diff --git a/planner/core/integration_test.go b/planner/core/integration_test.go
index db60c99fdf4c5..e8d6d243a607e 100644
--- a/planner/core/integration_test.go
+++ b/planner/core/integration_test.go
@@ -1365,16 +1365,18 @@ func TestViewHintScope(t *testing.T) {
 
 	tk.MustExec("use test")
 	tk.MustExec("set tidb_cost_model_version=2")
-	tk.MustExec("drop view if exists v, v1, v2, v3")
-	tk.MustExec("drop table if exists t, t1, t2")
+	tk.MustExec("drop view if exists v, v1, v2, v3, v4")
+	tk.MustExec("drop table if exists t, t1, t2, t3, t4")
 	tk.MustExec("create table t(a int, b int);")
 	tk.MustExec("create table t1(a int, b int);")
 	tk.MustExec("create table t2(a int, b int);")
 	tk.MustExec("create table t3(a int, b int)")
+	tk.MustExec("create table t4(a int, b int, index idx_a(a), index idx_b(b))")
 	tk.MustExec("create definer='root'@'localhost' view v as select t.a, t.b from t join (select count(*) as a from t1 join t2 join t3 where t1.b=t2.b and t2.a = t3.a group by t2.a) tt on t.a = tt.a;")
 	tk.MustExec("create definer='root'@'localhost' view v1 as select t.a, t.b from t join (select count(*) as a from t1 join v on t1.b=v.b group by v.a) tt on t.a = tt.a;")
 	tk.MustExec("create definer='root'@'localhost' view v2 as select t.a, t.b from t join (select count(*) as a from t1 join v1 on t1.b=v1.b group by v1.a) tt on t.a = tt.a;")
 	tk.MustExec("create definer='root'@'localhost' view v3 as select /*+ merge_join(t) */ t.a, t.b from t join (select /*+ stream_agg() */ count(*) as a from t1 join v1 on t1.b=v1.b group by v1.a) tt on t.a = tt.a;")
+	tk.MustExec("create definer='root'@'localhost' view v4 as select * from t4 where a > 2 and b > 3;")
 
 	var input []string
 	var output []struct {
@@ -1403,7 +1405,7 @@ func TestViewHintWithBinding(t *testing.T) {
 	tk.MustExec("use test")
 	tk.MustExec("set tidb_cost_model_version=2")
 	tk.MustExec("drop view if exists v, v1")
-	tk.MustExec("drop table if exists t, t1, t2")
+	tk.MustExec("drop table if exists t, t1, t2, t3")
 	tk.MustExec("create table t(a int, b int);")
 	tk.MustExec("create table t1(a int, b int);")
 	tk.MustExec("create table t2(a int, b int);")
diff --git a/planner/core/logical_plan_builder.go b/planner/core/logical_plan_builder.go
index 0d314644ad046..ebabe1ba95795 100644
--- a/planner/core/logical_plan_builder.go
+++ b/planner/core/logical_plan_builder.go
@@ -4438,8 +4438,7 @@ func (b *PlanBuilder) buildDataSource(ctx context.Context, tn *ast.TableName, as
 				// Because of the nested views, so we should check the left table list in hint when build the data source from the view inside the current view.
 				currentQBNameMap4View[qbName] = viewQBNameHintTable[1:]
 				currentViewHints[qbName] = b.hintProcessor.QbHints4View[qbName]
-				delete(b.hintProcessor.QbNameMap4View, qbName)
-				delete(b.hintProcessor.QbHints4View, qbName)
+				b.hintProcessor.QbNameUsed4View[qbName] = struct{}{}
 			}
 		}
 		return b.BuildDataSourceFromView(ctx, dbName, tableInfo, currentQBNameMap4View, currentViewHints)
@@ -5042,6 +5041,7 @@ func (b *PlanBuilder) BuildDataSourceFromView(ctx context.Context, dbName model.
 
 	hintProcessor.QbNameMap4View = qbNameMap4View
 	hintProcessor.QbHints4View = viewHints
+	hintProcessor.QbNameUsed4View = make(map[string]struct{})
 	hintProcessor.QbHints = currentQbHints
 	hintProcessor.QbNameMap = currentQbNameMap
 
@@ -5050,6 +5050,7 @@ func (b *PlanBuilder) BuildDataSourceFromView(ctx context.Context, dbName model.
 	b.hintProcessor = hintProcessor
 	b.ctx.GetSessionVars().PlannerSelectBlockAsName = make([]ast.HintTable, hintProcessor.MaxSelectStmtOffset()+1)
 	defer func() {
+		b.hintProcessor.HandleUnusedViewHints()
 		b.hintProcessor = originHintProcessor
 		b.ctx.GetSessionVars().PlannerSelectBlockAsName = originPlannerSelectBlockAsName
 	}()
diff --git a/planner/core/testdata/integration_suite_in.json b/planner/core/testdata/integration_suite_in.json
index bcce484092644..df990e52c65eb 100644
--- a/planner/core/testdata/integration_suite_in.json
+++ b/planner/core/testdata/integration_suite_in.json
@@ -667,8 +667,8 @@
       // Hint for view v1
       "explain format = 'brief' select /*+ qb_name(qb_v1_2, v1@sel_1 .@sel_2), merge_join(t1@qb_v1_2) */ * from v1;",
       "explain format = 'brief' select /*+ qb_name(qb_v1_2, v1@sel_1 .@sel_2), merge_join(t1@qb_v1_2), stream_agg(@qb_v1_2), qb_name(qb_v1_1, v1@sel_1 .@sel_1), merge_join(t@qb_v1_1) */ * from v1;",
-      "explain format = 'brief' select /*+ qb_name(qb_v1_2, v2@sel_1 . v1@sel_1 .@sel_2), merge_join(t1@qb_v1_2) */ * from v2;",
-      "explain format = 'brief' select /*+ qb_name(qb_v1_2, v2@sel_1 . v1@sel_1 .@sel_2), merge_join(t1@qb_v1_2), stream_agg(@qb_v1_2), qb_name(qb_v1_1, v2@sel_1 . v1@sel_1 .@sel_1), merge_join(t@qb_v1_1) */ * from v2;",
+      "explain format = 'brief' select /*+ qb_name(qb_v1_2, v2@sel_1 . v1@sel_2 .@sel_2), merge_join(t1@qb_v1_2) */ * from v2;",
+      "explain format = 'brief' select /*+ qb_name(qb_v1_2, v2@sel_1 . v1@sel_2 .@sel_2), merge_join(t1@qb_v1_2), stream_agg(@qb_v1_2), qb_name(qb_v1_1, v2@sel_1 . v1@sel_2 .@sel_1), merge_join(t@qb_v1_1) */ * from v2;",
 
       // Hint for view v2
       "explain format = 'brief' select /*+ qb_name(qb_v2_2, v2@sel_1 .@sel_2), merge_join(t1@qb_v2_2) */ * from v2;",
@@ -684,7 +684,6 @@
       "explain format = 'brief' select /*+ qb_name(qb_v, v2@sel_1 .v1@sel_2 .v@sel_2 .@sel_2), qb_name(qb_v, v2@sel_1 .v1@sel_2 .v@sel_2 .@sel_1), merge_join(t1@qb_v) */ * from v2;",
 
       // Set the unappeared view name
-      // TODO: add the warning for the unused the view hints
       "explain format = 'brief' select /*+ qb_name(qb_v1_2, v@sel_1 .@sel_2), merge_join(t1@qb_v1_2) */ * from v1;",
       "explain format = 'brief' select /*+ qb_name(qb_v1_2, v2@sel_1 . v@sel_1 .@sel_2), merge_join(t1@qb_v1_2) */ * from v2;",
 
@@ -694,18 +693,17 @@
 
       // Tht view hint isn't set in the first query block.
       "explain format = 'brief' select * from (select /*+ qb_name(qb_v_2, v@sel_1 .@sel_2), merge_join(t1@qb_v_2) */ * from v) t;",
-      "explain format = 'brief' select * from (select /*+ qb_name(qb_v_2, v@sel_1 .@sel_2), merge_join(t1@qb_v_2), stream_agg(@qb_v_2), qb_name(qb_v_1, v@sel_1 .@sel1), merge_join(t@qb_v_1) */ * from v) t;",
+      "explain format = 'brief' select * from (select /*+ qb_name(qb_v_2, v.@sel_2), merge_join(t1@qb_v_2), stream_agg(@qb_v_2), qb_name(qb_v_1, v@sel_1 .@sel1), merge_join(t@qb_v_1) */ * from v) t;",
       "explain format = 'brief' select * from (select /*+ qb_name(qb_v_2, v1@sel_1 . v@sel_2 .@sel_2), merge_join(t1@qb_v_2) */ * from v1) t;",
-      "explain format = 'brief' select * from (select /*+ qb_name(qb_v_2, v1@sel_1 . v@sel_2 .@sel_2), merge_join(t1@qb_v_2), stream_agg(@qb_v_2), qb_name(qb_v_1, v1@sel_1 . v@sel_2 .@sel_1), merge_join(t@qb_v_1) */ * from v1) t;",
+      "explain format = 'brief' select * from (select /*+ qb_name(qb_v_2, v1.v@sel_2 .@sel_2), merge_join(t1@qb_v_2), stream_agg(@qb_v_2), qb_name(qb_v_1, v1@sel_1 . v@sel_2 .@sel_1), merge_join(t@qb_v_1) */ * from v1) t;",
 
