diff --git a/executor/builder.go b/executor/builder.go
index 0aa22d3d1431d..a30f10c5ec3b8 100644
--- a/executor/builder.go
+++ b/executor/builder.go
@@ -1327,6 +1327,14 @@ func (b *executorBuilder) buildMemTable(v *plannercore.PhysicalMemTable) Executo
 					extractor: v.Extractor.(*plannercore.MetricTableExtractor),
 				},
 			}
+		case strings.ToLower(infoschema.TableMetricSummaryByLabel):
+			return &ClusterReaderExec{
+				baseExecutor: newBaseExecutor(b.ctx, v.Schema(), v.ExplainID()),
+				retriever: &MetricSummaryByLabelRetriever{
+					table:     v.Table,
+					extractor: v.Extractor.(*plannercore.MetricTableExtractor),
+				},
+			}
 		}
 	}
 	tb, _ := b.is.TableByID(v.Table.ID)
diff --git a/executor/metric_reader.go b/executor/metric_reader.go
index 7545bade99250..1ae10a2002911 100644
--- a/executor/metric_reader.go
+++ b/executor/metric_reader.go
@@ -243,3 +243,67 @@ func (e *MetricSummaryRetriever) genMetricQuerySQLS(name, startTime, endTime str
 	}
 	return sqls
 }
+
+// MetricSummaryByLabelRetriever uses to read metric detail data.
+type MetricSummaryByLabelRetriever struct {
+	dummyCloser
+	table     *model.TableInfo
+	extractor *plannercore.MetricTableExtractor
+	retrieved bool
+}
+
+func (e *MetricSummaryByLabelRetriever) retrieve(ctx context.Context, sctx sessionctx.Context) ([][]types.Datum, error) {
+	if e.retrieved || e.extractor.SkipRequest {
+		return nil, nil
+	}
+	e.retrieved = true
+	totalRows := make([][]types.Datum, 0, len(infoschema.MetricTableMap))
+	quantiles := []float64{1, 0.999, 0.99, 0.90, 0.80}
+	tps := make([]*types.FieldType, 0, len(e.table.Columns))
+	for _, col := range e.table.Columns {
+		tps = append(tps, &col.FieldType)
+	}
+	startTime := e.extractor.StartTime.Format(plannercore.MetricTableTimeFormat)
+	endTime := e.extractor.EndTime.Format(plannercore.MetricTableTimeFormat)
+	for name, def := range infoschema.MetricTableMap {
+		sqls := e.genMetricQuerySQLS(name, startTime, endTime, quantiles, def)
+		for _, sql := range sqls {
+			rows, _, err := sctx.(sqlexec.RestrictedSQLExecutor).ExecRestrictedSQL(sql)
+			if err != nil {
+				return nil, errors.Trace(err)
+			}
+			for _, row := range rows {
+				totalRows = append(totalRows, row.GetDatumRow(tps))
+			}
+		}
+	}
+	return totalRows, nil
+}
+
+func (e *MetricSummaryByLabelRetriever) genMetricQuerySQLS(name, startTime, endTime string, quantiles []float64, def infoschema.MetricTableDef) []string {
+	labels := ""
+	labelsColumn := `""`
+	if len(def.Labels) > 0 {
+		labels = "`" + strings.Join(def.Labels, "`, `") + "`"
+		labelsColumn = fmt.Sprintf("concat_ws(' = ', '%s', concat_ws(', ', %s))", strings.Join(def.Labels, ", "), labels)
+	}
+	if def.Quantile == 0 {
+		quantiles = []float64{0}
+	}
+	sqls := []string{}
+	for _, quantile := range quantiles {
+		var sql string
+		if quantile == 0 {
+			sql = fmt.Sprintf(`select "%[1]s", %[2]s as label,min(time),sum(value),avg(value),min(value),max(value) from metric_schema.%[1]s where time > '%[3]s' and time < '%[4]s'`,
+				name, labelsColumn, startTime, endTime)
+		} else {
+			sql = fmt.Sprintf(`select "%[1]s_%[5]v", %[2]s as label,min(time),sum(value),avg(value),min(value),max(value) from metric_schema.%[1]s where time > '%[3]s' and time < '%[4]s' and quantile=%[5]v`,
+				name, labelsColumn, startTime, endTime, quantile)
+		}
+		if len(def.Labels) > 0 {
+			sql += " group by " + labels
+		}
+		sqls = append(sqls, sql)
+	}
+	return sqls
+}
diff --git a/infoschema/tables.go b/infoschema/tables.go
index e5492d63c8346..cc693dc145f99 100755
--- a/infoschema/tables.go
+++ b/infoschema/tables.go
@@ -107,7 +107,9 @@ const (
 	// TableInspectionResult is the string constant of inspection result table
 	TableInspectionResult = "INSPECTION_RESULT"
 	// TableMetricSummary is a summary table that contains all metrics.
-	TableMetricSummary = "METRIC_SUMMARY"
+	TableMetricSummary = "METRICS_SUMMARY"
+	// TableMetricSummaryByLabel is a metric table that contains all metrics that group by label info.
+	TableMetricSummaryByLabel = "METRICS_SUMMARY_BY_LABEL"
 )
 
