diff --git a/cmd/roles/roles.go b/cmd/roles/roles.go
index ae13f43d52..3e18d128ed 100644
--- a/cmd/roles/roles.go
+++ b/cmd/roles/roles.go
@@ -52,8 +52,10 @@ var Registry *metrics.MilvusRegistry
 
 func init() {
 	Registry = metrics.NewMilvusRegistry()
-	metrics.RegisterEtcdMetrics(Registry.GoRegistry)
-	metrics.RegisterMq(Registry.GoRegistry)
+	metrics.Register(Registry.GoRegistry)
+	metrics.RegisterMetaMetrics(Registry.GoRegistry)
+	metrics.RegisterMsgStreamMetrics(Registry.GoRegistry)
+	metrics.RegisterStorageMetrics(Registry.GoRegistry)
 }
 
 func stopRocksmq() {
diff --git a/internal/datacoord/channel_store.go b/internal/datacoord/channel_store.go
index a0774368f7..3bc05774f2 100644
--- a/internal/datacoord/channel_store.go
+++ b/internal/datacoord/channel_store.go
@@ -30,6 +30,7 @@ import (
 	"github.com/milvus-io/milvus/internal/kv"
 	"github.com/milvus-io/milvus/internal/proto/datapb"
 	"github.com/milvus-io/milvus/pkg/log"
+	"github.com/milvus-io/milvus/pkg/metrics"
 	"github.com/milvus-io/milvus/pkg/util/timerecord"
 )
 
@@ -165,6 +166,7 @@ func (c *ChannelStore) Reload() error {
 		c.channelsInfo[nodeID].Channels = append(c.channelsInfo[nodeID].Channels, channel)
 		log.Info("channel store reload channel",
 			zap.Int64("nodeID", nodeID), zap.String("channel", channel.Name))
+		metrics.DataCoordDmlChannelNum.WithLabelValues(strconv.FormatInt(nodeID, 10)).Set(float64(len(c.channelsInfo[nodeID].Channels)))
 	}
 	log.Info("channel store reload done", zap.Duration("duration", record.ElapseSpan()))
 	return nil
@@ -274,6 +276,7 @@ func (c *ChannelStore) update(opSet ChannelOpSet) error {
 		default:
 			return errUnknownOpType
 		}
+		metrics.DataCoordDmlChannelNum.WithLabelValues(strconv.FormatInt(op.NodeID, 10)).Set(float64(len(c.channelsInfo[op.NodeID].Channels)))
 	}
 	return nil
 }
diff --git a/internal/datacoord/compaction.go b/internal/datacoord/compaction.go
index 9e9018a5a2..c67c8ec207 100644
--- a/internal/datacoord/compaction.go
+++ b/internal/datacoord/compaction.go
@@ -29,6 +29,7 @@ import (
 	"github.com/milvus-io/milvus-proto/go-api/v2/commonpb"
 	"github.com/milvus-io/milvus/internal/proto/datapb"
 	"github.com/milvus-io/milvus/pkg/log"
+	"github.com/milvus-io/milvus/pkg/metrics"
 )
 
 // TODO this num should be determined by resources of datanode, for now, we set to a fixed value for simple
@@ -250,6 +251,8 @@ func (c *compactionPlanHandler) completeCompaction(result *datapb.CompactionResu
 
 	nodeID := c.plans[planID].dataNodeID
 	c.releaseQueue(nodeID)
+
+	metrics.DataCoordCompactedSegmentSize.WithLabelValues().Observe(float64(getCompactedSegmentSize(result)))
 	return nil
 }
 
diff --git a/internal/datacoord/index_meta.go b/internal/datacoord/index_meta.go
index 1ab51f2289..8b890ed367 100644
--- a/internal/datacoord/index_meta.go
+++ b/internal/datacoord/index_meta.go
@@ -541,6 +541,7 @@ func (m *meta) FinishTask(taskInfo *indexpb.IndexTaskInfo) error {
 	log.Info("finish index task success", zap.Int64("buildID", taskInfo.BuildID),
 		zap.String("state", taskInfo.GetState().String()), zap.String("fail reason", taskInfo.GetFailReason()))
 	m.updateIndexTasksMetrics()
+	metrics.FlushedSegmentFileNum.WithLabelValues(metrics.IndexFileLabel).Observe(float64(len(taskInfo.IndexFileKeys)))
 	return nil
 }
 
diff --git a/internal/datacoord/meta.go b/internal/datacoord/meta.go
index 43d6ab3c6c..4f1d82cc7c 100644
--- a/internal/datacoord/meta.go
+++ b/internal/datacoord/meta.go
@@ -118,6 +118,24 @@ func (m *meta) reloadFromKV() error {
 		metrics.DataCoordNumSegments.WithLabelValues(segment.State.String()).Inc()
 		if segment.State == commonpb.SegmentState_Flushed {
 			numStoredRows += segment.NumOfRows
+
+			insertFileNum := 0
+			for _, fieldBinlog := range segment.GetBinlogs() {
+				insertFileNum += len(fieldBinlog.GetBinlogs())
+			}
+			metrics.FlushedSegmentFileNum.WithLabelValues(metrics.InsertFileLabel).Observe(float64(insertFileNum))
+
+			statFileNum := 0
+			for _, fieldBinlog := range segment.GetStatslogs() {
+				statFileNum += len(fieldBinlog.GetBinlogs())
+			}
+			metrics.FlushedSegmentFileNum.WithLabelValues(metrics.StatFileLabel).Observe(float64(statFileNum))
+
+			deleteFileNum := 0
+			for _, filedBinlog := range segment.GetDeltalogs() {
+				deleteFileNum += len(filedBinlog.GetBinlogs())
+			}
+			metrics.FlushedSegmentFileNum.WithLabelValues(metrics.DeleteFileLabel).Observe(float64(deleteFileNum))
 		}
 	}
 	metrics.DataCoordNumStoredRows.WithLabelValues().Set(float64(numStoredRows))
@@ -149,6 +167,7 @@ func (m *meta) reloadFromKV() error {
 	}
 	for _, segIdx := range segmentIndexes {
 		m.updateSegmentIndex(segIdx)
+		metrics.FlushedSegmentFileNum.WithLabelValues(metrics.IndexFileLabel).Observe(float64(len(segIdx.IndexFileKeys)))
 	}
 	log.Info("DataCoord meta reloadFromKV done", zap.Duration("duration", record.ElapseSpan()))
 	return nil
diff --git a/internal/datacoord/server.go b/internal/datacoord/server.go
index 5bfc1d118b..7d1c31e0c6 100644
--- a/internal/datacoord/server.go
+++ b/internal/datacoord/server.go
@@ -253,11 +253,15 @@ func (s *Server) Register() error {
 		}
 	}
 
+	metrics.NumNodes.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), typeutil.DataCoordRole).Inc()
+	log.Info("DataCoord Register Finished")
+
 	s.session.LivenessCheck(s.serverLoopCtx, func() {
 		logutil.Logger(s.ctx).Error("disconnected from etcd and exited", zap.Int64("serverID", s.session.ServerID))
 		if err := s.Stop(); err != nil {
 			logutil.Logger(s.ctx).Fatal("failed to stop server", zap.Error(err))
 		}
+		metrics.NumNodes.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), typeutil.DataCoordRole).Dec()
 		// manually send signal to starter goroutine
 		if s.session.TriggerKill {
 			if p, err := os.FindProcess(os.Getpid()); err == nil {
@@ -898,6 +902,25 @@ func (s *Server) postFlush(ctx context.Context, segmentID UniqueID) error {
 		return err
 	}
 	s.buildIndexCh <- segmentID
+
+	insertFileNum := 0
+	for _, fieldBinlog := range segment.GetBinlogs() {
+		insertFileNum += len(fieldBinlog.GetBinlogs())
+	}
+	metrics.FlushedSegmentFileNum.WithLabelValues(metrics.InsertFileLabel).Observe(float64(insertFileNum))
+
+	statFileNum := 0
+	for _, fieldBinlog := range segment.GetStatslogs() {
+		statFileNum += len(fieldBinlog.GetBinlogs())
+	}
+	metrics.FlushedSegmentFileNum.WithLabelValues(metrics.StatFileLabel).Observe(float64(statFileNum))
+
+	deleteFileNum := 0
+	for _, filedBinlog := range segment.GetDeltalogs() {
+		deleteFileNum += len(filedBinlog.GetBinlogs())
+	}
+	metrics.FlushedSegmentFileNum.WithLabelValues(metrics.DeleteFileLabel).Observe(float64(deleteFileNum))
+
 	log.Info("flush segment complete", zap.Int64("id", segmentID))
 	return nil
 }
diff --git a/internal/datacoord/util.go b/internal/datacoord/util.go
index 35a45b7785..965e55bc0c 100644
--- a/internal/datacoord/util.go
+++ b/internal/datacoord/util.go
@@ -28,6 +28,7 @@ import (
 
 	"github.com/milvus-io/milvus-proto/go-api/v2/commonpb"
 	"github.com/milvus-io/milvus-proto/go-api/v2/schemapb"
+	"github.com/milvus-io/milvus/internal/proto/datapb"
 	"github.com/milvus-io/milvus/pkg/common"
 	"github.com/milvus-io/milvus/pkg/log"
 )
@@ -161,6 +162,32 @@ func getCollectionTTL(properties map[string]string) (time.Duration, error) {
 	return Params.CommonCfg.EntityExpirationTTL.GetAsDuration(time.Second), nil
 }
 