-      // TODO: add the warning when the view hints don't set in the first query block
-      "explain format = 'brief' select /*+ qb_name(qb_v_2, v@sel_1 .@sel_2) */ * from (select /*+ merge_join(t1@qb_v_2) */ * from v) t;",
-      "explain format = 'brief' select /*+ qb_name(qb_v_2, v@sel_1 .@sel_2), qb_name(qb_v_1, v@sel_1 .@sel1) */ * from (select /*+ merge_join(t1@qb_v_2), stream_agg(@qb_v_2), merge_join(t@qb_v_1) */ * from v) t;",
-      "explain format = 'brief' select /*+ qb_name(qb_v_2, v1@sel_1 . v@sel_2 .@sel_2) */ * from (select /*+ merge_join(t1@qb_v_2) */ * from v1) t;",
-      "explain format = 'brief' select /*+ qb_name(qb_v_2, v1@sel_1 . v@sel_2 .@sel_2), qb_name(qb_v_1, v1@sel_1 . v@sel_2 .@sel_1) */ * from (select /*+ merge_join(t1@qb_v_2), stream_agg(@qb_v_2), merge_join(t@qb_v_1) */ * from v1) t;",
+      "explain format = 'brief' select /*+ qb_name(qb_v_2, v@sel_2 .@sel_2) */ * from (select /*+ merge_join(t1@qb_v_2) */ * from v) t;",
+      "explain format = 'brief' select /*+ qb_name(qb_v_2, v@sel_2 .@sel_2), qb_name(qb_v_1, v@sel_2 .@sel1) */ * from (select /*+ merge_join(t1@qb_v_2), stream_agg(@qb_v_2), merge_join(t@qb_v_1) */ * from v) t;",
+      "explain format = 'brief' select /*+ qb_name(qb_v_2, v1@sel_2 . v@sel_2 .@sel_2) */ * from (select /*+ merge_join(t1@qb_v_2) */ * from v1) t;",
+      "explain format = 'brief' select /*+ qb_name(qb_v_2, v1@sel_2 . v@sel_2 .@sel_2), qb_name(qb_v_1, v1@sel_2 . v@sel_2 .@sel_1) */ * from (select /*+ merge_join(t1@qb_v_2), stream_agg(@qb_v_2), merge_join(t@qb_v_1) */ * from v1) t;",
 
       // Define more tables in one view hint
-      "explain format = 'brief' select /*+ qb_name(qb_v1_2, v2@sel_1 . v1@sel_1 .@sel_2), qb_name(qb_v1_1, v2@sel_1 . v1@sel_1 .@sel_1), merge_join(t1@qb_v1_2, t@qb_v1_1) */ * from v2;",
+      "explain format = 'brief' select /*+ qb_name(qb_v1_2, v2. v1@sel_2 .@sel_2), qb_name(qb_v1_1, v2@sel_1 . v1@sel_2 .@sel_1), merge_join(t1@qb_v1_2, t@qb_v1_1), merge_join(t1@qb_v1_2) */ * from v2;",
       "explain format = 'brief' select /*+ qb_name(qb_v_2, v2@sel_1 . v1@sel_2 . v@sel_2 .@sel_2), qb_name(qb_v_1, v2@sel_1 . v1@sel_2 . v@sel_2 .@sel_1), merge_join(t1@qb_v_2, t3@qb_v_2) */ * from v2;",
       "explain format = 'brief' select /*+ qb_name(qb_v_2, v2@sel_1 . v1@sel_2 . v@sel_2 .@sel_2), qb_name(qb_v_1, v2@sel_1 . v1@sel_2 . v@sel_2 .@sel_1), merge_join(@qb_v_2 t1, t3) */ * from v2;",
 
