diff --git a/distsql/distsql_test.go b/distsql/distsql_test.go
index 6fda7832eb474..20cd07619d6b3 100644
--- a/distsql/distsql_test.go
+++ b/distsql/distsql_test.go
@@ -32,6 +32,7 @@ import (
 	"github.com/pingcap/tidb/util/chunk"
 	"github.com/pingcap/tidb/util/codec"
 	"github.com/pingcap/tidb/util/execdetails"
+	"github.com/pingcap/tidb/util/memory"
 	"github.com/pingcap/tidb/util/stringutil"
 	"github.com/pingcap/tipb/go-tipb"
 )
@@ -42,7 +43,8 @@ func (s *testSuite) createSelectNormal(batch, totalRows int, c *C, planIDs []str
 		SetDesc(false).
 		SetKeepOrder(false).
 		SetFromSessionVars(variable.NewSessionVars()).
-		SetMemTracker(s.sctx, stringutil.StringerStr("testSuite.createSelectNormal")).
+		SetMemTracker(memory.NewTracker(stringutil.StringerStr("testSuite.createSelectNormal"),
+			s.sctx.GetSessionVars().MemQuotaDistSQL)).
 		Build()
 	c.Assert(err, IsNil)
 
diff --git a/distsql/request_builder.go b/distsql/request_builder.go
index 92532de0b7d1d..6818579c5a2a5 100644
--- a/distsql/request_builder.go
+++ b/distsql/request_builder.go
@@ -14,12 +14,10 @@
 package distsql
 
 import (
-	"fmt"
 	"math"
 
 	"github.com/pingcap/parser/mysql"
 	"github.com/pingcap/tidb/kv"
-	"github.com/pingcap/tidb/sessionctx"
 	"github.com/pingcap/tidb/sessionctx/stmtctx"
 	"github.com/pingcap/tidb/sessionctx/variable"
 	"github.com/pingcap/tidb/statistics"
@@ -44,10 +42,8 @@ func (builder *RequestBuilder) Build() (*kv.Request, error) {
 }
 
 // SetMemTracker sets a memTracker for this request.
-func (builder *RequestBuilder) SetMemTracker(sctx sessionctx.Context, label fmt.Stringer) *RequestBuilder {
-	t := memory.NewTracker(label, sctx.GetSessionVars().MemQuotaDistSQL)
-	t.AttachTo(sctx.GetSessionVars().StmtCtx.MemTracker)
-	builder.Request.MemTracker = t
+func (builder *RequestBuilder) SetMemTracker(tracker *memory.Tracker) *RequestBuilder {
+	builder.Request.MemTracker = tracker
 	return builder
 }
 
diff --git a/executor/distsql.go b/executor/distsql.go
index c4f20312d92a5..f24658531d43d 100644
--- a/executor/distsql.go
+++ b/executor/distsql.go
@@ -19,6 +19,7 @@ import (
 	"math"
 	"runtime"
 	"sort"
+	"strconv"
 	"sync"
 	"sync/atomic"
 	"time"
@@ -252,6 +253,8 @@ type IndexReaderExecutor struct {
 	colLens        []int
 	plans          []plannercore.PhysicalPlan
 
+	memTracker *memory.Tracker
+
 	selectResultHook // for testing
 }
 
@@ -301,8 +304,6 @@ func (e *IndexReaderExecutor) Open(ctx context.Context) error {
 	return e.open(ctx, kvRanges)
 }
 
-var indexReaderDistSQLTrackerLabel fmt.Stringer = stringutil.StringerStr("IndexReaderDistSQLTracker")
-
 func (e *IndexReaderExecutor) open(ctx context.Context, kvRanges []kv.KeyRange) error {
 	var err error
 	if e.corColInFilter {
@@ -317,6 +318,8 @@ func (e *IndexReaderExecutor) open(ctx context.Context, kvRanges []kv.KeyRange)
 		e.dagPB.CollectExecutionSummaries = &collExec
 	}
 