+func getCompactedSegmentSize(s *datapb.CompactionResult) int64 {
+	var segmentSize int64
+
+	if s != nil {
+		for _, binlogs := range s.GetInsertLogs() {
+			for _, l := range binlogs.GetBinlogs() {
+				segmentSize += l.GetLogSize()
+			}
+		}
+
+		for _, deltaLogs := range s.GetDeltalogs() {
+			for _, l := range deltaLogs.GetBinlogs() {
+				segmentSize += l.GetLogSize()
+			}
+		}
+
+		for _, statsLogs := range s.GetDeltalogs() {
+			for _, l := range statsLogs.GetBinlogs() {
+				segmentSize += l.GetLogSize()
+			}
+		}
+	}
+
+	return segmentSize
+}
+
 // getCollectionAutoCompactionEnabled returns whether auto compaction for collection is enabled.
 // if not set, returns global auto compaction config.
 func getCollectionAutoCompactionEnabled(properties map[string]string) (bool, error) {
diff --git a/internal/datanode/channel_meta.go b/internal/datanode/channel_meta.go
index 14b311c259..75795bac03 100644
--- a/internal/datanode/channel_meta.go
+++ b/internal/datanode/channel_meta.go
@@ -851,7 +851,7 @@ func (c *ChannelMeta) setCurInsertBuffer(segmentID UniqueID, buf *BufferData) {
 
 	seg, ok := c.segments[segmentID]
 	if ok {
-		seg.curInsertBuf = buf
+		seg.setInsertBuffer(buf)
 		return
 	}
 	log.Warn("cannot find segment when setCurInsertBuffer", zap.Int64("segmentID", segmentID))
diff --git a/internal/datanode/compactor.go b/internal/datanode/compactor.go
index 53baab27fc..ec742dab1d 100644
--- a/internal/datanode/compactor.go
+++ b/internal/datanode/compactor.go
@@ -495,6 +495,7 @@ func (t *compactionTask) compact() (*datapb.CompactionResult, error) {
 		return nil, errContext
 	}
 
+	durInQueue := t.tr.RecordSpan()
 	ctxTimeout, cancelAll := context.WithTimeout(t.ctx, time.Duration(t.plan.GetTimeoutInSeconds())*time.Second)
 	defer cancelAll()
 
@@ -755,6 +756,7 @@ func (t *compactionTask) compact() (*datapb.CompactionResult, error) {
 
 	log.Info("overall elapse in ms", zap.Int64("planID", t.plan.GetPlanID()), zap.Float64("elapse", nano2Milli(time.Since(compactStart))))
 	metrics.DataNodeCompactionLatency.WithLabelValues(fmt.Sprint(paramtable.GetNodeID())).Observe(float64(t.tr.ElapseSpan().Milliseconds()))
+	metrics.DataNodeCompactionLatencyInQueue.WithLabelValues(fmt.Sprint(paramtable.GetNodeID())).Observe(float64(durInQueue.Milliseconds()))
 
 	return pack, nil
 }
diff --git a/internal/datanode/compactor_test.go b/internal/datanode/compactor_test.go
index 6221e64974..b1b56f9ea5 100644
--- a/internal/datanode/compactor_test.go
+++ b/internal/datanode/compactor_test.go
@@ -41,6 +41,7 @@ import (
 	"github.com/milvus-io/milvus/internal/storage"
 	"github.com/milvus-io/milvus/pkg/common"
 	"github.com/milvus-io/milvus/pkg/util/paramtable"
+	"github.com/milvus-io/milvus/pkg/util/timerecord"
 )
 
 var compactTestDir = "/tmp/milvus_test/compact"
@@ -673,6 +674,7 @@ func TestCompactorInterfaceMethods(t *testing.T) {
 			cancel:  cancel,
 			done:    make(chan struct{}, 1),
 			Channel: &ChannelMeta{},
+			tr:      timerecord.NewTimeRecorder("test"),
 		}
 
 		plan := &datapb.CompactionPlan{
diff --git a/internal/datanode/data_node.go b/internal/datanode/data_node.go
index c897bdb047..06e0a66e82 100644
--- a/internal/datanode/data_node.go
+++ b/internal/datanode/data_node.go
@@ -49,6 +49,7 @@ import (
 	"github.com/milvus-io/milvus/internal/util/dependency"
 	"github.com/milvus-io/milvus/internal/util/sessionutil"
 	"github.com/milvus-io/milvus/pkg/log"
+	"github.com/milvus-io/milvus/pkg/metrics"
 	"github.com/milvus-io/milvus/pkg/mq/msgdispatcher"
 	"github.com/milvus-io/milvus/pkg/util/commonpbutil"
 	"github.com/milvus-io/milvus/pkg/util/logutil"
@@ -62,12 +63,6 @@ const (
 	// RPCConnectionTimeout is used to set the timeout for rpc request
 	RPCConnectionTimeout = 30 * time.Second
 
-	// MetricRequestsTotal is used to count the num of total requests
-	MetricRequestsTotal = "total"
-
-	// MetricRequestsSuccess is used to count the num of successful requests
-	MetricRequestsSuccess = "success"
-
 	// ConnectEtcdMaxRetryTime is used to limit the max retry time for connection etcd
 	ConnectEtcdMaxRetryTime = 100
 
@@ -193,12 +188,15 @@ func (node *DataNode) SetDataCoord(ds types.DataCoord) error {
 func (node *DataNode) Register() error {
 	node.session.Register()
 
+	metrics.NumNodes.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), typeutil.DataNodeRole).Inc()
+	log.Info("DataNode Register Finished")
 	// Start liveness check
 	node.session.LivenessCheck(node.ctx, func() {
 		log.Error("Data Node disconnected from etcd, process will exit", zap.Int64("Server Id", node.GetSession().ServerID))
 		if err := node.Stop(); err != nil {
 			log.Fatal("failed to stop server", zap.Error(err))
 		}
+		metrics.NumNodes.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), typeutil.DataNodeRole).Dec()
 		// manually send signal to starter goroutine
 		if node.session.TriggerKill {
 			if p, err := os.FindProcess(os.Getpid()); err == nil {
diff --git a/internal/datanode/flow_graph_insert_buffer_node.go b/internal/datanode/flow_graph_insert_buffer_node.go
index 3c416a6d46..4fa16d4af0 100644
--- a/internal/datanode/flow_graph_insert_buffer_node.go
+++ b/internal/datanode/flow_graph_insert_buffer_node.go
@@ -519,7 +519,7 @@ func (ibNode *insertBufferNode) Sync(fgMsg *flowGraphMsg, seg2Upload []UniqueID,
 		metrics.DataNodeFlushBufferCount.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), metrics.TotalLabel).Inc()
 		if task.auto {
 			metrics.DataNodeAutoFlushBufferCount.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), metrics.TotalLabel).Inc()
-			metrics.DataNodeAutoFlushBufferCount.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), metrics.FailLabel).Inc()
+			metrics.DataNodeAutoFlushBufferCount.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), metrics.SuccessLabel).Inc()
 		}
 	}
 	return segmentsToSync
diff --git a/internal/datanode/segment.go b/internal/datanode/segment.go
index 99810eec47..e5bddcc745 100644
--- a/internal/datanode/segment.go
+++ b/internal/datanode/segment.go
@@ -17,6 +17,8 @@
 package datanode
 
 import (
+	"fmt"
+	"strconv"
 	"sync"
 	"sync/atomic"
 
@@ -29,6 +31,8 @@ import (
 	"github.com/milvus-io/milvus/internal/proto/datapb"
 	"github.com/milvus-io/milvus/internal/storage"
 	"github.com/milvus-io/milvus/pkg/log"
+	"github.com/milvus-io/milvus/pkg/metrics"
+	"github.com/milvus-io/milvus/pkg/util/paramtable"
 )
 
 // Segment contains the latest segment infos from channel.
@@ -176,11 +180,35 @@ func (s *Segment) isPKExist(pk primaryKey) bool {
 	return false
 }
 