@@ -721,7 +719,12 @@
 
       // The view contains the hint when creation
       "explain format = 'brief' select /*+ qb_name(qb_v3_2, v3@sel_1 .@sel_2), merge_join(t1@qb_v3_2) */ * from v3;",
-      "explain format = 'brief' select /*+ qb_name(qb_v3_2, v3@sel_1 .@sel_2), merge_join(t1@qb_v3_2), hash_agg(@qb_v3_2), qb_name(qb_v3_1, v3@sel_1 .@sel_1), hash_join(t@qb_v3_1) */ * from v3;"
+      "explain format = 'brief' select /*+ qb_name(qb_v3_2, v3@sel_1 .@sel_2), merge_join(t1@qb_v3_2), hash_agg(@qb_v3_2), qb_name(qb_v3_1, v3@sel_1 .@sel_1), hash_join(t@qb_v3_1) */ * from v3;",
+
+      // The view is in the CTE
+      "explain with d1 as (\n    select a from (\n        select a from (\n            select /*+ qb_name(qb, v4) use_index(t4@qb, idx_a) */ a from v4 where a < 10\n        ) as t0 where a < 9\n    ) as t1 where a < 8\n), d2 as (select /*+ qb_name(qb2, v4) use_index(t4@qb2, idx_b) */ a from v4 where b < 10)\n\nselect * from (select * from d1) as t0 join (select * from d2) as t1;",
+      "explain with d1 as (\n    select a from (\n        select a from (\n            select a from v4 where a < 10\n        ) as t0 where a < 9\n    ) as t1 where a < 8\n), d2 as (select a from v4 where b < 10)\n\nselect /*+ qb_name(qb, v4@sel_4) use_index(t4@qb, idx_a)   qb_name(qb2, v4@sel_5) use_index(t4@qb, idx_b) */ * from (select * from d1) as t0 join (select * from d2) as t1;",
+      "explain with d1 as (\n    select a from (\n        select a from (\n            select /*+ qb_name(qb, v5) use_index(t4@qb, idx_a) */ a from v4 where a < 10\n        ) as t0 where a < 9\n    ) as t1 where a < 8\n), d2 as (select /*+ qb_name(qb2, v4) use_index(t4@qb2, idx_b) */ a from v4 where b < 10)\n\nselect * from (select * from d1) as t0 join (select * from d2) as t1;"
     ]
   },
   {
diff --git a/planner/core/testdata/integration_suite_out.json b/planner/core/testdata/integration_suite_out.json
index 5b03e2774dd2a..f466f20e7e1b7 100644
--- a/planner/core/testdata/integration_suite_out.json
+++ b/planner/core/testdata/integration_suite_out.json
@@ -4603,28 +4603,30 @@
         "Warn": null
       },
       {
-        "SQL": "explain format = 'brief' select /*+ qb_name(qb_v1_2, v2@sel_1 . v1@sel_1 .@sel_2), merge_join(t1@qb_v1_2) */ * from v2;",
+        "SQL": "explain format = 'brief' select /*+ qb_name(qb_v1_2, v2@sel_1 . v1@sel_2 .@sel_2), merge_join(t1@qb_v1_2) */ * from v2;",
         "Plan": [
           "HashJoin 9980.01 root  inner join, equal:[eq(test.t.a, Column#24)]",
           "├─HashAgg(Build) 7984.01 root  group by:test.t.a, funcs:count(1)->Column#24",
           "│ └─HashJoin 12475.01 root  inner join, equal:[eq(test.t.a, Column#23)]",
           "│   ├─HashAgg(Build) 7984.01 root  group by:test.t.a, funcs:count(1)->Column#23",
-          "│   │ └─HashJoin 12475.01 root  inner join, equal:[eq(test.t.a, Column#22)]",
-          "│   │   ├─HashAgg(Build) 7992.00 root  group by:test.t2.a, funcs:count(1)->Column#22",
-          "│   │   │ └─HashJoin 12487.50 root  inner join, equal:[eq(test.t1.b, test.t2.b)]",
-          "│   │   │   ├─TableReader(Build) 9990.00 root  data:Selection",
-          "│   │   │   │ └─Selection 9990.00 cop[tikv]  not(isnull(test.t1.b))",
-          "│   │   │   │   └─TableFullScan 10000.00 cop[tikv] table:t1 keep order:false, stats:pseudo",
-          "│   │   │   └─TableReader(Probe) 9990.00 root  data:Selection",
-          "│   │   │     └─Selection 9990.00 cop[tikv]  not(isnull(test.t2.b))",
-          "│   │   │       └─TableFullScan 10000.00 cop[tikv] table:t2 keep order:false, stats:pseudo",
-          "│   │   └─HashJoin(Probe) 12475.01 root  inner join, equal:[eq(test.t.b, test.t1.b)]",
-          "│   │     ├─TableReader(Build) 9990.00 root  data:Selection",
-          "│   │     │ └─Selection 9990.00 cop[tikv]  not(isnull(test.t1.b))",
-          "│   │     │   └─TableFullScan 10000.00 cop[tikv] table:t1 keep order:false, stats:pseudo",
-          "│   │     └─TableReader(Probe) 9980.01 root  data:Selection",
-          "│   │       └─Selection 9980.01 cop[tikv]  not(isnull(test.t.a)), not(isnull(test.t.b))",
-          "│   │         └─TableFullScan 10000.00 cop[tikv] table:t keep order:false, stats:pseudo",
+          "│   │ └─MergeJoin 12475.01 root  inner join, left key:test.t1.b, right key:test.t.b",
+          "│   │   ├─Sort(Build) 9980.01 root  test.t.b",
+          "│   │   │ └─HashJoin 9980.01 root  inner join, equal:[eq(test.t.a, Column#22)]",
+          "│   │   │   ├─HashAgg(Build) 7992.00 root  group by:test.t2.a, funcs:count(1)->Column#22",
+          "│   │   │   │ └─HashJoin 12487.50 root  inner join, equal:[eq(test.t1.b, test.t2.b)]",
+          "│   │   │   │   ├─TableReader(Build) 9990.00 root  data:Selection",
+          "│   │   │   │   │ └─Selection 9990.00 cop[tikv]  not(isnull(test.t1.b))",
+          "│   │   │   │   │   └─TableFullScan 10000.00 cop[tikv] table:t1 keep order:false, stats:pseudo",
+          "│   │   │   │   └─TableReader(Probe) 9990.00 root  data:Selection",
+          "│   │   │   │     └─Selection 9990.00 cop[tikv]  not(isnull(test.t2.b))",
+          "│   │   │   │       └─TableFullScan 10000.00 cop[tikv] table:t2 keep order:false, stats:pseudo",
+          "│   │   │   └─TableReader(Probe) 9980.01 root  data:Selection",
+          "│   │   │     └─Selection 9980.01 cop[tikv]  not(isnull(test.t.a)), not(isnull(test.t.b))",
+          "│   │   │       └─TableFullScan 10000.00 cop[tikv] table:t keep order:false, stats:pseudo",
+          "│   │   └─Sort(Probe) 9990.00 root  test.t1.b",
+          "│   │     └─TableReader 9990.00 root  data:Selection",
+          "│   │       └─Selection 9990.00 cop[tikv]  not(isnull(test.t1.b))",
+          "│   │         └─TableFullScan 10000.00 cop[tikv] table:t1 keep order:false, stats:pseudo",
           "│   └─HashJoin(Probe) 12475.01 root  inner join, equal:[eq(test.t.b, test.t1.b)]",
           "│     ├─TableReader(Build) 9990.00 root  data:Selection",
           "│     │ └─Selection 9990.00 cop[tikv]  not(isnull(test.t1.b))",
@@ -4639,35 +4641,40 @@
         "Warn": null
       },
       {
-        "SQL": "explain format = 'brief' select /*+ qb_name(qb_v1_2, v2@sel_1 . v1@sel_1 .@sel_2), merge_join(t1@qb_v1_2), stream_agg(@qb_v1_2), qb_name(qb_v1_1, v2@sel_1 . v1@sel_1 .@sel_1), merge_join(t@qb_v1_1) */ * from v2;",
+        "SQL": "explain format = 'brief' select /*+ qb_name(qb_v1_2, v2@sel_1 . v1@sel_2 .@sel_2), merge_join(t1@qb_v1_2), stream_agg(@qb_v1_2), qb_name(qb_v1_1, v2@sel_1 . v1@sel_2 .@sel_1), merge_join(t@qb_v1_1) */ * from v2;",
         "Plan": [
           "HashJoin 9980.01 root  inner join, equal:[eq(test.t.a, Column#24)]",
           "├─HashAgg(Build) 7984.01 root  group by:test.t.a, funcs:count(1)->Column#24",
-          "│ └─HashJoin 12475.01 root  inner join, equal:[eq(test.t.a, Column#23)]",
-          "│   ├─HashAgg(Build) 7984.01 root  group by:test.t.a, funcs:count(1)->Column#23",
-          "│   │ └─HashJoin 12475.01 root  inner join, equal:[eq(test.t.a, Column#22)]",
-          "│   │   ├─HashAgg(Build) 7992.00 root  group by:test.t2.a, funcs:count(1)->Column#22",
-          "│   │   │ └─HashJoin 12487.50 root  inner join, equal:[eq(test.t1.b, test.t2.b)]",
-          "│   │   │   ├─TableReader(Build) 9990.00 root  data:Selection",
-          "│   │   │   │ └─Selection 9990.00 cop[tikv]  not(isnull(test.t1.b))",
-          "│   │   │   │   └─TableFullScan 10000.00 cop[tikv] table:t1 keep order:false, stats:pseudo",
-          "│   │   │   └─TableReader(Probe) 9990.00 root  data:Selection",
-          "│   │   │     └─Selection 9990.00 cop[tikv]  not(isnull(test.t2.b))",
-          "│   │   │       └─TableFullScan 10000.00 cop[tikv] table:t2 keep order:false, stats:pseudo",
-          "│   │   └─HashJoin(Probe) 12475.01 root  inner join, equal:[eq(test.t.b, test.t1.b)]",
-          "│   │     ├─TableReader(Build) 9990.00 root  data:Selection",
-          "│   │     │ └─Selection 9990.00 cop[tikv]  not(isnull(test.t1.b))",
-          "│   │     │   └─TableFullScan 10000.00 cop[tikv] table:t1 keep order:false, stats:pseudo",
-          "│   │     └─TableReader(Probe) 9980.01 root  data:Selection",
-          "│   │       └─Selection 9980.01 cop[tikv]  not(isnull(test.t.a)), not(isnull(test.t.b))",
-          "│   │         └─TableFullScan 10000.00 cop[tikv] table:t keep order:false, stats:pseudo",
-          "│   └─HashJoin(Probe) 12475.01 root  inner join, equal:[eq(test.t.b, test.t1.b)]",
-          "│     ├─TableReader(Build) 9990.00 root  data:Selection",
-          "│     │ └─Selection 9990.00 cop[tikv]  not(isnull(test.t1.b))",
-          "│     │   └─TableFullScan 10000.00 cop[tikv] table:t1 keep order:false, stats:pseudo",
-          "│     └─TableReader(Probe) 9980.01 root  data:Selection",
-          "│       └─Selection 9980.01 cop[tikv]  not(isnull(test.t.a)), not(isnull(test.t.b))",
-          "│         └─TableFullScan 10000.00 cop[tikv] table:t keep order:false, stats:pseudo",
+          "│ └─HashJoin 12475.01 root  inner join, equal:[eq(test.t1.b, test.t.b)]",
+          "│   ├─MergeJoin(Build) 9980.01 root  inner join, left key:test.t.a, right key:Column#23",
+          "│   │ ├─Sort(Build) 7984.01 root  Column#23",
+          "│   │ │ └─StreamAgg 7984.01 root  group by:test.t.a, funcs:count(1)->Column#23",
+          "│   │ │   └─Sort 12475.01 root  test.t.a",
+          "│   │ │     └─MergeJoin 12475.01 root  inner join, left key:test.t1.b, right key:test.t.b",
+          "│   │ │       ├─Sort(Build) 9980.01 root  test.t.b",
+          "│   │ │       │ └─HashJoin 9980.01 root  inner join, equal:[eq(test.t.a, Column#22)]",
+          "│   │ │       │   ├─HashAgg(Build) 7992.00 root  group by:test.t2.a, funcs:count(1)->Column#22",
+          "│   │ │       │   │ └─HashJoin 12487.50 root  inner join, equal:[eq(test.t1.b, test.t2.b)]",
+          "│   │ │       │   │   ├─TableReader(Build) 9990.00 root  data:Selection",
+          "│   │ │       │   │   │ └─Selection 9990.00 cop[tikv]  not(isnull(test.t1.b))",
+          "│   │ │       │   │   │   └─TableFullScan 10000.00 cop[tikv] table:t1 keep order:false, stats:pseudo",
+          "│   │ │       │   │   └─TableReader(Probe) 9990.00 root  data:Selection",
+          "│   │ │       │   │     └─Selection 9990.00 cop[tikv]  not(isnull(test.t2.b))",
+          "│   │ │       │   │       └─TableFullScan 10000.00 cop[tikv] table:t2 keep order:false, stats:pseudo",
+          "│   │ │       │   └─TableReader(Probe) 9980.01 root  data:Selection",
+          "│   │ │       │     └─Selection 9980.01 cop[tikv]  not(isnull(test.t.a)), not(isnull(test.t.b))",
+          "│   │ │       │       └─TableFullScan 10000.00 cop[tikv] table:t keep order:false, stats:pseudo",
+          "│   │ │       └─Sort(Probe) 9990.00 root  test.t1.b",
+          "│   │ │         └─TableReader 9990.00 root  data:Selection",
+          "│   │ │           └─Selection 9990.00 cop[tikv]  not(isnull(test.t1.b))",
+          "│   │ │             └─TableFullScan 10000.00 cop[tikv] table:t1 keep order:false, stats:pseudo",
+          "│   │ └─Sort(Probe) 9980.01 root  test.t.a",
+          "│   │   └─TableReader 9980.01 root  data:Selection",
+          "│   │     └─Selection 9980.01 cop[tikv]  not(isnull(test.t.a)), not(isnull(test.t.b))",
+          "│   │       └─TableFullScan 10000.00 cop[tikv] table:t keep order:false, stats:pseudo",
+          "│   └─TableReader(Probe) 9990.00 root  data:Selection",