+	e.memTracker = memory.NewTracker(e.id, e.ctx.GetSessionVars().MemQuotaDistSQL)
+	e.memTracker.AttachTo(e.ctx.GetSessionVars().StmtCtx.MemTracker)
 	var builder distsql.RequestBuilder
 	kvReq, err := builder.SetKeyRanges(kvRanges).
 		SetDAGRequest(e.dagPB).
@@ -324,7 +327,7 @@ func (e *IndexReaderExecutor) open(ctx context.Context, kvRanges []kv.KeyRange)
 		SetKeepOrder(e.keepOrder).
 		SetStreaming(e.streaming).
 		SetFromSessionVars(e.ctx.GetSessionVars()).
-		SetMemTracker(e.ctx, indexReaderDistSQLTrackerLabel).
+		SetMemTracker(e.memTracker).
 		Build()
 	if err != nil {
 		e.feedback.Invalidate()
@@ -455,6 +458,8 @@ func (e *IndexLookUpExecutor) startIndexWorker(ctx context.Context, kvRanges []k
 		e.dagPB.CollectExecutionSummaries = &collExec
 	}
 
+	tracker := memory.NewTracker(stringutil.StringerStr("IndexWorker"), e.ctx.GetSessionVars().MemQuotaIndexLookupReader)
+	tracker.AttachTo(e.memTracker)
 	var builder distsql.RequestBuilder
 	kvReq, err := builder.SetKeyRanges(kvRanges).
 		SetDAGRequest(e.dagPB).
@@ -462,7 +467,7 @@ func (e *IndexLookUpExecutor) startIndexWorker(ctx context.Context, kvRanges []k
 		SetKeepOrder(e.keepOrder).
 		SetStreaming(e.indexStreaming).
 		SetFromSessionVars(e.ctx.GetSessionVars()).
-		SetMemTracker(e.ctx, indexLookupDistSQLTrackerLabel).
+		SetMemTracker(tracker).
 		Build()
 	if err != nil {
 		return err
@@ -511,8 +516,6 @@ func (e *IndexLookUpExecutor) startIndexWorker(ctx context.Context, kvRanges []k
 	return nil
 }
 
-var tableWorkerLabel fmt.Stringer = stringutil.StringerStr("tableWorker")
-
 // startTableWorker launchs some background goroutines which pick tasks from workCh and execute the task.
 func (e *IndexLookUpExecutor) startTableWorker(ctx context.Context, workCh <-chan *lookupTableTask) {
 	lookupConcurrencyLimit := e.ctx.GetSessionVars().IndexLookupConcurrency
@@ -526,7 +529,8 @@ func (e *IndexLookUpExecutor) startTableWorker(ctx context.Context, workCh <-cha
 			keepOrder:      e.keepOrder,
 			handleIdx:      e.handleIdx,
 			isCheckOp:      e.isCheckOp,
-			memTracker:     memory.NewTracker(tableWorkerLabel, -1),
+			memTracker: memory.NewTracker(stringutil.MemoizeStr(func() string { return "TableWorker_" + strconv.Itoa(i) }),
+				e.ctx.GetSessionVars().MemQuotaIndexLookupReader),
 		}
 		worker.memTracker.AttachTo(e.memTracker)
 		ctx1, cancel := context.WithCancel(ctx)
@@ -571,7 +575,6 @@ func (e *IndexLookUpExecutor) Close() error {
 	e.tblWorkerWg.Wait()
 	e.finished = nil
 	e.workerStarted = false
-	e.memTracker.Detach()
 	e.memTracker = nil
 	if e.runtimeStats != nil {
 		copStats := e.ctx.GetSessionVars().StmtCtx.RuntimeStatsColl.GetRootStats(e.idxPlans[0].ExplainID().String())
diff --git a/executor/explain_test.go b/executor/explain_test.go
index f1596be8e2b0c..a9722e54793ff 100644
--- a/executor/explain_test.go
+++ b/executor/explain_test.go
@@ -14,6 +14,8 @@
 package executor_test
 