+// setInsertBuffer set curInsertBuf.
+func (s *Segment) setInsertBuffer(buf *BufferData) {
+	s.curInsertBuf = buf
+
+	if buf != nil && buf.buffer != nil {
+		dataSize := 0
+		for _, data := range buf.buffer.Data {
+			dataSize += data.GetMemorySize()
+		}
+		metrics.DataNodeFlowGraphBufferDataSize.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()),
+			strconv.FormatInt(s.collectionID, 10)).Add(float64(dataSize))
+	}
+}
+
 // rollInsertBuffer moves curInsertBuf to historyInsertBuf, and then sets curInsertBuf to nil.
 func (s *Segment) rollInsertBuffer() {
 	if s.curInsertBuf == nil {
 		return
 	}
+
+	if s.curInsertBuf.buffer != nil {
+		dataSize := 0
+		for _, data := range s.curInsertBuf.buffer.Data {
+			dataSize += data.GetMemorySize()
+		}
+		metrics.DataNodeFlowGraphBufferDataSize.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()),
+			strconv.FormatInt(s.collectionID, 10)).Sub(float64(dataSize))
+	}
+
 	s.curInsertBuf.buffer = nil // free buffer memory, only keep meta infos in historyInsertBuf
 	s.historyInsertBuf = append(s.historyInsertBuf, s.curInsertBuf)
 	s.curInsertBuf = nil
diff --git a/internal/datanode/services.go b/internal/datanode/services.go
index 798669ec2c..edd311ca51 100644
--- a/internal/datanode/services.go
+++ b/internal/datanode/services.go
@@ -91,7 +91,7 @@ func (node *DataNode) GetComponentStates(ctx context.Context) (*milvuspb.Compone
 func (node *DataNode) FlushSegments(ctx context.Context, req *datapb.FlushSegmentsRequest) (*commonpb.Status, error) {
 	metrics.DataNodeFlushReqCounter.WithLabelValues(
 		fmt.Sprint(paramtable.GetNodeID()),
-		MetricRequestsTotal).Inc()
+		metrics.TotalLabel).Inc()
 
 	if !node.isHealthy() {
 		err := merr.WrapErrServiceNotReady(node.GetStateCode().String())
@@ -158,7 +158,7 @@ func (node *DataNode) FlushSegments(ctx context.Context, req *datapb.FlushSegmen
 
 	metrics.DataNodeFlushReqCounter.WithLabelValues(
 		fmt.Sprint(paramtable.GetNodeID()),
-		MetricRequestsSuccess).Inc()
+		metrics.SuccessLabel).Inc()
 	return merr.Status(nil), nil
 }
 
diff --git a/internal/indexnode/indexnode.go b/internal/indexnode/indexnode.go
index fe61c4376b..961ac4d881 100644
--- a/internal/indexnode/indexnode.go
+++ b/internal/indexnode/indexnode.go
@@ -28,6 +28,7 @@ import "C"
 
 import (
 	"context"
+	"fmt"
 	"math/rand"
 	"os"
 	"path"
@@ -50,6 +51,7 @@ import (
 	"github.com/milvus-io/milvus/internal/util/initcore"
 	"github.com/milvus-io/milvus/pkg/common"
 	"github.com/milvus-io/milvus/pkg/log"
+	"github.com/milvus-io/milvus/pkg/metrics"
 	"github.com/milvus-io/milvus/pkg/util/commonpbutil"
 	"github.com/milvus-io/milvus/pkg/util/hardware"
 	"github.com/milvus-io/milvus/pkg/util/lifetime"
@@ -122,12 +124,14 @@ func NewIndexNode(ctx context.Context, factory dependency.Factory) *IndexNode {
 func (i *IndexNode) Register() error {
 	i.session.Register()
 
+	metrics.NumNodes.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), typeutil.IndexNodeRole).Inc()
 	//start liveness check
 	i.session.LivenessCheck(i.loopCtx, func() {
 		log.Error("Index Node disconnected from etcd, process will exit", zap.Int64("Server Id", i.session.ServerID))
 		if err := i.Stop(); err != nil {
 			log.Fatal("failed to stop server", zap.Error(err))
 		}
+		metrics.NumNodes.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), typeutil.IndexNodeRole).Dec()
 		// manually send signal to starter goroutine
 		if i.session.TriggerKill {
 			if p, err := os.FindProcess(os.Getpid()); err == nil {
diff --git a/internal/indexnode/indexnode_service.go b/internal/indexnode/indexnode_service.go
index 26541a4fa2..3f4560612d 100644
--- a/internal/indexnode/indexnode_service.go
+++ b/internal/indexnode/indexnode_service.go
@@ -73,6 +73,7 @@ func (i *IndexNode) CreateJob(ctx context.Context, req *indexpb.CreateJobRequest
 		cancel: taskCancel,
 		state:  commonpb.IndexState_InProgress}); oldInfo != nil {
 		log.Ctx(ctx).Warn("duplicated index build task", zap.String("ClusterID", req.ClusterID), zap.Int64("BuildID", req.BuildID))
+		metrics.IndexNodeBuildIndexTaskCounter.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), metrics.FailLabel).Inc()
 		return &commonpb.Status{
 			ErrorCode: commonpb.ErrorCode_BuildIndexError,
 			Reason:    "duplicated index build task",
@@ -83,6 +84,7 @@ func (i *IndexNode) CreateJob(ctx context.Context, req *indexpb.CreateJobRequest
 		log.Ctx(ctx).Error("create chunk manager failed", zap.String("Bucket", req.StorageConfig.BucketName),
 			zap.String("AccessKey", req.StorageConfig.AccessKeyID),
 			zap.String("ClusterID", req.ClusterID), zap.Int64("IndexBuildID", req.BuildID))
+		metrics.IndexNodeBuildIndexTaskCounter.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), metrics.FailLabel).Inc()
 		return &commonpb.Status{
 			ErrorCode: commonpb.ErrorCode_BuildIndexError,
 			Reason:    "create chunk manager failed",
@@ -112,6 +114,7 @@ func (i *IndexNode) CreateJob(ctx context.Context, req *indexpb.CreateJobRequest
 		metrics.IndexNodeBuildIndexTaskCounter.WithLabelValues(strconv.FormatInt(paramtable.GetNodeID(), 10), metrics.FailLabel).Inc()
 		return ret, nil
 	}
+	metrics.IndexNodeBuildIndexTaskCounter.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), metrics.SuccessLabel).Inc()
 	log.Ctx(ctx).Info("IndexNode successfully scheduled", zap.Int64("IndexBuildID", req.BuildID), zap.String("ClusterID", req.ClusterID), zap.String("indexName", req.IndexName))
 	return ret, nil
 }
diff --git a/internal/indexnode/task.go b/internal/indexnode/task.go
index 2c23529c96..a0a5e300c1 100644
--- a/internal/indexnode/task.go
+++ b/internal/indexnode/task.go
@@ -99,6 +99,7 @@ type indexBuildTask struct {
 	newIndexParams map[string]string
 	serializedSize uint64
 	tr             *timerecord.TimeRecorder
+	queueDur       time.Duration
 	statistic      indexpb.JobInfo
 	node           *IndexNode
 }
@@ -139,6 +140,8 @@ func (it *indexBuildTask) GetState() commonpb.IndexState {
 
 // OnEnqueue enqueues indexing tasks.
 func (it *indexBuildTask) OnEnqueue(ctx context.Context) error {
+	it.queueDur = 0
+	it.tr.RecordSpan()
 	it.statistic.StartTime = time.Now().UnixMicro()
 	it.statistic.PodID = it.node.GetNodeID()
 	log.Ctx(ctx).Info("IndexNode IndexBuilderTask Enqueue", zap.Int64("buildID", it.BuildID), zap.Int64("segID", it.segmentID))
@@ -146,6 +149,7 @@ func (it *indexBuildTask) OnEnqueue(ctx context.Context) error {
 }
 
 func (it *indexBuildTask) Prepare(ctx context.Context) error {
+	it.queueDur = it.tr.RecordSpan()
 	log.Ctx(ctx).Info("Begin to prepare indexBuildTask", zap.Int64("buildID", it.BuildID),
 		zap.Int64("Collection", it.collectionID), zap.Int64("SegmentID", it.segmentID))
 	typeParams := make(map[string]string)
diff --git a/internal/indexnode/task_scheduler.go b/internal/indexnode/task_scheduler.go
index eb5588cb3b..f849f542ab 100644
--- a/internal/indexnode/task_scheduler.go
+++ b/internal/indexnode/task_scheduler.go
@@ -19,6 +19,7 @@ package indexnode
 import (
 	"container/list"
 	"context"
+	"fmt"
 	"runtime/debug"
 	"sync"
 
@@ -28,6 +29,8 @@ import (
 
 	"github.com/milvus-io/milvus-proto/go-api/v2/commonpb"
 	"github.com/milvus-io/milvus/pkg/log"
+	"github.com/milvus-io/milvus/pkg/metrics"
+	"github.com/milvus-io/milvus/pkg/util/paramtable"
 )
 