+          "│     └─Selection 9990.00 cop[tikv]  not(isnull(test.t1.b))",
+          "│       └─TableFullScan 10000.00 cop[tikv] table:t1 keep order:false, stats:pseudo",
           "└─TableReader(Probe) 9990.00 root  data:Selection",
           "  └─Selection 9990.00 cop[tikv]  not(isnull(test.t.a))",
           "    └─TableFullScan 10000.00 cop[tikv] table:t keep order:false, stats:pseudo"
@@ -4892,7 +4899,9 @@
           "  └─Selection 9990.00 cop[tikv]  not(isnull(test.t.a))",
           "    └─TableFullScan 10000.00 cop[tikv] table:t keep order:false, stats:pseudo"
         ],
-        "Warn": null
+        "Warn": [
+          "The qb_name hint qb_v1_2 is unused, please check whether the table list in the qb_name hint qb_v1_2 is correct"
+        ]
       },
       {
         "SQL": "explain format = 'brief' select /*+ qb_name(qb_v1_2, v2@sel_1 . v@sel_1 .@sel_2), merge_join(t1@qb_v1_2) */ * from v2;",
@@ -4932,7 +4941,9 @@
           "  └─Selection 9990.00 cop[tikv]  not(isnull(test.t.a))",
           "    └─TableFullScan 10000.00 cop[tikv] table:t keep order:false, stats:pseudo"
         ],
-        "Warn": null
+        "Warn": [
+          "The qb_name hint qb_v1_2 is unused, please check whether the table list in the qb_name hint qb_v1_2 is correct"
+        ]
       },
       {
         "SQL": "explain format = 'brief' select /*+ qb_name(qb_v2_2, vv@sel_1 .@sel_2), merge_join(t1@qb_v2_2) */ * from v2 vv;",
@@ -5014,7 +5025,9 @@
           "  └─Selection 9990.00 cop[tikv]  not(isnull(test.t.a))",
           "    └─TableFullScan 10000.00 cop[tikv] table:t keep order:false, stats:pseudo"
         ],
-        "Warn": null
+        "Warn": [
+          "The qb_name hint qb_v2_2 is unused, please check whether the table list in the qb_name hint qb_v2_2 is correct"
+        ]
       },
       {
         "SQL": "explain format = 'brief' select * from (select /*+ qb_name(qb_v_2, v@sel_1 .@sel_2), merge_join(t1@qb_v_2) */ * from v) t;",
@@ -5037,36 +5050,34 @@
           "    └─TableFullScan 10000.00 cop[tikv] table:t keep order:false, stats:pseudo"
         ],
         "Warn": [
-          "The qb_name hint for view only supports to be defined in the first query block",
-          "Hint merge_join(`t1`@`qb_v_2`) is ignored due to unknown query block name"
+          "The qb_name hint qb_v_2 is unused, please check whether the table list in the qb_name hint qb_v_2 is correct"
         ]
       },
       {
-        "SQL": "explain format = 'brief' select * from (select /*+ qb_name(qb_v_2, v@sel_1 .@sel_2), merge_join(t1@qb_v_2), stream_agg(@qb_v_2), qb_name(qb_v_1, v@sel_1 .@sel1), merge_join(t@qb_v_1) */ * from v) t;",
+        "SQL": "explain format = 'brief' select * from (select /*+ qb_name(qb_v_2, v.@sel_2), merge_join(t1@qb_v_2), stream_agg(@qb_v_2), qb_name(qb_v_1, v@sel_1 .@sel1), merge_join(t@qb_v_1) */ * from v) t;",
         "Plan": [
           "HashJoin 9980.01 root  inner join, equal:[eq(test.t.a, Column#13)]",
-          "├─HashAgg(Build) 7984.01 root  group by:test.t2.a, funcs:count(1)->Column#13",
-          "│ └─HashJoin 15593.77 root  inner join, equal:[eq(test.t2.a, test.t3.a)]",
-          "│   ├─TableReader(Build) 9990.00 root  data:Selection",
-          "│   │ └─Selection 9990.00 cop[tikv]  not(isnull(test.t3.a))",
-          "│   │   └─TableFullScan 10000.00 cop[tikv] table:t3 keep order:false, stats:pseudo",
-          "│   └─HashJoin(Probe) 12475.01 root  inner join, equal:[eq(test.t2.b, test.t1.b)]",
+          "├─StreamAgg(Build) 7984.01 root  group by:test.t2.a, funcs:count(1)->Column#13",
+          "│ └─Sort 15593.77 root  test.t2.a",
+          "│   └─HashJoin 15593.77 root  inner join, equal:[eq(test.t3.a, test.t2.a)]",
           "│     ├─TableReader(Build) 9990.00 root  data:Selection",
-          "│     │ └─Selection 9990.00 cop[tikv]  not(isnull(test.t1.b))",
-          "│     │   └─TableFullScan 10000.00 cop[tikv] table:t1 keep order:false, stats:pseudo",
-          "│     └─TableReader(Probe) 9980.01 root  data:Selection",
-          "│       └─Selection 9980.01 cop[tikv]  not(isnull(test.t2.a)), not(isnull(test.t2.b))",
-          "│         └─TableFullScan 10000.00 cop[tikv] table:t2 keep order:false, stats:pseudo",
+          "│     │ └─Selection 9990.00 cop[tikv]  not(isnull(test.t3.a))",
+          "│     │   └─TableFullScan 10000.00 cop[tikv] table:t3 keep order:false, stats:pseudo",
+          "│     └─MergeJoin(Probe) 12475.01 root  inner join, left key:test.t1.b, right key:test.t2.b",
+          "│       ├─Sort(Build) 9980.01 root  test.t2.b",
+          "│       │ └─TableReader 9980.01 root  data:Selection",
+          "│       │   └─Selection 9980.01 cop[tikv]  not(isnull(test.t2.a)), not(isnull(test.t2.b))",
+          "│       │     └─TableFullScan 10000.00 cop[tikv] table:t2 keep order:false, stats:pseudo",
+          "│       └─Sort(Probe) 9990.00 root  test.t1.b",
+          "│         └─TableReader 9990.00 root  data:Selection",
+          "│           └─Selection 9990.00 cop[tikv]  not(isnull(test.t1.b))",
+          "│             └─TableFullScan 10000.00 cop[tikv] table:t1 keep order:false, stats:pseudo",
           "└─TableReader(Probe) 9990.00 root  data:Selection",
           "  └─Selection 9990.00 cop[tikv]  not(isnull(test.t.a))",
           "    └─TableFullScan 10000.00 cop[tikv] table:t keep order:false, stats:pseudo"
         ],
         "Warn": [
-          "The qb_name hint for view only supports to be defined in the first query block",
-          "The qb_name hint for view only supports to be defined in the first query block",
-          "Hint merge_join(`t1`@`qb_v_2`) is ignored due to unknown query block name",
-          "Hint stream_agg(@`qb_v_2`) is ignored due to unknown query block name",
-          "Hint merge_join(`t`@`qb_v_1`) is ignored due to unknown query block name"
+          "The qb_name hint qb_v_1 is unused, please check whether the table list in the qb_name hint qb_v_1 is correct"
         ]
       },
       {
@@ -5099,28 +5110,30 @@
           "    └─TableFullScan 10000.00 cop[tikv] table:t keep order:false, stats:pseudo"
         ],
         "Warn": [
-          "The qb_name hint for view only supports to be defined in the first query block",
-          "Hint merge_join(`t1`@`qb_v_2`) is ignored due to unknown query block name"
+          "The qb_name hint qb_v_2 is unused, please check whether the table list in the qb_name hint qb_v_2 is correct"
         ]
       },
       {
-        "SQL": "explain format = 'brief' select * from (select /*+ qb_name(qb_v_2, v1@sel_1 . v@sel_2 .@sel_2), merge_join(t1@qb_v_2), stream_agg(@qb_v_2), qb_name(qb_v_1, v1@sel_1 . v@sel_2 .@sel_1), merge_join(t@qb_v_1) */ * from v1) t;",
+        "SQL": "explain format = 'brief' select * from (select /*+ qb_name(qb_v_2, v1.v@sel_2 .@sel_2), merge_join(t1@qb_v_2), stream_agg(@qb_v_2), qb_name(qb_v_1, v1@sel_1 . v@sel_2 .@sel_1), merge_join(t@qb_v_1) */ * from v1) t;",
         "Plan": [
           "HashJoin 9980.01 root  inner join, equal:[eq(test.t.a, Column#20)]",
           "├─HashAgg(Build) 7984.01 root  group by:test.t.a, funcs:count(1)->Column#20",
           "│ └─HashJoin 12475.01 root  inner join, equal:[eq(test.t.a, Column#19)]",
-          "│   ├─HashAgg(Build) 7984.01 root  group by:test.t2.a, funcs:count(1)->Column#19",
-          "│   │ └─HashJoin 15593.77 root  inner join, equal:[eq(test.t2.a, test.t3.a)]",
-          "│   │   ├─TableReader(Build) 9990.00 root  data:Selection",
-          "│   │   │ └─Selection 9990.00 cop[tikv]  not(isnull(test.t3.a))",
-          "│   │   │   └─TableFullScan 10000.00 cop[tikv] table:t3 keep order:false, stats:pseudo",
-          "│   │   └─HashJoin(Probe) 12475.01 root  inner join, equal:[eq(test.t2.b, test.t1.b)]",
+          "│   ├─StreamAgg(Build) 7984.01 root  group by:test.t2.a, funcs:count(1)->Column#19",
+          "│   │ └─Sort 15593.77 root  test.t2.a",
+          "│   │   └─HashJoin 15593.77 root  inner join, equal:[eq(test.t3.a, test.t2.a)]",
           "│   │     ├─TableReader(Build) 9990.00 root  data:Selection",
-          "│   │     │ └─Selection 9990.00 cop[tikv]  not(isnull(test.t1.b))",
-          "│   │     │   └─TableFullScan 10000.00 cop[tikv] table:t1 keep order:false, stats:pseudo",
-          "│   │     └─TableReader(Probe) 9980.01 root  data:Selection",
-          "│   │       └─Selection 9980.01 cop[tikv]  not(isnull(test.t2.a)), not(isnull(test.t2.b))",
-          "│   │         └─TableFullScan 10000.00 cop[tikv] table:t2 keep order:false, stats:pseudo",
+          "│   │     │ └─Selection 9990.00 cop[tikv]  not(isnull(test.t3.a))",
+          "│   │     │   └─TableFullScan 10000.00 cop[tikv] table:t3 keep order:false, stats:pseudo",
+          "│   │     └─MergeJoin(Probe) 12475.01 root  inner join, left key:test.t1.b, right key:test.t2.b",
+          "│   │       ├─Sort(Build) 9980.01 root  test.t2.b",
+          "│   │       │ └─TableReader 9980.01 root  data:Selection",
+          "│   │       │   └─Selection 9980.01 cop[tikv]  not(isnull(test.t2.a)), not(isnull(test.t2.b))",
+          "│   │       │     └─TableFullScan 10000.00 cop[tikv] table:t2 keep order:false, stats:pseudo",
+          "│   │       └─Sort(Probe) 9990.00 root  test.t1.b",
+          "│   │         └─TableReader 9990.00 root  data:Selection",
+          "│   │           └─Selection 9990.00 cop[tikv]  not(isnull(test.t1.b))",
+          "│   │             └─TableFullScan 10000.00 cop[tikv] table:t1 keep order:false, stats:pseudo",
           "│   └─HashJoin(Probe) 12475.01 root  inner join, equal:[eq(test.t.b, test.t1.b)]",
           "│     ├─TableReader(Build) 9990.00 root  data:Selection",
           "│     │ └─Selection 9990.00 cop[tikv]  not(isnull(test.t1.b))",
@@ -5133,81 +5146,80 @@
           "    └─TableFullScan 10000.00 cop[tikv] table:t keep order:false, stats:pseudo"
         ],
         "Warn": [
-          "The qb_name hint for view only supports to be defined in the first query block",
-          "The qb_name hint for view only supports to be defined in the first query block",
-          "Hint merge_join(`t1`@`qb_v_2`) is ignored due to unknown query block name",
-          "Hint stream_agg(@`qb_v_2`) is ignored due to unknown query block name",
-          "Hint merge_join(`t`@`qb_v_1`) is ignored due to unknown query block name"
+          "The qb_name hint qb_v_1 is unused, please check whether the table list in the qb_name hint qb_v_1 is correct"
         ]
       },
       {
-        "SQL": "explain format = 'brief' select /*+ qb_name(qb_v_2, v@sel_1 .@sel_2) */ * from (select /*+ merge_join(t1@qb_v_2) */ * from v) t;",
+        "SQL": "explain format = 'brief' select /*+ qb_name(qb_v_2, v@sel_2 .@sel_2) */ * from (select /*+ merge_join(t1@qb_v_2) */ * from v) t;",
         "Plan": [
           "HashJoin 9980.01 root  inner join, equal:[eq(test.t.a, Column#13)]",
           "├─HashAgg(Build) 7984.01 root  group by:test.t2.a, funcs:count(1)->Column#13",
-          "│ └─HashJoin 15593.77 root  inner join, equal:[eq(test.t2.a, test.t3.a)]",
+          "│ └─HashJoin 15593.77 root  inner join, equal:[eq(test.t3.a, test.t2.a)]",
           "│   ├─TableReader(Build) 9990.00 root  data:Selection",
           "│   │ └─Selection 9990.00 cop[tikv]  not(isnull(test.t3.a))",
           "│   │   └─TableFullScan 10000.00 cop[tikv] table:t3 keep order:false, stats:pseudo",
-          "│   └─HashJoin(Probe) 12475.01 root  inner join, equal:[eq(test.t2.b, test.t1.b)]",
