeVec};
 use prometheus::{
     exponential_buckets, histogram_opts, register_gauge_vec_with_registry,
-    register_histogram_vec_with_registry, register_int_counter_vec_with_registry,
-    register_int_gauge_vec_with_registry, HistogramVec, Registry,
+    register_histogram_vec_with_registry, register_histogram_with_registry,
+    register_int_counter_vec_with_registry, register_int_gauge_vec_with_registry, Histogram,
+    HistogramVec, Registry,
 };
 
 pub struct StreamingMetrics {
@@ -45,6 +46,12 @@ pub struct StreamingMetrics {
     pub join_lookup_miss_count: GenericCounterVec<AtomicU64>,
     pub join_total_lookup_count: GenericCounterVec<AtomicU64>,
     pub join_barrier_align_duration: HistogramVec,
+    /// The duration from receipt of barrier to all actors collection.
+    /// And the max of all node `barrier_inflight_latency` is the latency for a barrier
+    /// to flow through the graph.
+    pub barrier_inflight_latency: Histogram,
+    /// The duration of sync to storage.
+    pub barrier_sync_latency: Histogram,
 }
 
 impl StreamingMetrics {
@@ -242,6 +249,20 @@ impl StreamingMetrics {
             register_histogram_vec_with_registry!(opts, &["actor_id", "wait_side"], registry)
                 .unwrap();
 
+        let opts = histogram_opts!(
+            "stream_barrier_inflight_duration_seconds",
+            "barrier_inflight_latency",
+            exponential_buckets(0.1, 1.5, 16).unwrap() // max 43s
+        );
+        let barrier_inflight_latency = register_histogram_with_registry!(opts, registry).unwrap();
+
+        let opts = histogram_opts!(
+            "stream_barrier_sync_storage_duration_seconds",
+            "barrier_sync_latency",
+            exponential_buckets(0.1, 1.5, 16).unwrap() // max 43s
+        );
+        let barrier_sync_latency = register_histogram_with_registry!(opts, registry).unwrap();
+
         Self {
             registry,
             executor_row_count,
@@ -268,6 +289,8 @@ impl StreamingMetrics {
             join_lookup_miss_count,
             join_total_lookup_count,
             join_barrier_align_duration,
+            barrier_inflight_latency,
+            barrier_sync_latency,
         }
     }
 
diff --git a/src/stream/src/task/barrier_manager.rs b/src/stream/src/task/barrier_manager.rs
index 6e08b640ed72e..b88411fcc8cd4 100644
--- a/src/stream/src/task/barrier_manager.rs
+++ b/src/stream/src/task/barrier_manager.rs
@@ -14,10 +14,12 @@
 
 use std::collections::{HashMap, HashSet};
 
+use prometheus::HistogramTimer;
 use risingwave_common::error::Result;
 use risingwave_pb::stream_service::barrier_complete_response::CreateMviewProgress as ProstCreateMviewProgress;
 use tokio::sync::mpsc::UnboundedSender;
 use tokio::sync::oneshot;
+use tokio::sync::oneshot::Receiver;
 
 use self::managed_state::ManagedBarrierState;
 use crate::executor::*;
@@ -66,7 +68,8 @@ pub struct LocalBarrierManager {
     state: BarrierState,
 
     /// Save collect rx
-    collect_complete_receiver: HashMap<u64, Option<oneshot::Receiver<CollectResult>>>,
+    collect_complete_receiver:
+        HashMap<u64, (Option<Receiver<CollectResult>>, Option<HistogramTimer>)>,
 }
 
 impl Default for LocalBarrierManager {
@@ -108,6 +111,7 @@ impl LocalBarrierManager {
         barrier: &Barrier,
         actor_ids_to_send: impl IntoIterator<Item = ActorId>,
         actor_ids_to_collect: impl IntoIterator<Item = ActorId>,
+        timer: Option<HistogramTimer>,
     ) -> Result<()> {
         let to_send = {
             let to_send: HashSet<ActorId> = actor_ids_to_send.into_iter().collect();
@@ -156,12 +160,15 @@ impl LocalBarrierManager {
         }
 
         self.collect_complete_receiver
-            .insert(barrier.epoch.prev, rx);
+            .insert(barrier.epoch.prev, (rx, timer));
         Ok(())
     }
 
     /// Use `prev_epoch` to remove collect rx and return rx.
-    pub fn remove_collect_rx(&mut self, prev_epoch: u64) -> oneshot::Receiver<CollectResult> {
+    pub fn remove_collect_rx(
+        &mut self,
+        prev_epoch: u64,
+    ) -> (Option<Receiver<CollectResult>>, Option<HistogramTimer>) {
         self.collect_complete_receiver
             .remove(&prev_epoch)
             .unwrap_or_else(|| {
@@ -170,7 +177,6 @@ impl LocalBarrierManager {
                     prev_epoch
                 )
             })
-            .expect("no rx for local mode")
     }
 