 // TaskQueue is a queue used to store tasks.
@@ -229,6 +232,10 @@ func (sched *TaskScheduler) processTask(t task, q TaskQueue) {
 		}
 	}
 	t.SetState(commonpb.IndexState_Finished, "")
+	if indexBuildTask, ok := t.(*indexBuildTask); ok {
+		metrics.IndexNodeBuildIndexLatency.WithLabelValues(fmt.Sprint(paramtable.GetNodeID())).Observe(float64(indexBuildTask.tr.ElapseSpan().Milliseconds()))
+		metrics.IndexNodeIndexTaskLatencyInQueue.WithLabelValues(fmt.Sprint(paramtable.GetNodeID())).Observe(float64(indexBuildTask.queueDur.Milliseconds()))
+	}
 }
 
 func (sched *TaskScheduler) indexBuildLoop() {
diff --git a/internal/kv/etcd/etcd_kv.go b/internal/kv/etcd/etcd_kv.go
index 61159f9c4c..506d72c9a0 100644
--- a/internal/kv/etcd/etcd_kv.go
+++ b/internal/kv/etcd/etcd_kv.go
@@ -29,6 +29,7 @@ import (
 	"github.com/milvus-io/milvus/pkg/common"
 	"github.com/milvus-io/milvus/pkg/log"
 	"github.com/milvus-io/milvus/pkg/metrics"
+	"github.com/milvus-io/milvus/pkg/util/timerecord"
 )
 
 const (
@@ -76,7 +77,7 @@ func (kv *etcdKV) WalkWithPrefix(prefix string, paginationSize int, fn func([]by
 
 	key := prefix
 	for {
-		resp, err := kv.client.Get(ctx, key, opts...)
+		resp, err := kv.getEtcdMeta(ctx, key, opts...)
 		if err != nil {
 			return err
 		}
@@ -104,7 +105,7 @@ func (kv *etcdKV) LoadWithPrefix(key string) ([]string, []string, error) {
 	key = path.Join(kv.rootPath, key)
 	ctx, cancel := context.WithTimeout(context.TODO(), RequestTimeout)
 	defer cancel()
-	resp, err := kv.client.Get(ctx, key, clientv3.WithPrefix(),
+	resp, err := kv.getEtcdMeta(ctx, key, clientv3.WithPrefix(),
 		clientv3.WithSort(clientv3.SortByKey, clientv3.SortAscend))
 	if err != nil {
 		return nil, nil, err
@@ -125,7 +126,7 @@ func (kv *etcdKV) LoadBytesWithPrefix(key string) ([]string, [][]byte, error) {
 	key = path.Join(kv.rootPath, key)
 	ctx, cancel := context.WithTimeout(context.TODO(), RequestTimeout)
 	defer cancel()
-	resp, err := kv.client.Get(ctx, key, clientv3.WithPrefix(),
+	resp, err := kv.getEtcdMeta(ctx, key, clientv3.WithPrefix(),
 		clientv3.WithSort(clientv3.SortByKey, clientv3.SortAscend))
 	if err != nil {
 		return nil, nil, err
@@ -146,7 +147,7 @@ func (kv *etcdKV) LoadBytesWithPrefix2(key string) ([]string, [][]byte, []int64,
 	key = path.Join(kv.rootPath, key)
 	ctx, cancel := context.WithTimeout(context.TODO(), RequestTimeout)
 	defer cancel()
-	resp, err := kv.client.Get(ctx, key, clientv3.WithPrefix(),
+	resp, err := kv.getEtcdMeta(ctx, key, clientv3.WithPrefix(),
 		clientv3.WithSort(clientv3.SortByKey, clientv3.SortAscend))
 	if err != nil {
 		return nil, nil, nil, err
@@ -169,7 +170,7 @@ func (kv *etcdKV) Load(key string) (string, error) {
 	key = path.Join(kv.rootPath, key)
 	ctx, cancel := context.WithTimeout(context.TODO(), RequestTimeout)
 	defer cancel()
-	resp, err := kv.client.Get(ctx, key)
+	resp, err := kv.getEtcdMeta(ctx, key)
 	if err != nil {
 		return "", err
 	}
@@ -186,7 +187,7 @@ func (kv *etcdKV) LoadBytes(key string) ([]byte, error) {
 	key = path.Join(kv.rootPath, key)
 	ctx, cancel := context.WithTimeout(context.TODO(), RequestTimeout)
 	defer cancel()
-	resp, err := kv.client.Get(ctx, key)
+	resp, err := kv.getEtcdMeta(ctx, key)
 	if err != nil {
 		return []byte{}, err
 	}
@@ -207,7 +208,7 @@ func (kv *etcdKV) MultiLoad(keys []string) ([]string, error) {
 
 	ctx, cancel := context.WithTimeout(context.TODO(), RequestTimeout)
 	defer cancel()
-	resp, err := kv.client.Txn(ctx).If().Then(ops...).Commit()
+	resp, err := kv.executeTxn(kv.getTxnWithCmp(ctx), ops...)
 	if err != nil {
 		return []string{}, err
 	}
@@ -242,7 +243,7 @@ func (kv *etcdKV) MultiLoadBytes(keys []string) ([][]byte, error) {
 
 	ctx, cancel := context.WithTimeout(context.TODO(), RequestTimeout)
 	defer cancel()
-	resp, err := kv.client.Txn(ctx).If().Then(ops...).Commit()
+	resp, err := kv.executeTxn(kv.getTxnWithCmp(ctx), ops...)
 	if err != nil {
 		return [][]byte{}, err
 	}
@@ -273,7 +274,7 @@ func (kv *etcdKV) LoadBytesWithRevision(key string) ([]string, [][]byte, int64,
 	key = path.Join(kv.rootPath, key)
 	ctx, cancel := context.WithTimeout(context.TODO(), RequestTimeout)
 	defer cancel()
-	resp, err := kv.client.Get(ctx, key, clientv3.WithPrefix(),
+	resp, err := kv.getEtcdMeta(ctx, key, clientv3.WithPrefix(),
 		clientv3.WithSort(clientv3.SortByKey, clientv3.SortAscend))
 	if err != nil {
 		return nil, nil, 0, err
@@ -295,7 +296,7 @@ func (kv *etcdKV) Save(key, value string) error {
 	ctx, cancel := context.WithTimeout(context.TODO(), RequestTimeout)
 	defer cancel()
 	CheckValueSizeAndWarn(key, value)
-	_, err := kv.client.Put(ctx, key, value)
+	_, err := kv.putEtcdMeta(ctx, key, value)
 	CheckElapseAndWarn(start, "Slow etcd operation save", zap.String("key", key))
 	return err
 }
@@ -307,7 +308,7 @@ func (kv *etcdKV) SaveBytes(key string, value []byte) error {
 	ctx, cancel := context.WithTimeout(context.TODO(), RequestTimeout)
 	defer cancel()
 	CheckValueSizeAndWarn(key, value)
-	_, err := kv.client.Put(ctx, key, string(value))
+	_, err := kv.putEtcdMeta(ctx, key, string(value))
 	CheckElapseAndWarn(start, "Slow etcd operation save", zap.String("key", key))
 	return err
 }
@@ -319,7 +320,7 @@ func (kv *etcdKV) SaveBytesWithLease(key string, value []byte, id clientv3.Lease
 	ctx, cancel := context.WithTimeout(context.TODO(), RequestTimeout)
 	defer cancel()
 	CheckValueSizeAndWarn(key, value)
-	_, err := kv.client.Put(ctx, key, string(value), clientv3.WithLease(id))
+	_, err := kv.putEtcdMeta(ctx, key, string(value), clientv3.WithLease(id))
 	CheckElapseAndWarn(start, "Slow etcd operation save with lease", zap.String("key", key))
 	return err
 }
@@ -338,7 +339,7 @@ func (kv *etcdKV) MultiSave(kvs map[string]string) error {
 	defer cancel()
 
 	CheckTnxStringValueSizeAndWarn(kvs)
-	_, err := kv.client.Txn(ctx).If().Then(ops...).Commit()
+	_, err := kv.executeTxn(kv.getTxnWithCmp(ctx), ops...)
 	if err != nil {
 		log.Warn("Etcd MultiSave error", zap.Any("kvs", kvs), zap.Int("len", len(kvs)), zap.Error(err))
 	}
@@ -360,7 +361,7 @@ func (kv *etcdKV) MultiSaveBytes(kvs map[string][]byte) error {
 	defer cancel()
 
 	CheckTnxBytesValueSizeAndWarn(kvs)
-	_, err := kv.client.Txn(ctx).If().Then(ops...).Commit()
+	_, err := kv.executeTxn(kv.getTxnWithCmp(ctx), ops...)
 	if err != nil {
 		log.Warn("Etcd MultiSaveBytes err", zap.Any("kvs", kvs), zap.Int("len", len(kvs)), zap.Error(err))
 	}
@@ -375,7 +376,7 @@ func (kv *etcdKV) RemoveWithPrefix(prefix string) error {
 	ctx, cancel := context.WithTimeout(context.TODO(), RequestTimeout)
 	defer cancel()
 
-	_, err := kv.client.Delete(ctx, key, clientv3.WithPrefix())
+	_, err := kv.removeEtcdMeta(ctx, key, clientv3.WithPrefix())
 	CheckElapseAndWarn(start, "Slow etcd operation remove with prefix", zap.String("prefix", prefix))
 	return err
 }
@@ -387,7 +388,7 @@ func (kv *etcdKV) Remove(key string) error {
 	ctx, cancel := context.WithTimeout(context.TODO(), RequestTimeout)
 	defer cancel()
 
-	_, err := kv.client.Delete(ctx, key)
+	_, err := kv.removeEtcdMeta(ctx, key)
 	CheckElapseAndWarn(start, "Slow etcd operation remove", zap.String("key", key))
 	return err
 }
@@ -403,7 +404,7 @@ func (kv *etcdKV) MultiRemove(keys []string) error {
 	ctx, cancel := context.WithTimeout(context.TODO(), RequestTimeout)
 	defer cancel()
 