-          "│     ├─TableReader(Build) 9990.00 root  data:Selection",
-          "│     │ └─Selection 9990.00 cop[tikv]  not(isnull(test.t1.b))",
-          "│     │   └─TableFullScan 10000.00 cop[tikv] table:t1 keep order:false, stats:pseudo",
-          "│     └─TableReader(Probe) 9980.01 root  data:Selection",
-          "│       └─Selection 9980.01 cop[tikv]  not(isnull(test.t2.a)), not(isnull(test.t2.b))",
-          "│         └─TableFullScan 10000.00 cop[tikv] table:t2 keep order:false, stats:pseudo",
+          "│   └─MergeJoin(Probe) 12475.01 root  inner join, left key:test.t1.b, right key:test.t2.b",
+          "│     ├─Sort(Build) 9980.01 root  test.t2.b",
+          "│     │ └─TableReader 9980.01 root  data:Selection",
+          "│     │   └─Selection 9980.01 cop[tikv]  not(isnull(test.t2.a)), not(isnull(test.t2.b))",
+          "│     │     └─TableFullScan 10000.00 cop[tikv] table:t2 keep order:false, stats:pseudo",
+          "│     └─Sort(Probe) 9990.00 root  test.t1.b",
+          "│       └─TableReader 9990.00 root  data:Selection",
+          "│         └─Selection 9990.00 cop[tikv]  not(isnull(test.t1.b))",
+          "│           └─TableFullScan 10000.00 cop[tikv] table:t1 keep order:false, stats:pseudo",
           "└─TableReader(Probe) 9990.00 root  data:Selection",
           "  └─Selection 9990.00 cop[tikv]  not(isnull(test.t.a))",
           "    └─TableFullScan 10000.00 cop[tikv] table:t keep order:false, stats:pseudo"
         ],
-        "Warn": [
-          "Hint merge_join(`t1`@`qb_v_2`) is ignored due to unknown query block name"
-        ]
+        "Warn": null
       },
       {
-        "SQL": "explain format = 'brief' select /*+ qb_name(qb_v_2, v@sel_1 .@sel_2), qb_name(qb_v_1, v@sel_1 .@sel1) */ * from (select /*+ merge_join(t1@qb_v_2), stream_agg(@qb_v_2), merge_join(t@qb_v_1) */ * from v) t;",
+        "SQL": "explain format = 'brief' select /*+ qb_name(qb_v_2, v@sel_2 .@sel_2), qb_name(qb_v_1, v@sel_2 .@sel1) */ * from (select /*+ merge_join(t1@qb_v_2), stream_agg(@qb_v_2), merge_join(t@qb_v_1) */ * from v) t;",
         "Plan": [
           "HashJoin 9980.01 root  inner join, equal:[eq(test.t.a, Column#13)]",
-          "├─HashAgg(Build) 7984.01 root  group by:test.t2.a, funcs:count(1)->Column#13",
-          "│ └─HashJoin 15593.77 root  inner join, equal:[eq(test.t2.a, test.t3.a)]",
-          "│   ├─TableReader(Build) 9990.00 root  data:Selection",
-          "│   │ └─Selection 9990.00 cop[tikv]  not(isnull(test.t3.a))",
-          "│   │   └─TableFullScan 10000.00 cop[tikv] table:t3 keep order:false, stats:pseudo",
-          "│   └─HashJoin(Probe) 12475.01 root  inner join, equal:[eq(test.t2.b, test.t1.b)]",
+          "├─StreamAgg(Build) 7984.01 root  group by:test.t2.a, funcs:count(1)->Column#13",
+          "│ └─Sort 15593.77 root  test.t2.a",
+          "│   └─HashJoin 15593.77 root  inner join, equal:[eq(test.t3.a, test.t2.a)]",
           "│     ├─TableReader(Build) 9990.00 root  data:Selection",
-          "│     │ └─Selection 9990.00 cop[tikv]  not(isnull(test.t1.b))",
-          "│     │   └─TableFullScan 10000.00 cop[tikv] table:t1 keep order:false, stats:pseudo",
-          "│     └─TableReader(Probe) 9980.01 root  data:Selection",
-          "│       └─Selection 9980.01 cop[tikv]  not(isnull(test.t2.a)), not(isnull(test.t2.b))",
-          "│         └─TableFullScan 10000.00 cop[tikv] table:t2 keep order:false, stats:pseudo",
+          "│     │ └─Selection 9990.00 cop[tikv]  not(isnull(test.t3.a))",
+          "│     │   └─TableFullScan 10000.00 cop[tikv] table:t3 keep order:false, stats:pseudo",
+          "│     └─MergeJoin(Probe) 12475.01 root  inner join, left key:test.t1.b, right key:test.t2.b",
+          "│       ├─Sort(Build) 9980.01 root  test.t2.b",
+          "│       │ └─TableReader 9980.01 root  data:Selection",
+          "│       │   └─Selection 9980.01 cop[tikv]  not(isnull(test.t2.a)), not(isnull(test.t2.b))",
+          "│       │     └─TableFullScan 10000.00 cop[tikv] table:t2 keep order:false, stats:pseudo",
+          "│       └─Sort(Probe) 9990.00 root  test.t1.b",
+          "│         └─TableReader 9990.00 root  data:Selection",
+          "│           └─Selection 9990.00 cop[tikv]  not(isnull(test.t1.b))",
+          "│             └─TableFullScan 10000.00 cop[tikv] table:t1 keep order:false, stats:pseudo",
           "└─TableReader(Probe) 9990.00 root  data:Selection",
           "  └─Selection 9990.00 cop[tikv]  not(isnull(test.t.a))",
           "    └─TableFullScan 10000.00 cop[tikv] table:t keep order:false, stats:pseudo"
         ],
         "Warn": [
-          "Hint merge_join(`t1`@`qb_v_2`) is ignored due to unknown query block name",
-          "Hint stream_agg(@`qb_v_2`) is ignored due to unknown query block name",
-          "Hint merge_join(`t`@`qb_v_1`) is ignored due to unknown query block name"
+          "The qb_name hint qb_v_1 is unused, please check whether the table list in the qb_name hint qb_v_1 is correct"
         ]
       },
       {
-        "SQL": "explain format = 'brief' select /*+ qb_name(qb_v_2, v1@sel_1 . v@sel_2 .@sel_2) */ * from (select /*+ merge_join(t1@qb_v_2) */ * from v1) t;",
+        "SQL": "explain format = 'brief' select /*+ qb_name(qb_v_2, v1@sel_2 . v@sel_2 .@sel_2) */ * from (select /*+ merge_join(t1@qb_v_2) */ * from v1) t;",
         "Plan": [
           "HashJoin 9980.01 root  inner join, equal:[eq(test.t.a, Column#20)]",
           "├─HashAgg(Build) 7984.01 root  group by:test.t.a, funcs:count(1)->Column#20",
           "│ └─HashJoin 12475.01 root  inner join, equal:[eq(test.t.a, Column#19)]",
           "│   ├─HashAgg(Build) 7984.01 root  group by:test.t2.a, funcs:count(1)->Column#19",
-          "│   │ └─HashJoin 15593.77 root  inner join, equal:[eq(test.t2.a, test.t3.a)]",
+          "│   │ └─HashJoin 15593.77 root  inner join, equal:[eq(test.t3.a, test.t2.a)]",
           "│   │   ├─TableReader(Build) 9990.00 root  data:Selection",
           "│   │   │ └─Selection 9990.00 cop[tikv]  not(isnull(test.t3.a))",
           "│   │   │   └─TableFullScan 10000.00 cop[tikv] table:t3 keep order:false, stats:pseudo",
-          "│   │   └─HashJoin(Probe) 12475.01 root  inner join, equal:[eq(test.t2.b, test.t1.b)]",
-          "│   │     ├─TableReader(Build) 9990.00 root  data:Selection",
-          "│   │     │ └─Selection 9990.00 cop[tikv]  not(isnull(test.t1.b))",
-          "│   │     │   └─TableFullScan 10000.00 cop[tikv] table:t1 keep order:false, stats:pseudo",
-          "│   │     └─TableReader(Probe) 9980.01 root  data:Selection",
-          "│   │       └─Selection 9980.01 cop[tikv]  not(isnull(test.t2.a)), not(isnull(test.t2.b))",
-          "│   │         └─TableFullScan 10000.00 cop[tikv] table:t2 keep order:false, stats:pseudo",
+          "│   │   └─MergeJoin(Probe) 12475.01 root  inner join, left key:test.t1.b, right key:test.t2.b",
+          "│   │     ├─Sort(Build) 9980.01 root  test.t2.b",
+          "│   │     │ └─TableReader 9980.01 root  data:Selection",
+          "│   │     │   └─Selection 9980.01 cop[tikv]  not(isnull(test.t2.a)), not(isnull(test.t2.b))",
+          "│   │     │     └─TableFullScan 10000.00 cop[tikv] table:t2 keep order:false, stats:pseudo",
+          "│   │     └─Sort(Probe) 9990.00 root  test.t1.b",
+          "│   │       └─TableReader 9990.00 root  data:Selection",
+          "│   │         └─Selection 9990.00 cop[tikv]  not(isnull(test.t1.b))",
+          "│   │           └─TableFullScan 10000.00 cop[tikv] table:t1 keep order:false, stats:pseudo",
           "│   └─HashJoin(Probe) 12475.01 root  inner join, equal:[eq(test.t.b, test.t1.b)]",
           "│     ├─TableReader(Build) 9990.00 root  data:Selection",
           "│     │ └─Selection 9990.00 cop[tikv]  not(isnull(test.t1.b))",
@@ -5219,72 +5231,73 @@
           "  └─Selection 9990.00 cop[tikv]  not(isnull(test.t.a))",
           "    └─TableFullScan 10000.00 cop[tikv] table:t keep order:false, stats:pseudo"
         ],
-        "Warn": [
-          "Hint merge_join(`t1`@`qb_v_2`) is ignored due to unknown query block name"
-        ]
+        "Warn": null
       },
       {
-        "SQL": "explain format = 'brief' select /*+ qb_name(qb_v_2, v1@sel_1 . v@sel_2 .@sel_2), qb_name(qb_v_1, v1@sel_1 . v@sel_2 .@sel_1) */ * from (select /*+ merge_join(t1@qb_v_2), stream_agg(@qb_v_2), merge_join(t@qb_v_1) */ * from v1) t;",
+        "SQL": "explain format = 'brief' select /*+ qb_name(qb_v_2, v1@sel_2 . v@sel_2 .@sel_2), qb_name(qb_v_1, v1@sel_2 . v@sel_2 .@sel_1) */ * from (select /*+ merge_join(t1@qb_v_2), stream_agg(@qb_v_2), merge_join(t@qb_v_1) */ * from v1) t;",
         "Plan": [
           "HashJoin 9980.01 root  inner join, equal:[eq(test.t.a, Column#20)]",
           "├─HashAgg(Build) 7984.01 root  group by:test.t.a, funcs:count(1)->Column#20",
-          "│ └─HashJoin 12475.01 root  inner join, equal:[eq(test.t.a, Column#19)]",
-          "│   ├─HashAgg(Build) 7984.01 root  group by:test.t2.a, funcs:count(1)->Column#19",
-          "│   │ └─HashJoin 15593.77 root  inner join, equal:[eq(test.t2.a, test.t3.a)]",
-          "│   │   ├─TableReader(Build) 9990.00 root  data:Selection",
-          "│   │   │ └─Selection 9990.00 cop[tikv]  not(isnull(test.t3.a))",
-          "│   │   │   └─TableFullScan 10000.00 cop[tikv] table:t3 keep order:false, stats:pseudo",
-          "│   │   └─HashJoin(Probe) 12475.01 root  inner join, equal:[eq(test.t2.b, test.t1.b)]",
-          "│   │     ├─TableReader(Build) 9990.00 root  data:Selection",
-          "│   │     │ └─Selection 9990.00 cop[tikv]  not(isnull(test.t1.b))",
-          "│   │     │   └─TableFullScan 10000.00 cop[tikv] table:t1 keep order:false, stats:pseudo",
-          "│   │     └─TableReader(Probe) 9980.01 root  data:Selection",
-          "│   │       └─Selection 9980.01 cop[tikv]  not(isnull(test.t2.a)), not(isnull(test.t2.b))",
-          "│   │         └─TableFullScan 10000.00 cop[tikv] table:t2 keep order:false, stats:pseudo",
-          "│   └─HashJoin(Probe) 12475.01 root  inner join, equal:[eq(test.t.b, test.t1.b)]",
-          "│     ├─TableReader(Build) 9990.00 root  data:Selection",
-          "│     │ └─Selection 9990.00 cop[tikv]  not(isnull(test.t1.b))",
-          "│     │   └─TableFullScan 10000.00 cop[tikv] table:t1 keep order:false, stats:pseudo",
-          "│     └─TableReader(Probe) 9980.01 root  data:Selection",
-          "│       └─Selection 9980.01 cop[tikv]  not(isnull(test.t.a)), not(isnull(test.t.b))",
-          "│         └─TableFullScan 10000.00 cop[tikv] table:t keep order:false, stats:pseudo",
+          "│ └─HashJoin 12475.01 root  inner join, equal:[eq(test.t1.b, test.t.b)]",
+          "│   ├─MergeJoin(Build) 9980.01 root  inner join, left key:test.t.a, right key:Column#19",
+          "│   │ ├─Sort(Build) 7984.01 root  Column#19",
+          "│   │ │ └─StreamAgg 7984.01 root  group by:test.t2.a, funcs:count(1)->Column#19",
+          "│   │ │   └─Sort 15593.77 root  test.t2.a",
+          "│   │ │     └─HashJoin 15593.77 root  inner join, equal:[eq(test.t3.a, test.t2.a)]",
+          "│   │ │       ├─TableReader(Build) 9990.00 root  data:Selection",
+          "│   │ │       │ └─Selection 9990.00 cop[tikv]  not(isnull(test.t3.a))",
+          "│   │ │       │   └─TableFullScan 10000.00 cop[tikv] table:t3 keep order:false, stats:pseudo",
+          "│   │ │       └─MergeJoin(Probe) 12475.01 root  inner join, left key:test.t1.b, right key:test.t2.b",