 import (
+	"strings"
+
 	. "github.com/pingcap/check"
 	"github.com/pingcap/parser/auth"
 	plannercore "github.com/pingcap/tidb/planner/core"
@@ -60,3 +62,50 @@ func (s *testSuite1) TestExplainPriviliges(c *C) {
 	err = tk1.ExecToErr("explain select * from v")
 	c.Assert(err.Error(), Equals, plannercore.ErrTableaccessDenied.GenWithStackByArgs("SELECT", "explain", "%", "v").Error())
 }
+
+func (s *testSuite1) TestExplainAnalyzeMemory(c *C) {
+	tk := testkit.NewTestKitWithInit(c, s.store)
+	tk.MustExec("drop table if exists t")
+	tk.MustExec("create table t (v int, k int, key(k))")
+	tk.MustExec("insert into t values (1, 1), (1, 1), (1, 1), (1, 1), (1, 1)")
+
+	s.checkMemoryInfo(c, tk, "explain analyze select * from t order by v")
+	s.checkMemoryInfo(c, tk, "explain analyze select * from t order by v limit 5")
+	s.checkMemoryInfo(c, tk, "explain analyze select /*+ TIDB_HJ(t1, t2) */ t1.k from t t1, t t2 where t1.v = t2.v+1")
+	s.checkMemoryInfo(c, tk, "explain analyze select /*+ TIDB_SMJ(t1, t2) */ t1.k from t t1, t t2 where t1.k = t2.k+1")
+	s.checkMemoryInfo(c, tk, "explain analyze select /*+ TIDB_INLJ(t1, t2) */ t1.k from t t1, t t2 where t1.k = t2.k and t1.v=1")
+	s.checkMemoryInfo(c, tk, "explain analyze select sum(k) from t group by v")
+	s.checkMemoryInfo(c, tk, "explain analyze select sum(v) from t group by k")
+	s.checkMemoryInfo(c, tk, "explain analyze select * from t")
+	s.checkMemoryInfo(c, tk, "explain analyze select k from t use index(k)")
+	s.checkMemoryInfo(c, tk, "explain analyze select * from t use index(k)")
+}
+
+func (s *testSuite1) checkMemoryInfo(c *C, tk *testkit.TestKit, sql string) {
+	memCol := 5
+	ops := []string{"Join", "Reader", "Top", "Sort", "LookUp"}
+	rows := tk.MustQuery(sql).Rows()
+	for _, row := range rows {
+		strs := make([]string, len(row))
+		for i, c := range row {
+			strs[i] = c.(string)
+		}
+		if strings.Contains(strs[2], "cop") {
+			continue
+		}
+
+		shouldHasMem := false
+		for _, op := range ops {
+			if strings.Contains(strs[0], op) {
+				shouldHasMem = true
+				break
+			}
+		}
+
+		if shouldHasMem {
+			c.Assert(strs[memCol], Not(Equals), "N/A")
+		} else {
+			c.Assert(strs[memCol], Equals, "N/A")
+		}
+	}
+}
diff --git a/executor/index_lookup_join.go b/executor/index_lookup_join.go
index 0c7acfa1dee28..556bf0d84b12a 100644
--- a/executor/index_lookup_join.go
+++ b/executor/index_lookup_join.go
@@ -300,9 +300,6 @@ func (e *IndexLookUpJoin) getFinishedTask(ctx context.Context) (*lookUpJoinTask,
 		return nil, nil
 	}
 
-	if e.task != nil {
-		e.task.memTracker.Detach()
-	}
 	e.task = task
 	return task, nil
 }
@@ -655,7 +652,6 @@ func (e *IndexLookUpJoin) Close() error {
 		e.cancelFunc()
 	}
 	e.workerWg.Wait()
-	e.memTracker.Detach()
 	e.memTracker = nil
 	return e.children[0].Close()
 }
diff --git a/executor/join.go b/executor/join.go
index dc5387e965492..83c2619932c1b 100644
--- a/executor/join.go
+++ b/executor/join.go
@@ -135,7 +135,6 @@ func (e *HashJoinExec) Close() error {
 		e.outerChkResourceCh = nil
 		e.joinChkResourceCh = nil
 	}
-	e.memTracker.Detach()
 	e.memTracker = nil
 
 	err := e.baseExecutor.Close()
@@ -638,7 +637,6 @@ type NestedLoopApplyExec struct {
 func (e *NestedLoopApplyExec) Close() error {
 	e.innerRows = nil
 