-	_, err := kv.client.Txn(ctx).If().Then(ops...).Commit()
+	_, err := kv.executeTxn(kv.getTxnWithCmp(ctx), ops...)
 	if err != nil {
 		log.Warn("Etcd MultiRemove error", zap.Strings("keys", keys), zap.Int("len", len(keys)), zap.Error(err))
 	}
@@ -428,7 +429,7 @@ func (kv *etcdKV) MultiSaveAndRemove(saves map[string]string, removals []string)
 	ctx, cancel := context.WithTimeout(context.TODO(), RequestTimeout)
 	defer cancel()
 
-	_, err := kv.client.Txn(ctx).If().Then(ops...).Commit()
+	_, err := kv.executeTxn(kv.getTxnWithCmp(ctx), ops...)
 	if err != nil {
 		log.Warn("Etcd MultiSaveAndRemove error",
 			zap.Any("saves", saves),
@@ -458,7 +459,7 @@ func (kv *etcdKV) MultiSaveBytesAndRemove(saves map[string][]byte, removals []st
 	ctx, cancel := context.WithTimeout(context.TODO(), RequestTimeout)
 	defer cancel()
 
-	_, err := kv.client.Txn(ctx).If().Then(ops...).Commit()
+	_, err := kv.executeTxn(kv.getTxnWithCmp(ctx), ops...)
 	if err != nil {
 		log.Warn("Etcd MultiSaveBytesAndRemove error",
 			zap.Any("saves", saves),
@@ -509,7 +510,7 @@ func (kv *etcdKV) MultiRemoveWithPrefix(keys []string) error {
 	ctx, cancel := context.WithTimeout(context.TODO(), RequestTimeout)
 	defer cancel()
 
-	_, err := kv.client.Txn(ctx).If().Then(ops...).Commit()
+	_, err := kv.executeTxn(kv.getTxnWithCmp(ctx), ops...)
 	if err != nil {
 		log.Warn("Etcd MultiRemoveWithPrefix error", zap.Strings("keys", keys), zap.Int("len", len(keys)), zap.Error(err))
 	}
@@ -534,7 +535,7 @@ func (kv *etcdKV) MultiSaveAndRemoveWithPrefix(saves map[string]string, removals
 	ctx, cancel := context.WithTimeout(context.TODO(), RequestTimeout)
 	defer cancel()
 
-	_, err := kv.client.Txn(ctx).If().Then(ops...).Commit()
+	_, err := kv.executeTxn(kv.getTxnWithCmp(ctx), ops...)
 	if err != nil {
 		log.Warn("Etcd MultiSaveAndRemoveWithPrefix error",
 			zap.Any("saves", saves),
@@ -564,7 +565,7 @@ func (kv *etcdKV) MultiSaveBytesAndRemoveWithPrefix(saves map[string][]byte, rem
 	ctx, cancel := context.WithTimeout(context.TODO(), RequestTimeout)
 	defer cancel()
 
-	_, err := kv.client.Txn(ctx).If().Then(ops...).Commit()
+	_, err := kv.executeTxn(kv.getTxnWithCmp(ctx), ops...)
 	if err != nil {
 		log.Warn("Etcd MultiSaveBytesAndRemoveWithPrefix error",
 			zap.Any("saves", saves),
@@ -583,12 +584,9 @@ func (kv *etcdKV) CompareVersionAndSwap(key string, source int64, target string)
 	start := time.Now()
 	ctx, cancel := context.WithTimeout(context.TODO(), RequestTimeout)
 	defer cancel()
-	resp, err := kv.client.Txn(ctx).If(
-		clientv3.Compare(
-			clientv3.Version(path.Join(kv.rootPath, key)),
-			"=",
-			source)).
-		Then(clientv3.OpPut(path.Join(kv.rootPath, key), target)).Commit()
+	resp, err := kv.executeTxn(kv.getTxnWithCmp(ctx,
+		clientv3.Compare(clientv3.Version(path.Join(kv.rootPath, key)), "=", source)),
+		clientv3.OpPut(path.Join(kv.rootPath, key), target))
 	if err != nil {
 		return false, err
 	}
@@ -602,12 +600,9 @@ func (kv *etcdKV) CompareVersionAndSwapBytes(key string, source int64, target []
 	start := time.Now()
 	ctx, cancel := context.WithTimeout(context.TODO(), RequestTimeout)
 	defer cancel()
-	resp, err := kv.client.Txn(ctx).If(
-		clientv3.Compare(
-			clientv3.Version(path.Join(kv.rootPath, key)),
-			"=",
-			source)).
-		Then(clientv3.OpPut(path.Join(kv.rootPath, key), string(target), opts...)).Commit()
+	resp, err := kv.executeTxn(kv.getTxnWithCmp(ctx,
+		clientv3.Compare(clientv3.Version(path.Join(kv.rootPath, key)), "=", source)),
+		clientv3.OpPut(path.Join(kv.rootPath, key), string(target), opts...))
 	if err != nil {
 		return false, err
 	}
@@ -618,7 +613,6 @@ func (kv *etcdKV) CompareVersionAndSwapBytes(key string, source int64, target []
 // CheckElapseAndWarn checks the elapsed time and warns if it is too long.
 func CheckElapseAndWarn(start time.Time, message string, fields ...zap.Field) bool {
 	elapsed := time.Since(start)
-	metrics.EtcdRequestLatency.Observe(float64(elapsed))
 	if elapsed.Milliseconds() > 2000 {
 		log.Warn(message, append([]zap.Field{zap.String("time spent", elapsed.String())}, fields...)...)
 		return true
@@ -628,7 +622,6 @@ func CheckElapseAndWarn(start time.Time, message string, fields ...zap.Field) bo
 
 func CheckValueSizeAndWarn(key string, value interface{}) bool {
 	size := binary.Size(value)
-	metrics.EtcdPutKvSize.Observe(float64(size))
 	if size > 102400 {
 		log.Warn("value size large than 100kb", zap.String("key", key), zap.Int("value_size(kb)", size/1024))
 		return true
@@ -654,3 +647,105 @@ func CheckTnxStringValueSizeAndWarn(kvs map[string]string) bool {
 
 	return CheckTnxBytesValueSizeAndWarn(newKvs)
 }
+
+func (kv *etcdKV) getEtcdMeta(ctx context.Context, key string, opts ...clientv3.OpOption) (*clientv3.GetResponse, error) {
+	ctx1, cancel := context.WithTimeout(ctx, RequestTimeout)
+	defer cancel()
+
+	start := timerecord.NewTimeRecorder("getEtcdMeta")
+	resp, err := kv.client.Get(ctx1, key, opts...)
+	elapsed := start.ElapseSpan()
+	metrics.MetaOpCounter.WithLabelValues(metrics.MetaGetLabel, metrics.TotalLabel).Inc()
+
+	// cal meta kv size
+	if err == nil && resp != nil {
+		totalSize := 0
+		for _, v := range resp.Kvs {
+			totalSize += binary.Size(v)
+		}
+		metrics.MetaKvSize.WithLabelValues(metrics.MetaGetLabel).Observe(float64(totalSize))
+		metrics.MetaRequestLatency.WithLabelValues(metrics.MetaGetLabel).Observe(float64(elapsed.Milliseconds()))
+		metrics.MetaOpCounter.WithLabelValues(metrics.MetaGetLabel, metrics.SuccessLabel).Inc()
+	} else {
+		metrics.MetaOpCounter.WithLabelValues(metrics.MetaGetLabel, metrics.FailLabel).Inc()
+	}
+	return resp, err
+}
+
+func (kv *etcdKV) putEtcdMeta(ctx context.Context, key, val string, opts ...clientv3.OpOption) (*clientv3.PutResponse, error) {
+	ctx1, cancel := context.WithTimeout(ctx, RequestTimeout)
+	defer cancel()
+
+	start := timerecord.NewTimeRecorder("putEtcdMeta")
+	resp, err := kv.client.Put(ctx1, key, val, opts...)
+	elapsed := start.ElapseSpan()
+	metrics.MetaOpCounter.WithLabelValues(metrics.MetaPutLabel, metrics.TotalLabel).Inc()
+	if err == nil {
+		metrics.MetaKvSize.WithLabelValues(metrics.MetaPutLabel).Observe(float64(len(val)))
+		metrics.MetaRequestLatency.WithLabelValues(metrics.MetaPutLabel).Observe(float64(elapsed.Milliseconds()))
+		metrics.MetaOpCounter.WithLabelValues(metrics.MetaPutLabel, metrics.SuccessLabel).Inc()
+	} else {
+		metrics.MetaOpCounter.WithLabelValues(metrics.MetaPutLabel, metrics.FailLabel).Inc()
+	}
+
+	return resp, err
+}
+
+func (kv *etcdKV) removeEtcdMeta(ctx context.Context, key string, opts ...clientv3.OpOption) (*clientv3.DeleteResponse, error) {
+	ctx1, cancel := context.WithTimeout(ctx, RequestTimeout)
+	defer cancel()
+
+	start := timerecord.NewTimeRecorder("removeEtcdMeta")
+	resp, err := kv.client.Delete(ctx1, key, opts...)
+	elapsed := start.ElapseSpan()
+	metrics.MetaOpCounter.WithLabelValues(metrics.MetaRemoveLabel, metrics.TotalLabel).Inc()
+
+	if err == nil {
+		metrics.MetaRequestLatency.WithLabelValues(metrics.MetaRemoveLabel).Observe(float64(elapsed.Milliseconds()))
+		metrics.MetaOpCounter.WithLabelValues(metrics.MetaRemoveLabel, metrics.SuccessLabel).Inc()
+	} else {
+		metrics.MetaOpCounter.WithLabelValues(metrics.MetaRemoveLabel, metrics.FailLabel).Inc()
+	}
+
+	return resp, err
+}
+
+func (kv *etcdKV) getTxnWithCmp(ctx context.Context, cmp ...clientv3.Cmp) clientv3.Txn {
+	return kv.client.Txn(ctx).If(cmp...)
+}
+
+func (kv *etcdKV) executeTxn(txn clientv3.Txn, ops ...clientv3.Op) (*clientv3.TxnResponse, error) {
+	start := timerecord.NewTimeRecorder("executeTxn")
+
+	resp, err := txn.Then(ops...).Commit()
+	elapsed := start.ElapseSpan()
+	metrics.MetaOpCounter.WithLabelValues(metrics.MetaTxnLabel, metrics.TotalLabel).Inc()
+
+	if err == nil && resp.Succeeded {
+		// cal put meta kv size
+		totalPutSize := 0
+		for _, op := range ops {
+			if op.IsPut() {
+				totalPutSize += binary.Size(op.ValueBytes())
+			}
+		}
+		metrics.MetaKvSize.WithLabelValues(metrics.MetaPutLabel).Observe(float64(totalPutSize))
+
+		// cal get meta kv size
+		totalGetSize := 0
+		for _, rp := range resp.Responses {
+			if rp.GetResponseRange() != nil {
+				for _, v := range rp.GetResponseRange().Kvs {
+					totalGetSize += binary.Size(v)
+				}
+			}
+		}
+		metrics.MetaKvSize.WithLabelValues(metrics.MetaGetLabel).Observe(float64(totalGetSize))
+		metrics.MetaRequestLatency.WithLabelValues(metrics.MetaTxnLabel).Observe(float64(elapsed.Milliseconds()))
+		metrics.MetaOpCounter.WithLabelValues(metrics.MetaTxnLabel, metrics.SuccessLabel).Inc()
+	} else {
+		metrics.MetaOpCounter.WithLabelValues(metrics.MetaTxnLabel, metrics.FailLabel).Inc()
+	}
+
+	return resp, err
+}
diff --git a/internal/mq/msgstream/mqwrapper/rmq/rmq_client.go b/internal/mq/msgstream/mqwrapper/rmq/rmq_client.go
index 1a7e513133..117500ad7a 100644
--- a/internal/mq/msgstream/mqwrapper/rmq/rmq_client.go
+++ b/internal/mq/msgstream/mqwrapper/rmq/rmq_client.go
@@ -25,7 +25,9 @@ import (
 	"go.uber.org/zap"
 