+          "│   │ │         ├─Sort(Build) 9980.01 root  test.t2.b",
+          "│   │ │         │ └─TableReader 9980.01 root  data:Selection",
+          "│   │ │         │   └─Selection 9980.01 cop[tikv]  not(isnull(test.t2.a)), not(isnull(test.t2.b))",
+          "│   │ │         │     └─TableFullScan 10000.00 cop[tikv] table:t2 keep order:false, stats:pseudo",
+          "│   │ │         └─Sort(Probe) 9990.00 root  test.t1.b",
+          "│   │ │           └─TableReader 9990.00 root  data:Selection",
+          "│   │ │             └─Selection 9990.00 cop[tikv]  not(isnull(test.t1.b))",
+          "│   │ │               └─TableFullScan 10000.00 cop[tikv] table:t1 keep order:false, stats:pseudo",
+          "│   │ └─Sort(Probe) 9980.01 root  test.t.a",
+          "│   │   └─TableReader 9980.01 root  data:Selection",
+          "│   │     └─Selection 9980.01 cop[tikv]  not(isnull(test.t.a)), not(isnull(test.t.b))",
+          "│   │       └─TableFullScan 10000.00 cop[tikv] table:t keep order:false, stats:pseudo",
+          "│   └─TableReader(Probe) 9990.00 root  data:Selection",
+          "│     └─Selection 9990.00 cop[tikv]  not(isnull(test.t1.b))",
+          "│       └─TableFullScan 10000.00 cop[tikv] table:t1 keep order:false, stats:pseudo",
           "└─TableReader(Probe) 9990.00 root  data:Selection",
           "  └─Selection 9990.00 cop[tikv]  not(isnull(test.t.a))",
           "    └─TableFullScan 10000.00 cop[tikv] table:t keep order:false, stats:pseudo"
         ],
-        "Warn": [
-          "Hint merge_join(`t1`@`qb_v_2`) is ignored due to unknown query block name",
-          "Hint stream_agg(@`qb_v_2`) is ignored due to unknown query block name",
-          "Hint merge_join(`t`@`qb_v_1`) is ignored due to unknown query block name"
-        ]
+        "Warn": null
       },
       {
-        "SQL": "explain format = 'brief' select /*+ qb_name(qb_v1_2, v2@sel_1 . v1@sel_1 .@sel_2), qb_name(qb_v1_1, v2@sel_1 . v1@sel_1 .@sel_1), merge_join(t1@qb_v1_2, t@qb_v1_1) */ * from v2;",
+        "SQL": "explain format = 'brief' select /*+ qb_name(qb_v1_2, v2. v1@sel_2 .@sel_2), qb_name(qb_v1_1, v2@sel_1 . v1@sel_2 .@sel_1), merge_join(t1@qb_v1_2, t@qb_v1_1), merge_join(t1@qb_v1_2) */ * from v2;",
         "Plan": [
           "HashJoin 9980.01 root  inner join, equal:[eq(test.t.a, Column#27)]",
           "├─HashAgg(Build) 7984.01 root  group by:test.t.a, funcs:count(1)->Column#27",
           "│ └─HashJoin 12475.01 root  inner join, equal:[eq(test.t.a, Column#26)]",
           "│   ├─HashAgg(Build) 7984.01 root  group by:test.t.a, funcs:count(1)->Column#26",
-          "│   │ └─HashJoin 12475.01 root  inner join, equal:[eq(test.t.a, Column#25)]",
-          "│   │   ├─HashAgg(Build) 7984.01 root  group by:test.t2.a, funcs:count(1)->Column#25",
-          "│   │   │ └─HashJoin 15593.77 root  inner join, equal:[eq(test.t2.a, test.t3.a)]",
-          "│   │   │   ├─TableReader(Build) 9990.00 root  data:Selection",
-          "│   │   │   │ └─Selection 9990.00 cop[tikv]  not(isnull(test.t3.a))",
-          "│   │   │   │   └─TableFullScan 10000.00 cop[tikv] table:t3 keep order:false, stats:pseudo",
-          "│   │   │   └─HashJoin(Probe) 12475.01 root  inner join, equal:[eq(test.t2.b, test.t1.b)]",
-          "│   │   │     ├─TableReader(Build) 9990.00 root  data:Selection",
-          "│   │   │     │ └─Selection 9990.00 cop[tikv]  not(isnull(test.t1.b))",
-          "│   │   │     │   └─TableFullScan 10000.00 cop[tikv] table:t1 keep order:false, stats:pseudo",
-          "│   │   │     └─TableReader(Probe) 9980.01 root  data:Selection",
-          "│   │   │       └─Selection 9980.01 cop[tikv]  not(isnull(test.t2.a)), not(isnull(test.t2.b))",
-          "│   │   │         └─TableFullScan 10000.00 cop[tikv] table:t2 keep order:false, stats:pseudo",
-          "│   │   └─HashJoin(Probe) 12475.01 root  inner join, equal:[eq(test.t.b, test.t1.b)]",
-          "│   │     ├─TableReader(Build) 9990.00 root  data:Selection",
-          "│   │     │ └─Selection 9990.00 cop[tikv]  not(isnull(test.t1.b))",
-          "│   │     │   └─TableFullScan 10000.00 cop[tikv] table:t1 keep order:false, stats:pseudo",
-          "│   │     └─TableReader(Probe) 9980.01 root  data:Selection",
-          "│   │       └─Selection 9980.01 cop[tikv]  not(isnull(test.t.a)), not(isnull(test.t.b))",
-          "│   │         └─TableFullScan 10000.00 cop[tikv] table:t keep order:false, stats:pseudo",
+          "│   │ └─MergeJoin 12475.01 root  inner join, left key:test.t1.b, right key:test.t.b",
+          "│   │   ├─Sort(Build) 9980.01 root  test.t.b",
+          "│   │   │ └─HashJoin 9980.01 root  inner join, equal:[eq(test.t.a, Column#25)]",
+          "│   │   │   ├─HashAgg(Build) 7984.01 root  group by:test.t2.a, funcs:count(1)->Column#25",
+          "│   │   │   │ └─HashJoin 15593.77 root  inner join, equal:[eq(test.t2.a, test.t3.a)]",
+          "│   │   │   │   ├─TableReader(Build) 9990.00 root  data:Selection",
+          "│   │   │   │   │ └─Selection 9990.00 cop[tikv]  not(isnull(test.t3.a))",
+          "│   │   │   │   │   └─TableFullScan 10000.00 cop[tikv] table:t3 keep order:false, stats:pseudo",
+          "│   │   │   │   └─HashJoin(Probe) 12475.01 root  inner join, equal:[eq(test.t2.b, test.t1.b)]",
+          "│   │   │   │     ├─TableReader(Build) 9990.00 root  data:Selection",
+          "│   │   │   │     │ └─Selection 9990.00 cop[tikv]  not(isnull(test.t1.b))",
+          "│   │   │   │     │   └─TableFullScan 10000.00 cop[tikv] table:t1 keep order:false, stats:pseudo",
+          "│   │   │   │     └─TableReader(Probe) 9980.01 root  data:Selection",
+          "│   │   │   │       └─Selection 9980.01 cop[tikv]  not(isnull(test.t2.a)), not(isnull(test.t2.b))",
+          "│   │   │   │         └─TableFullScan 10000.00 cop[tikv] table:t2 keep order:false, stats:pseudo",
+          "│   │   │   └─TableReader(Probe) 9980.01 root  data:Selection",
+          "│   │   │     └─Selection 9980.01 cop[tikv]  not(isnull(test.t.a)), not(isnull(test.t.b))",
+          "│   │   │       └─TableFullScan 10000.00 cop[tikv] table:t keep order:false, stats:pseudo",
+          "│   │   └─Sort(Probe) 9990.00 root  test.t1.b",
+          "│   │     └─TableReader 9990.00 root  data:Selection",
+          "│   │       └─Selection 9990.00 cop[tikv]  not(isnull(test.t1.b))",
+          "│   │         └─TableFullScan 10000.00 cop[tikv] table:t1 keep order:false, stats:pseudo",
           "│   └─HashJoin(Probe) 12475.01 root  inner join, equal:[eq(test.t.b, test.t1.b)]",
           "│     ├─TableReader(Build) 9990.00 root  data:Selection",
           "│     │ └─Selection 9990.00 cop[tikv]  not(isnull(test.t1.b))",
@@ -5640,6 +5653,51 @@
           "[planner:1815]Join hints are conflict, you can only specify one type of join",
           "[planner:1815]Optimizer aggregation hints are conflicted"
         ]
+      },
+      {
+        "SQL": "explain with d1 as (\n    select a from (\n        select a from (\n            select /*+ qb_name(qb, v4) use_index(t4@qb, idx_a) */ a from v4 where a < 10\n        ) as t0 where a < 9\n    ) as t1 where a < 8\n), d2 as (select /*+ qb_name(qb2, v4) use_index(t4@qb2, idx_b) */ a from v4 where b < 10)\n\nselect * from (select * from d1) as t0 join (select * from d2) as t1;",
+        "Plan": [
+          "HashJoin_41 6944.44 root  CARTESIAN inner join",
+          "├─IndexLookUp_50(Build) 83.33 root  ",
+          "│ ├─IndexRangeScan_47(Build) 250.00 cop[tikv] table:t4, index:idx_b(b) range:(3,10), keep order:false, stats:pseudo",
+          "│ └─Selection_49(Probe) 83.33 cop[tikv]  gt(test.t4.a, 2)",
+          "│   └─TableRowIDScan_48 250.00 cop[tikv] table:t4 keep order:false, stats:pseudo",
+          "└─IndexLookUp_46(Probe) 83.33 root  ",
+          "  ├─IndexRangeScan_43(Build) 250.00 cop[tikv] table:t4, index:idx_a(a) range:(2,8), keep order:false, stats:pseudo",
+          "  └─Selection_45(Probe) 83.33 cop[tikv]  gt(test.t4.b, 3)",
+          "    └─TableRowIDScan_44 250.00 cop[tikv] table:t4 keep order:false, stats:pseudo"
+        ],
+        "Warn": null
+      },
+      {
+        "SQL": "explain with d1 as (\n    select a from (\n        select a from (\n            select a from v4 where a < 10\n        ) as t0 where a < 9\n    ) as t1 where a < 8\n), d2 as (select a from v4 where b < 10)\n\nselect /*+ qb_name(qb, v4@sel_4) use_index(t4@qb, idx_a)   qb_name(qb2, v4@sel_5) use_index(t4@qb, idx_b) */ * from (select * from d1) as t0 join (select * from d2) as t1;",
+        "Plan": [
+          "HashJoin_41 6944.44 root  CARTESIAN inner join",
+          "├─TableReader_53(Build) 83.33 root  data:Selection_52",
+          "│ └─Selection_52 83.33 cop[tikv]  gt(test.t4.a, 2), gt(test.t4.b, 3), lt(test.t4.b, 10)",
+          "│   └─TableFullScan_51 10000.00 cop[tikv] table:t4 keep order:false, stats:pseudo",
+          "└─IndexLookUp_46(Probe) 83.33 root  ",
+          "  ├─IndexRangeScan_43(Build) 250.00 cop[tikv] table:t4, index:idx_a(a) range:(2,8), keep order:false, stats:pseudo",
+          "  └─Selection_45(Probe) 83.33 cop[tikv]  gt(test.t4.b, 3)",
+          "    └─TableRowIDScan_44 250.00 cop[tikv] table:t4 keep order:false, stats:pseudo"
+        ],
+        "Warn": null
+      },
+      {
+        "SQL": "explain with d1 as (\n    select a from (\n        select a from (\n            select /*+ qb_name(qb, v5) use_index(t4@qb, idx_a) */ a from v4 where a < 10\n        ) as t0 where a < 9\n    ) as t1 where a < 8\n), d2 as (select /*+ qb_name(qb2, v4) use_index(t4@qb2, idx_b) */ a from v4 where b < 10)\n\nselect * from (select * from d1) as t0 join (select * from d2) as t1;",
+        "Plan": [
+          "HashJoin_41 6944.44 root  CARTESIAN inner join",
+          "├─IndexLookUp_57(Build) 83.33 root  ",
+          "│ ├─IndexRangeScan_54(Build) 250.00 cop[tikv] table:t4, index:idx_b(b) range:(3,10), keep order:false, stats:pseudo",
+          "│ └─Selection_56(Probe) 83.33 cop[tikv]  gt(test.t4.a, 2)",
+          "│   └─TableRowIDScan_55 250.00 cop[tikv] table:t4 keep order:false, stats:pseudo",
+          "└─TableReader_45(Probe) 83.33 root  data:Selection_44",
+          "  └─Selection_44 83.33 cop[tikv]  gt(test.t4.a, 2), gt(test.t4.b, 3), lt(test.t4.a, 10), lt(test.t4.a, 8), lt(test.t4.a, 9)",
+          "    └─TableFullScan_43 10000.00 cop[tikv] table:t4 keep order:false, stats:pseudo"
+        ],
+        "Warn": [
+          "The qb_name hint qb is unused, please check whether the table list in the qb_name hint qb is correct"
+        ]
       }
     ]
   },
diff --git a/planner/optimize.go b/planner/optimize.go
index 747dd5541596a..def76aba9c9c3 100644
--- a/planner/optimize.go
+++ b/planner/optimize.go
@@ -356,6 +356,7 @@ func optimize(ctx context.Context, sctx sessionctx.Context, node ast.Node, is in
 	// build logical plan
 	hintProcessor := &hint.BlockHintProcessor{Ctx: sctx}
 	node.Accept(hintProcessor)
+	defer hintProcessor.HandleUnusedViewHints()
 	builder := planBuilderPool.Get().(*core.PlanBuilder)
 	defer planBuilderPool.Put(builder.ResetForReuse())
 	builder.Init(sctx, is, hintProcessor)
diff --git a/util/hint/hint_processor.go b/util/hint/hint_processor.go
index b087981abd409..be1a1a4e7fc4c 100644
--- a/util/hint/hint_processor.go
+++ b/util/hint/hint_processor.go
@@ -325,8 +325,9 @@ type BlockHintProcessor struct {
 	QbHints   map[int][]*ast.TableOptimizerHint // Group all hints at same query block.
 