-	e.memTracker.Detach()
 	e.memTracker = nil
 	return e.outerExec.Close()
 }
diff --git a/executor/merge_join.go b/executor/merge_join.go
index 31374ef39eb32..4a0521740bc7c 100644
--- a/executor/merge_join.go
+++ b/executor/merge_join.go
@@ -201,7 +201,6 @@ func (t *mergeJoinInnerTable) reallocReaderResult() {
 
 // Close implements the Executor Close interface.
 func (e *MergeJoinExec) Close() error {
-	e.memTracker.Detach()
 	e.childrenResults = nil
 	e.memTracker = nil
 
diff --git a/executor/sort.go b/executor/sort.go
index 980a1cb6c1ac5..fefac4cda4c1a 100644
--- a/executor/sort.go
+++ b/executor/sort.go
@@ -56,7 +56,6 @@ type SortExec struct {
 
 // Close implements the Executor Close interface.
 func (e *SortExec) Close() error {
-	e.memTracker.Detach()
 	e.memTracker = nil
 	return e.children[0].Close()
 }
diff --git a/executor/table_reader.go b/executor/table_reader.go
index 6295c0c4e04ad..72d04a9968e8d 100644
--- a/executor/table_reader.go
+++ b/executor/table_reader.go
@@ -28,8 +28,8 @@ import (
 	"github.com/pingcap/tidb/table"
 	"github.com/pingcap/tidb/types"
 	"github.com/pingcap/tidb/util/chunk"
+	"github.com/pingcap/tidb/util/memory"
 	"github.com/pingcap/tidb/util/ranger"
-	"github.com/pingcap/tidb/util/stringutil"
 	"github.com/pingcap/tipb/go-tipb"
 )
 
@@ -74,11 +74,16 @@ type TableReaderExecutor struct {
 	corColInAccess bool
 	plans          []plannercore.PhysicalPlan
 
+	memTracker *memory.Tracker
+
 	selectResultHook // for testing
 }
 
 // Open initialzes necessary variables for using this executor.
 func (e *TableReaderExecutor) Open(ctx context.Context) error {
+	e.memTracker = memory.NewTracker(e.id, e.ctx.GetSessionVars().MemQuotaDistSQL)
+	e.memTracker.AttachTo(e.ctx.GetSessionVars().StmtCtx.MemTracker)
+
 	var err error
 	if e.corColInFilter {
 		e.dagPB.Executors, _, err = constructDistExec(e.ctx, e.plans)
@@ -158,8 +163,6 @@ func (e *TableReaderExecutor) Close() error {
 	return err
 }
 