 	"github.com/milvus-io/milvus/pkg/log"
+	"github.com/milvus-io/milvus/pkg/metrics"
 	"github.com/milvus-io/milvus/pkg/mq/msgstream/mqwrapper"
+	"github.com/milvus-io/milvus/pkg/util/timerecord"
 )
 
 // nmqClient implements mqwrapper.Client.
@@ -53,18 +55,30 @@ func NewClient(opts client.Options) (*rmqClient, error) {
 
 // CreateProducer creates a producer for rocksmq client
 func (rc *rmqClient) CreateProducer(options mqwrapper.ProducerOptions) (mqwrapper.Producer, error) {
+	start := timerecord.NewTimeRecorder("create producer")
+	metrics.MsgStreamOpCounter.WithLabelValues(metrics.CreateProducerLabel, metrics.TotalLabel).Inc()
+
 	rmqOpts := client.ProducerOptions{Topic: options.Topic}
 	pp, err := rc.client.CreateProducer(rmqOpts)
 	if err != nil {
+		metrics.MsgStreamOpCounter.WithLabelValues(metrics.CreateProducerLabel, metrics.FailLabel).Inc()
 		return nil, err
 	}
 	rp := rmqProducer{p: pp}
+
+	elapsed := start.ElapseSpan()
+	metrics.MsgStreamRequestLatency.WithLabelValues(metrics.CreateProducerLabel).Observe(float64(elapsed.Milliseconds()))
+	metrics.MsgStreamOpCounter.WithLabelValues(metrics.CreateProducerLabel, metrics.SuccessLabel).Inc()
 	return &rp, nil
 }
 
 // Subscribe subscribes a consumer in rmq client
 func (rc *rmqClient) Subscribe(options mqwrapper.ConsumerOptions) (mqwrapper.Consumer, error) {
+	start := timerecord.NewTimeRecorder("create consumer")
+	metrics.MsgStreamOpCounter.WithLabelValues(metrics.CreateConsumerLabel, metrics.TotalLabel).Inc()
+
 	if options.BufSize == 0 {
+		metrics.MsgStreamOpCounter.WithLabelValues(metrics.CreateConsumerLabel, metrics.FailLabel).Inc()
 		err := errors.New("subscription bufSize of rmq should never be zero")
 		log.Warn("unexpected subscription consumer options", zap.Error(err))
 		return nil, err
@@ -78,11 +92,15 @@ func (rc *rmqClient) Subscribe(options mqwrapper.ConsumerOptions) (mqwrapper.Con
 		SubscriptionInitialPosition: options.SubscriptionInitialPosition,
 	})
 	if err != nil {
+		metrics.MsgStreamOpCounter.WithLabelValues(metrics.CreateConsumerLabel, metrics.FailLabel).Inc()
 		return nil, err
 	}
 
 	rConsumer := &Consumer{c: cli, closeCh: make(chan struct{})}
 
+	elapsed := start.ElapseSpan()
+	metrics.MsgStreamRequestLatency.WithLabelValues(metrics.CreateConsumerLabel).Observe(float64(elapsed.Milliseconds()))
+	metrics.MsgStreamOpCounter.WithLabelValues(metrics.CreateConsumerLabel, metrics.SuccessLabel).Inc()
 	return rConsumer, nil
 }
 
diff --git a/internal/mq/msgstream/mqwrapper/rmq/rmq_producer.go b/internal/mq/msgstream/mqwrapper/rmq/rmq_producer.go
index 9227456995..408fe3810f 100644
--- a/internal/mq/msgstream/mqwrapper/rmq/rmq_producer.go
+++ b/internal/mq/msgstream/mqwrapper/rmq/rmq_producer.go
@@ -15,7 +15,9 @@ import (
 	"context"
 
 	"github.com/milvus-io/milvus/internal/mq/mqimpl/rocksmq/client"
+	"github.com/milvus-io/milvus/pkg/metrics"
 	"github.com/milvus-io/milvus/pkg/mq/msgstream/mqwrapper"
+	"github.com/milvus-io/milvus/pkg/util/timerecord"
 )
 
 var _ mqwrapper.Producer = (*rmqProducer)(nil)
@@ -32,9 +34,20 @@ func (rp *rmqProducer) Topic() string {
 
 // Send send the producer messages to rocksmq
 func (rp *rmqProducer) Send(ctx context.Context, message *mqwrapper.ProducerMessage) (mqwrapper.MessageID, error) {
+	start := timerecord.NewTimeRecorder("send msg to stream")
+	metrics.MsgStreamOpCounter.WithLabelValues(metrics.SendMsgLabel, metrics.TotalLabel).Inc()
+
 	pm := &client.ProducerMessage{Payload: message.Payload, Properties: message.Properties}
 	id, err := rp.p.Send(pm)
-	return &rmqID{messageID: id}, err
+	if err != nil {
+		metrics.MsgStreamOpCounter.WithLabelValues(metrics.SendMsgLabel, metrics.FailLabel).Inc()
+		return &rmqID{messageID: id}, err
+	}
+
+	elapsed := start.ElapseSpan()
+	metrics.MsgStreamRequestLatency.WithLabelValues(metrics.SendMsgLabel).Observe(float64(elapsed.Milliseconds()))
+	metrics.MsgStreamOpCounter.WithLabelValues(metrics.SendMsgLabel, metrics.SuccessLabel).Inc()
+	return &rmqID{messageID: id}, nil
 }
 
 // Close does nothing currently
diff --git a/internal/proxy/meta_cache.go b/internal/proxy/meta_cache.go
index 140dfd732c..5e8f9b5ef2 100644
--- a/internal/proxy/meta_cache.go
+++ b/internal/proxy/meta_cache.go
@@ -20,7 +20,6 @@ import (
 	"context"
 	"fmt"
 	"math/rand"
-	"strconv"
 	"sync"
 	"time"
 
@@ -230,8 +229,9 @@ func (m *MetaCache) GetCollectionID(ctx context.Context, database, collectionNam
 		collInfo, ok = db[collectionName]
 	}
 