 var tableIDMap = map[string]int64{
@@ -163,6 +165,7 @@ var tableIDMap = map[string]int64{
 	TableClusterSystemInfo:                  autoid.InformationSchemaDBID + 50,
 	TableInspectionResult:                   autoid.InformationSchemaDBID + 51,
 	TableMetricSummary:                      autoid.InformationSchemaDBID + 52,
+	TableMetricSummaryByLabel:               autoid.InformationSchemaDBID + 53,
 }
 
 type columnInfo struct {
@@ -1136,6 +1139,15 @@ var tableMetricSummaryCols = []columnInfo{
 	{"MIN_VALUE", mysql.TypeDouble, 22, 0, nil, nil},
 	{"MAX_VALUE", mysql.TypeDouble, 22, 0, nil, nil},
 }
+var tableMetricSummaryByLabelCols = []columnInfo{
+	{"METRIC_NAME", mysql.TypeVarchar, 64, 0, nil, nil},
+	{"LABEL", mysql.TypeVarchar, 64, 0, nil, nil},
+	{"TIME", mysql.TypeDatetime, -1, 0, nil, nil},
+	{"SUM_VALUE", mysql.TypeDouble, 22, 0, nil, nil},
+	{"AVG_VALUE", mysql.TypeDouble, 22, 0, nil, nil},
+	{"MIN_VALUE", mysql.TypeDouble, 22, 0, nil, nil},
+	{"MAX_VALUE", mysql.TypeDouble, 22, 0, nil, nil},
+}
 
 func dataForSchemata(ctx sessionctx.Context, schemas []*model.DBInfo) [][]types.Datum {
 	checker := privilege.GetPrivilegeManager(ctx)
@@ -2347,6 +2359,7 @@ var tableNameToColumns = map[string][]columnInfo{
 	TableClusterSystemInfo:                  tableClusterSystemInfoCols,
 	TableInspectionResult:                   tableInspectionResultCols,
 	TableMetricSummary:                      tableMetricSummaryCols,
+	TableMetricSummaryByLabel:               tableMetricSummaryByLabelCols,
 }
 
 func createInfoSchemaTable(_ autoid.Allocators, meta *model.TableInfo) (table.Table, error) {
diff --git a/planner/core/logical_plan_builder.go b/planner/core/logical_plan_builder.go
index 5d03df3c85f7c..54eb19f50a589 100644
--- a/planner/core/logical_plan_builder.go
+++ b/planner/core/logical_plan_builder.go
@@ -2793,7 +2793,7 @@ func (b *PlanBuilder) buildMemTable(ctx context.Context, dbName model.CIStr, tab
 			p.Extractor = &ClusterLogTableExtractor{}
 		case infoschema.TableInspectionResult:
 			p.Extractor = &InspectionResultTableExtractor{}
-		case infoschema.TableMetricSummary:
+		case infoschema.TableMetricSummary, infoschema.TableMetricSummaryByLabel:
 			p.Extractor = newMetricTableExtractor()
 		}
 	}
diff --git a/session/session.go b/session/session.go
index 57d42a2010e3a..b5b0da8ea71c6 100644
--- a/session/session.go
+++ b/session/session.go
@@ -853,6 +853,10 @@ func createSessionFunc(store kv.Storage) pools.Factory {
 		if err != nil {
 			return nil, errors.Trace(err)
 		}
+		err = variable.SetSessionSystemVar(se.sessionVars, variable.MaxAllowedPacket, types.NewStringDatum("67108864"))
+		if err != nil {
+			return nil, errors.Trace(err)
+		}
 		se.sessionVars.CommonGlobalLoaded = true
 		se.sessionVars.InRestrictedSQL = true
 		return se, nil