-var tableReaderDistSQLTrackerLabel fmt.Stringer = stringutil.StringerStr("TableReaderDistSQLTracker")
-
 // buildResp first builds request and sends it to tikv using distsql.Select. It uses SelectResut returned by the callee
 // to fetch all results.
 func (e *TableReaderExecutor) buildResp(ctx context.Context, ranges []*ranger.Range) (distsql.SelectResult, error) {
@@ -170,7 +173,7 @@ func (e *TableReaderExecutor) buildResp(ctx context.Context, ranges []*ranger.Ra
 		SetKeepOrder(e.keepOrder).
 		SetStreaming(e.streaming).
 		SetFromSessionVars(e.ctx.GetSessionVars()).
-		SetMemTracker(e.ctx, tableReaderDistSQLTrackerLabel).
+		SetMemTracker(e.memTracker).
 		Build()
 	if err != nil {
 		return nil, err
diff --git a/planner/core/cbo_test.go b/planner/core/cbo_test.go
index c212258eaf1a3..438e6bc294678 100644
--- a/planner/core/cbo_test.go
+++ b/planner/core/cbo_test.go
@@ -80,7 +80,7 @@ func (s *testAnalyzeSuite) TestExplainAnalyze(c *C) {
 	rs := tk.MustQuery("explain analyze select t1.a, t1.b, sum(t1.c) from t1 join t2 on t1.a = t2.b where t1.a > 1")
 	c.Assert(len(rs.Rows()), Equals, 10)
 	for _, row := range rs.Rows() {
-		c.Assert(len(row), Equals, 5)
+		c.Assert(len(row), Equals, 6)
 		execInfo := row[4].(string)
 		c.Assert(strings.Contains(execInfo, "time"), Equals, true)
 		c.Assert(strings.Contains(execInfo, "loops"), Equals, true)
@@ -977,7 +977,7 @@ func (s *testAnalyzeSuite) TestIssue9805(c *C) {
 	c.Assert(rs.Rows(), HasLen, 10)
 	hasIndexLookUp12 := false
 	for _, row := range rs.Rows() {
-		c.Assert(row, HasLen, 5)
+		c.Assert(row, HasLen, 6)
 		if strings.HasSuffix(row[0].(string), "IndexLookUp_12") {
 			hasIndexLookUp12 = true
 			c.Assert(row[4], Equals, "time:0ns, loops:0, rows:0")
diff --git a/planner/core/common_plans.go b/planner/core/common_plans.go
index d52b436324cbb..e737701646d13 100644
--- a/planner/core/common_plans.go
+++ b/planner/core/common_plans.go
@@ -548,7 +548,7 @@ func (e *Explain) prepareSchema() error {
 	case ast.ExplainFormatROW:
 		retFields := []string{"id", "count", "task", "operator info"}
 		if e.Analyze {
-			retFields = append(retFields, "execution info")
+			retFields = append(retFields, "execution info", "memory")
 		}
 		schema := expression.NewSchema(make([]*expression.Column, 0, len(retFields))...)
 		for _, fieldName := range retFields {
@@ -628,6 +628,13 @@ func (e *Explain) prepareOperatorInfo(p PhysicalPlan, taskType string, indent st
 		} else {
 			row = append(row, "time:0ns, loops:0, rows:0")
 		}
+
+		tracker := e.ctx.GetSessionVars().StmtCtx.MemTracker.SearchTracker(p.ExplainID().String())
+		if tracker != nil {
+			row = append(row, tracker.BytesToString(tracker.MaxConsumed()))
+		} else {
+			row = append(row, "N/A")
+		}
 	}
 	e.Rows = append(e.Rows, row)
 }
diff --git a/util/memory/tracker.go b/util/memory/tracker.go
index befbab5ce3e76..3b935360f0fce 100644
--- a/util/memory/tracker.go
+++ b/util/memory/tracker.go
@@ -87,11 +87,6 @@ func (t *Tracker) AttachTo(parent *Tracker) {
 	t.parent.Consume(t.BytesConsumed())
 }
 
-// Detach detaches this Tracker from its parent.
-func (t *Tracker) Detach() {
-	t.parent.remove(t)
-}
-
 func (t *Tracker) remove(oldChild *Tracker) {
 	t.mu.Lock()
 	defer t.mu.Unlock()
@@ -144,17 +139,13 @@ func (t *Tracker) Consume(bytes int64) {
 			rootExceed = tracker
 		}
 
-		if tracker.parent == nil {
-			// since we only need a total memory usage during execution,
-			// we only record max consumed bytes in root(statement-level) for performance.
-			for {
-				maxNow := atomic.LoadInt64(&tracker.maxConsumed)
-				consumed := atomic.LoadInt64(&tracker.bytesConsumed)
-				if consumed > maxNow && !atomic.CompareAndSwapInt64(&tracker.maxConsumed, maxNow, consumed) {
-					continue
-				}
-				break
+		for {
+			maxNow := atomic.LoadInt64(&tracker.maxConsumed)
+			consumed := atomic.LoadInt64(&tracker.bytesConsumed)
+			if consumed > maxNow && !atomic.CompareAndSwapInt64(&tracker.maxConsumed, maxNow, consumed) {
+				continue
 			}
+			break
 		}
 	}
 	if rootExceed != nil {
@@ -172,6 +163,21 @@ func (t *Tracker) MaxConsumed() int64 {
 	return atomic.LoadInt64(&t.maxConsumed)
 }
 
+// SearchTracker searches the specific tracker under this tracker.
+func (t *Tracker) SearchTracker(label string) *Tracker {
+	if t.label.String() == label {
+		return t
+	}
+	t.mu.Lock()
+	defer t.mu.Unlock()
+	for _, child := range t.mu.children {
+		if result := child.SearchTracker(label); result != nil {
+			return result
+		}
+	}
+	return nil
+}
+
 // String returns the string representation of this Tracker tree.
 func (t *Tracker) String() string {
 	buffer := bytes.NewBufferString("\n")