+	method := "GeCollectionID"
 	if !ok || !collInfo.isCollectionCached() {
-		metrics.ProxyCacheStatsCounter.WithLabelValues(strconv.FormatInt(paramtable.GetNodeID(), 10), "GeCollectionID", metrics.CacheMissLabel).Inc()
+		metrics.ProxyCacheStatsCounter.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), method, metrics.CacheMissLabel).Inc()
 		tr := timerecord.NewTimeRecorder("UpdateCache")
 		m.mu.RUnlock()
 		coll, err := m.describeCollection(ctx, database, collectionName, 0)
@@ -240,13 +240,14 @@ func (m *MetaCache) GetCollectionID(ctx context.Context, database, collectionNam
 		}
 		m.mu.Lock()
 		defer m.mu.Unlock()
+
 		m.updateCollection(coll, database, collectionName)
-		metrics.ProxyUpdateCacheLatency.WithLabelValues(strconv.FormatInt(paramtable.GetNodeID(), 10)).Observe(float64(tr.ElapseSpan().Milliseconds()))
+		metrics.ProxyUpdateCacheLatency.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), method).Observe(float64(tr.ElapseSpan().Milliseconds()))
 		collInfo = m.collInfo[database][collectionName]
 		return collInfo.collID, nil
 	}
 	defer m.mu.RUnlock()
-	metrics.ProxyCacheStatsCounter.WithLabelValues(strconv.FormatInt(paramtable.GetNodeID(), 10), "GetCollectionID", metrics.CacheHitLabel).Inc()
+	metrics.ProxyCacheStatsCounter.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), method, metrics.CacheHitLabel).Inc()
 
 	return collInfo.collID, nil
 }
@@ -264,8 +265,9 @@ func (m *MetaCache) GetDatabaseAndCollectionName(ctx context.Context, collection
 		}
 	}
 
+	method := "GeCollectionName"
 	if collInfo == nil || !collInfo.isCollectionCached() {
-		metrics.ProxyCacheStatsCounter.WithLabelValues(strconv.FormatInt(paramtable.GetNodeID(), 10), "GeCollectionName", metrics.CacheMissLabel).Inc()
+		metrics.ProxyCacheStatsCounter.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), method, metrics.CacheMissLabel).Inc()
 		tr := timerecord.NewTimeRecorder("UpdateCache")
 		m.mu.RUnlock()
 		coll, err := m.describeCollection(ctx, "", "", collectionID)
@@ -276,11 +278,11 @@ func (m *MetaCache) GetDatabaseAndCollectionName(ctx context.Context, collection
 		defer m.mu.Unlock()
 
 		m.updateCollection(coll, coll.GetDbName(), coll.Schema.Name)
-		metrics.ProxyUpdateCacheLatency.WithLabelValues(strconv.FormatInt(paramtable.GetNodeID(), 10)).Observe(float64(tr.ElapseSpan().Milliseconds()))
+		metrics.ProxyUpdateCacheLatency.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), method).Observe(float64(tr.ElapseSpan().Milliseconds()))
 		return coll.GetDbName(), coll.Schema.Name, nil
 	}
 	defer m.mu.RUnlock()
-	metrics.ProxyCacheStatsCounter.WithLabelValues(strconv.FormatInt(paramtable.GetNodeID(), 10), "GeCollectionName", metrics.CacheHitLabel).Inc()
+	metrics.ProxyCacheStatsCounter.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), method, metrics.CacheHitLabel).Inc()
 
 	return collInfo.database, collInfo.schema.Name, nil
 }
@@ -298,9 +300,10 @@ func (m *MetaCache) GetCollectionInfo(ctx context.Context, database, collectionN
 	}
 	m.mu.RUnlock()
 
+	method := "GetCollectionInfo"
 	if !ok || !collInfo.isCollectionCached() {
 		tr := timerecord.NewTimeRecorder("UpdateCache")
-		metrics.ProxyCacheStatsCounter.WithLabelValues(strconv.FormatInt(paramtable.GetNodeID(), 10), "GetCollectionInfo", metrics.CacheMissLabel).Inc()
+		metrics.ProxyCacheStatsCounter.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), method, metrics.CacheMissLabel).Inc()
 		coll, err := m.describeCollection(ctx, database, collectionName, 0)
 		if err != nil {
 			return nil, err
@@ -309,10 +312,10 @@ func (m *MetaCache) GetCollectionInfo(ctx context.Context, database, collectionN
 		m.updateCollection(coll, database, collectionName)
 		collInfo = m.collInfo[database][collectionName]
 		m.mu.Unlock()
-		metrics.ProxyUpdateCacheLatency.WithLabelValues(strconv.FormatInt(paramtable.GetNodeID(), 10)).Observe(float64(tr.ElapseSpan().Milliseconds()))
+		metrics.ProxyUpdateCacheLatency.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), method).Observe(float64(tr.ElapseSpan().Milliseconds()))
 	}
 
-	metrics.ProxyCacheStatsCounter.WithLabelValues(strconv.FormatInt(paramtable.GetNodeID(), 10), "GetCollectionInfo", metrics.CacheHitLabel).Inc()
+	metrics.ProxyCacheStatsCounter.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), method, metrics.CacheHitLabel).Inc()
 	return collInfo, nil
 }
 
@@ -326,8 +329,9 @@ func (m *MetaCache) GetCollectionSchema(ctx context.Context, database, collectio
 		collInfo, ok = db[collectionName]
 	}
 
+	method := "GetCollectionSchema"
 	if !ok || !collInfo.isCollectionCached() {
-		metrics.ProxyCacheStatsCounter.WithLabelValues(strconv.FormatInt(paramtable.GetNodeID(), 10), "GetCollectionSchema", metrics.CacheMissLabel).Inc()
+		metrics.ProxyCacheStatsCounter.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), method, metrics.CacheMissLabel).Inc()
 		tr := timerecord.NewTimeRecorder("UpdateCache")
 		m.mu.RUnlock()
 		coll, err := m.describeCollection(ctx, database, collectionName, 0)
@@ -339,16 +343,17 @@ func (m *MetaCache) GetCollectionSchema(ctx context.Context, database, collectio
 		}
 		m.mu.Lock()
 		defer m.mu.Unlock()
+
 		m.updateCollection(coll, database, collectionName)
 		collInfo = m.collInfo[database][collectionName]
-		metrics.ProxyUpdateCacheLatency.WithLabelValues(strconv.FormatInt(paramtable.GetNodeID(), 10)).Observe(float64(tr.ElapseSpan().Milliseconds()))
+		metrics.ProxyUpdateCacheLatency.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), method).Observe(float64(tr.ElapseSpan().Milliseconds()))
 		log.Debug("Reload collection from root coordinator ",
 			zap.String("collection name", collectionName),
 			zap.Any("time (milliseconds) take ", tr.ElapseSpan().Milliseconds()))
 		return collInfo.schema, nil
 	}
 	defer m.mu.RUnlock()
-	metrics.ProxyCacheStatsCounter.WithLabelValues(strconv.FormatInt(paramtable.GetNodeID(), 10), "GetCollectionSchema", metrics.CacheHitLabel).Inc()
+	metrics.ProxyCacheStatsCounter.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), method, metrics.CacheHitLabel).Inc()
 
 	return collInfo.schema, nil
 }
@@ -383,6 +388,7 @@ func (m *MetaCache) GetPartitions(ctx context.Context, database, collectionName
 		return nil, err
 	}
 
+	method := "GetPartitions"
 	m.mu.RLock()
 
 	var collInfo *collectionInfo
@@ -399,7 +405,7 @@ func (m *MetaCache) GetPartitions(ctx context.Context, database, collectionName
 
 	if collInfo.partInfo == nil || len(collInfo.partInfo) == 0 {
 		tr := timerecord.NewTimeRecorder("UpdateCache")
-		metrics.ProxyCacheStatsCounter.WithLabelValues(strconv.FormatInt(paramtable.GetNodeID(), 10), "GetPartitions", metrics.CacheMissLabel).Inc()
+		metrics.ProxyCacheStatsCounter.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), method, metrics.CacheMissLabel).Inc()
 		m.mu.RUnlock()
 
 		partitions, err := m.showPartitions(ctx, database, collectionName)
@@ -414,7 +420,7 @@ func (m *MetaCache) GetPartitions(ctx context.Context, database, collectionName
 		if err != nil {
 			return nil, err
 		}
-		metrics.ProxyUpdateCacheLatency.WithLabelValues(strconv.FormatInt(paramtable.GetNodeID(), 10)).Observe(float64(tr.ElapseSpan().Milliseconds()))
+		metrics.ProxyUpdateCacheLatency.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), method).Observe(float64(tr.ElapseSpan().Milliseconds()))
 		log.Debug("proxy", zap.Any("GetPartitions:partitions after update", partitions), zap.String("collectionName", collectionName))
 		ret := make(map[string]typeutil.UniqueID)
 		partInfo := m.collInfo[database][collectionName].partInfo
@@ -424,8 +430,9 @@ func (m *MetaCache) GetPartitions(ctx context.Context, database, collectionName
 		return ret, nil
 
 	}
+
 	defer m.mu.RUnlock()
-	metrics.ProxyCacheStatsCounter.WithLabelValues(strconv.FormatInt(paramtable.GetNodeID(), 10), "GetPartitions", metrics.CacheHitLabel).Inc()
+	metrics.ProxyCacheStatsCounter.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), method, metrics.CacheHitLabel).Inc()
 
 	ret := make(map[string]typeutil.UniqueID)
 	partInfo := collInfo.partInfo
@@ -459,9 +466,10 @@ func (m *MetaCache) GetPartitionInfo(ctx context.Context, database, collectionNa
 	partInfo, ok = collInfo.partInfo[partitionName]
 	m.mu.RUnlock()
 