     /// remove all collect rx less than `prev_epoch`
diff --git a/src/stream/src/task/barrier_manager/tests.rs b/src/stream/src/task/barrier_manager/tests.rs
index 1895f8dfdd88e..d1e83437a3a12 100644
--- a/src/stream/src/task/barrier_manager/tests.rs
+++ b/src/stream/src/task/barrier_manager/tests.rs
@@ -43,10 +43,9 @@ async fn test_managed_barrier_collection() -> Result<()> {
     let epoch = 114514;
     let barrier = Barrier::new_test_barrier(epoch);
     manager
-        .send_barrier(&barrier, actor_ids.clone(), actor_ids)
+        .send_barrier(&barrier, actor_ids.clone(), actor_ids, None)
         .unwrap();
-    let mut collect_rx = manager.remove_collect_rx(barrier.epoch.prev);
-
+    let (mut collect_rx, _) = manager.remove_collect_rx(barrier.epoch.prev);
     // Collect barriers from actors
     let collected_barriers = rxs
         .iter_mut()
@@ -60,7 +59,7 @@ async fn test_managed_barrier_collection() -> Result<()> {
     // Report to local barrier manager
     for (i, (actor_id, barrier)) in collected_barriers.into_iter().enumerate() {
         manager.collect(actor_id, &barrier).unwrap();
-        let notified = collect_rx.try_recv().is_ok();
+        let notified = collect_rx.as_mut().unwrap().try_recv().is_ok();
         assert_eq!(notified, i == count - 1);
     }
 
@@ -103,9 +102,9 @@ async fn test_managed_barrier_collection_before_send_request() -> Result<()> {
 
     // Send the barrier to all actors
     manager
-        .send_barrier(&barrier, actor_ids_to_send, actor_ids_to_collect)
+        .send_barrier(&barrier, actor_ids_to_send, actor_ids_to_collect, None)
         .unwrap();
-    let mut collect_rx = manager.remove_collect_rx(barrier.epoch.prev);
+    let (mut collect_rx, _) = manager.remove_collect_rx(barrier.epoch.prev);
 
     // Collect barriers from actors
     let collected_barriers = rxs
@@ -120,7 +119,7 @@ async fn test_managed_barrier_collection_before_send_request() -> Result<()> {
     // Report to local barrier manager
     for (i, (actor_id, barrier)) in collected_barriers.into_iter().enumerate() {
         manager.collect(actor_id, &barrier).unwrap();
-        let notified = collect_rx.try_recv().is_ok();
+        let notified = collect_rx.as_mut().unwrap().try_recv().is_ok();
         assert_eq!(notified, i == count - 1);
     }
 
diff --git a/src/stream/src/task/stream_manager.rs b/src/stream/src/task/stream_manager.rs
index cc5f5c7aa0b73..5b9431eb0a157 100644
--- a/src/stream/src/task/stream_manager.rs
+++ b/src/stream/src/task/stream_manager.rs
@@ -157,8 +157,17 @@ impl LocalStreamManager {
         actor_ids_to_collect: impl IntoIterator<Item = ActorId>,
     ) -> Result<()> {
         let core = self.core.lock();
+        let timer = core
+            .streaming_metrics
+            .barrier_inflight_latency
+            .start_timer();
         let mut barrier_manager = core.context.lock_barrier_manager();
-        barrier_manager.send_barrier(barrier, actor_ids_to_send, actor_ids_to_collect)?;
+        barrier_manager.send_barrier(
+            barrier,
+            actor_ids_to_send,
+            actor_ids_to_collect,
+            Some(timer),
+        )?;
         Ok(())
     }
 
@@ -172,17 +181,25 @@ impl LocalStreamManager {
     /// Use `epoch` to find collect rx. And wait for all actor to be collected before
     /// returning.
     pub async fn collect_barrier(&self, epoch: u64) -> CollectResult {
-        let rx = {
+        let (rx, timer) = {
             let core = self.core.lock();
             let mut barrier_manager = core.context.lock_barrier_manager();
             barrier_manager.remove_collect_rx(epoch)
         };
         // Wait for all actors finishing this barrier.
-        rx.await.unwrap()
+        let result = rx.expect("no rx for local mode").await.unwrap();
+        timer.expect("no timer for test").observe_duration();
+        result
     }
 
     pub async fn sync_epoch(&self, epoch: u64) -> Vec<LocalSstableInfo> {
-        dispatch_state_store!(self.state_store(), store, {
+        let timer = self
+            .core
+            .lock()
+            .streaming_metrics
+            .barrier_sync_latency
+            .start_timer();
+        let local_sst_info = dispatch_state_store!(self.state_store(), store, {
             match store.sync(Some(epoch)).await {
                 Ok(_) => store.get_uncommitted_ssts(epoch),
                 // TODO: Handle sync failure by propagating it back to global barrier manager
@@ -191,7 +208,9 @@ impl LocalStreamManager {
                     epoch, e
                 ),
             }
-        })
+        });
+        timer.observe_duration();
+        local_sst_info
     }
 
     pub async fn clear_storage_buffer(&self) {
@@ -209,7 +228,11 @@ impl LocalStreamManager {
         let core = self.core.lock();
         let mut barrier_manager = core.context.lock_barrier_manager();
         assert!(barrier_manager.is_local_mode());
-        barrier_manager.send_barrier(barrier, empty(), empty())?;
+        let timer = core
+            .streaming_metrics
+            .barrier_inflight_latency
+            .start_timer();
+        barrier_manager.send_barrier(barrier, empty(), empty(), Some(timer))?;
         barrier_manager.remove_collect_rx(barrier.epoch.prev);
         Ok(())
     }