 	// Used for the view's hint
-	QbNameMap4View map[string][]ast.HintTable           // Map from view's query block name to view's table list.
-	QbHints4View   map[string][]*ast.TableOptimizerHint // Group all hints at same query block for view hints.
+	QbNameMap4View  map[string][]ast.HintTable           // Map from view's query block name to view's table list.
+	QbHints4View    map[string][]*ast.TableOptimizerHint // Group all hints at same query block for view hints.
+	QbNameUsed4View map[string]struct{}                  // Store all the qb_name hints which are used for view
 
 	Ctx              sessionctx.Context
 	selectStmtOffset int
@@ -346,15 +347,14 @@ func (p *BlockHintProcessor) Enter(in ast.Node) (ast.Node, bool) {
 		p.checkQueryBlockHints(node.TableHints, 0)
 	case *ast.SelectStmt:
 		p.selectStmtOffset++
-		// Only support view hints which appear in the outer select part
-		if p.selectStmtOffset == 1 {
-			// Handle the view hints and update the left hint.
-			node.TableHints = p.handleViewHints(node.TableHints)
-		}
 		node.QueryBlockOffset = p.selectStmtOffset
+		// Handle the view hints and update the left hint.
+		node.TableHints = p.handleViewHints(node.TableHints, node.QueryBlockOffset)
 		p.checkQueryBlockHints(node.TableHints, node.QueryBlockOffset)
 	case *ast.ExplainStmt:
 		return in, true
+	case *ast.CreateBindingStmt:
+		return in, true
 	}
 	return in, false
 }
@@ -373,12 +373,6 @@ func (p *BlockHintProcessor) checkQueryBlockHints(hints []*ast.TableOptimizerHin
 		if hint.HintName.L != hintQBName {
 			continue
 		}
-		if offset > 1 && len(hint.Tables) > 0 {
-			if p.Ctx != nil {
-				p.Ctx.GetSessionVars().StmtCtx.AppendWarning(fmt.Errorf("The qb_name hint for view only supports to be defined in the first query block"))
-			}
-			continue
-		}
 		if qbName != "" {
 			if p.Ctx != nil {
 				p.Ctx.GetSessionVars().StmtCtx.AppendWarning(fmt.Errorf("There are more than two query names in same query block, using the first one %s", qbName))
@@ -402,7 +396,7 @@ func (p *BlockHintProcessor) checkQueryBlockHints(hints []*ast.TableOptimizerHin
 	}
 }
 
-func (p *BlockHintProcessor) handleViewHints(hints []*ast.TableOptimizerHint) (leftHints []*ast.TableOptimizerHint) {
+func (p *BlockHintProcessor) handleViewHints(hints []*ast.TableOptimizerHint, offset int) (leftHints []*ast.TableOptimizerHint) {
 	if len(hints) == 0 {
 		return
 	}
@@ -416,6 +410,7 @@ func (p *BlockHintProcessor) handleViewHints(hints []*ast.TableOptimizerHint) (l
 		usedHints[i] = true
 		if p.QbNameMap4View == nil {
 			p.QbNameMap4View = make(map[string][]ast.HintTable)
+			p.QbNameUsed4View = make(map[string]struct{})
 		}
 		qbName := hint.QBName.L
 		if qbName == "" {
@@ -426,6 +421,14 @@ func (p *BlockHintProcessor) handleViewHints(hints []*ast.TableOptimizerHint) (l
 				p.Ctx.GetSessionVars().StmtCtx.AppendWarning(fmt.Errorf("Duplicate query block name %s for view's query block hint, only the first one is effective", qbName))
 			}
 		} else {
+			if offset != 1 {
+				// If there are some qb_name hints for view are not defined in the first query block,
+				// we should add the query block number where it is located to the first table in the view's qb_name hint table list.
+				qbNum := hint.Tables[0].QBName.L
+				if qbNum == "" {
+					hint.Tables[0].QBName = model.NewCIStr(fmt.Sprintf("%s%d", defaultSelectBlockPrefix, offset))
+				}
+			}
 			p.QbNameMap4View[qbName] = hint.Tables
 		}
 	}
@@ -475,6 +478,18 @@ func (p *BlockHintProcessor) handleViewHints(hints []*ast.TableOptimizerHint) (l
 	return
 }
 
+// HandleUnusedViewHints handle the unused view hints.
+func (p *BlockHintProcessor) HandleUnusedViewHints() {
+	if p.QbNameMap4View != nil {
+		for qbName := range p.QbNameMap4View {
+			_, ok := p.QbNameUsed4View[qbName]
+			if !ok && p.Ctx != nil {
+				p.Ctx.GetSessionVars().StmtCtx.AppendWarning(fmt.Errorf("The qb_name hint %s is unused, please check whether the table list in the qb_name hint %s is correct", qbName, qbName))
+			}
+		}
+	}
+}
+
 const (
 	defaultUpdateBlockName   = "upd_1"
 	defaultDeleteBlockName   = "del_1"