+	method := "GetPartitionInfo"
 	if !ok {
 		tr := timerecord.NewTimeRecorder("UpdateCache")
-		metrics.ProxyCacheStatsCounter.WithLabelValues(strconv.FormatInt(paramtable.GetNodeID(), 10), "GetPartitionInfo", metrics.CacheMissLabel).Inc()
+		metrics.ProxyCacheStatsCounter.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), method, metrics.CacheMissLabel).Inc()
 		partitions, err := m.showPartitions(ctx, database, collectionName)
 		if err != nil {
 			return nil, err
@@ -473,14 +481,14 @@ func (m *MetaCache) GetPartitionInfo(ctx context.Context, database, collectionNa
 		if err != nil {
 			return nil, err
 		}
-		metrics.ProxyUpdateCacheLatency.WithLabelValues(strconv.FormatInt(paramtable.GetNodeID(), 10)).Observe(float64(tr.ElapseSpan().Milliseconds()))
+		metrics.ProxyUpdateCacheLatency.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), method).Observe(float64(tr.ElapseSpan().Milliseconds()))
 		log.Debug("proxy", zap.Any("GetPartitionID:partitions after update", partitions), zap.String("collectionName", collectionName))
 		partInfo, ok = m.collInfo[database][collectionName].partInfo[partitionName]
 		if !ok {
 			return nil, merr.WrapErrPartitionNotFound(partitionName)
 		}
 	}
-	metrics.ProxyCacheStatsCounter.WithLabelValues(strconv.FormatInt(paramtable.GetNodeID(), 10), "GetPartitionInfo", metrics.CacheHitLabel).Inc()
+	metrics.ProxyCacheStatsCounter.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), method, metrics.CacheHitLabel).Inc()
 	return &partitionInfo{
 		partitionID:         partInfo.partitionID,
 		createdTimestamp:    partInfo.createdTimestamp,
@@ -692,6 +700,7 @@ func (m *MetaCache) GetShards(ctx context.Context, withCache bool, database, col
 		return nil, err
 	}
 
+	method := "GetShards"
 	if withCache {
 		var shardLeaders *shardLeaders
 		info.leaderMutex.RLock()
@@ -699,10 +708,12 @@ func (m *MetaCache) GetShards(ctx context.Context, withCache bool, database, col
 		info.leaderMutex.RUnlock()
 
 		if shardLeaders != nil && !shardLeaders.deprecated.Load() {
+			metrics.ProxyCacheStatsCounter.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), method, metrics.CacheHitLabel).Inc()
 			iterator := shardLeaders.GetReader()
 			return iterator.Shuffle(), nil
 		}
 
+		metrics.ProxyCacheStatsCounter.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), method, metrics.CacheMissLabel).Inc()
 		log.Info("no shard cache for collection, try to get shard leaders from QueryCoord",
 			zap.String("collectionName", collectionName))
 	}
@@ -718,6 +729,7 @@ func (m *MetaCache) GetShards(ctx context.Context, withCache bool, database, col
 	var resp *querypb.GetShardLeadersResponse
 	childCtx, cancel := context.WithTimeout(ctx, time.Second*10)
 	defer cancel()
+	tr := timerecord.NewTimeRecorder("UpdateShardCache")
 	err = retry.Do(childCtx, func() error {
 		resp, err = m.queryCoord.GetShardLeaders(ctx, req)
 		if err != nil {
@@ -765,6 +777,7 @@ func (m *MetaCache) GetShards(ctx context.Context, withCache bool, database, col
 	// and create new client for new leaders
 	_ = m.shardMgr.UpdateShardLeaders(oldLeaders, ret)
 
+	metrics.ProxyUpdateCacheLatency.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), method).Observe(float64(tr.ElapseSpan().Milliseconds()))
 	return ret, nil
 }
 
diff --git a/internal/proxy/proxy.go b/internal/proxy/proxy.go
index 504bbb7202..e11ddba589 100644
--- a/internal/proxy/proxy.go
+++ b/internal/proxy/proxy.go
@@ -137,11 +137,14 @@ func NewProxy(ctx context.Context, factory dependency.Factory) (*Proxy, error) {
 // Register registers proxy at etcd
 func (node *Proxy) Register() error {
 	node.session.Register()
+	metrics.NumNodes.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), typeutil.ProxyRole).Inc()
+	log.Info("Proxy Register Finished")
 	node.session.LivenessCheck(node.ctx, func() {
 		log.Error("Proxy disconnected from etcd, process will exit", zap.Int64("Server Id", node.session.ServerID))
 		if err := node.Stop(); err != nil {
 			log.Fatal("failed to stop server", zap.Error(err))
 		}
+		metrics.NumNodes.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), typeutil.ProxyRole).Dec()
 		if node.session.TriggerKill {
 			if p, err := os.FindProcess(os.Getpid()); err == nil {
 				p.Signal(syscall.SIGINT)
diff --git a/internal/querycoordv2/server.go b/internal/querycoordv2/server.go
index 8254920369..42ccc37d8d 100644
--- a/internal/querycoordv2/server.go
+++ b/internal/querycoordv2/server.go
@@ -139,12 +139,13 @@ func (s *Server) Register() error {
 			return err
 		}
 	}
-
+	metrics.NumNodes.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), typeutil.QueryCoordRole).Inc()
 	s.session.LivenessCheck(s.ctx, func() {
 		log.Error("QueryCoord disconnected from etcd, process will exit", zap.Int64("serverID", s.session.ServerID))
 		if err := s.Stop(); err != nil {
 			log.Fatal("failed to stop server", zap.Error(err))
 		}
+		metrics.NumNodes.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), typeutil.QueryCoordRole).Dec()
 		// manually send signal to starter goroutine
 		if s.session.TriggerKill {
 			if p, err := os.FindProcess(os.Getpid()); err == nil {
diff --git a/internal/querynodev2/pipeline/manager.go b/internal/querynodev2/pipeline/manager.go
index a4a3aa6ab1..90e1953d41 100644
--- a/internal/querynodev2/pipeline/manager.go
+++ b/internal/querynodev2/pipeline/manager.go
@@ -29,6 +29,7 @@ import (
 	"github.com/milvus-io/milvus/pkg/mq/msgdispatcher"
 	"github.com/milvus-io/milvus/pkg/util/merr"
 	"github.com/milvus-io/milvus/pkg/util/paramtable"
+	"github.com/milvus-io/milvus/pkg/util/timerecord"
 	"github.com/milvus-io/milvus/pkg/util/typeutil"
 )
 
@@ -67,6 +68,7 @@ func (m *manager) Add(collectionID UniqueID, channel string) (Pipeline, error) {
 		zap.Int64("collectionID", collectionID),
 		zap.String("channel", channel),
 	)
+	tr := timerecord.NewTimeRecorder("add dmChannel")
 	collection := m.dataManager.Collection.Get(collectionID)
 	if collection == nil {
 		return nil, segments.WrapCollectionNotFound(collectionID)
@@ -90,6 +92,7 @@ func (m *manager) Add(collectionID UniqueID, channel string) (Pipeline, error) {
 	m.channel2Pipeline[channel] = newPipeLine
 	metrics.QueryNodeNumFlowGraphs.WithLabelValues(fmt.Sprint(paramtable.GetNodeID())).Inc()
 	metrics.QueryNodeNumDmlChannels.WithLabelValues(fmt.Sprint(paramtable.GetNodeID())).Inc()
+	metrics.QueryNodeWatchDmlChannelLatency.WithLabelValues(fmt.Sprint(paramtable.GetNodeID())).Observe(float64(tr.ElapseSpan().Milliseconds()))
 	return newPipeLine, nil
 }
 
diff --git a/internal/querynodev2/segments/search.go b/internal/querynodev2/segments/search.go
index 6b27836296..c41eac5d29 100644
--- a/internal/querynodev2/segments/search.go
+++ b/internal/querynodev2/segments/search.go
@@ -71,8 +71,11 @@ func searchSegments(ctx context.Context, manager *Manager, segType SegmentType,
 			errs[i] = err
 			resultCh <- searchResult
 			// update metrics
+			elapsed := tr.ElapseSpan().Milliseconds()
 			metrics.QueryNodeSQSegmentLatency.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()),
-				metrics.SearchLabel, searchLabel).Observe(float64(tr.ElapseSpan().Milliseconds()))
+				metrics.SearchLabel, searchLabel).Observe(float64(elapsed))
+			metrics.QueryNodeSegmentSearchLatencyPerVector.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()),
+				metrics.SearchLabel, searchLabel).Observe(float64(elapsed) / float64(searchReq.getNumOfQuery()))
 		}(segID, i)
 	}
 	wg.Wait()
diff --git a/internal/querynodev2/server.go b/internal/querynodev2/server.go
index 98744f9120..adba41f1b9 100644
--- a/internal/querynodev2/server.go
+++ b/internal/querynodev2/server.go
@@ -58,6 +58,7 @@ import (
 	"github.com/milvus-io/milvus/internal/util/sessionutil"
 	"github.com/milvus-io/milvus/pkg/config"
 	"github.com/milvus-io/milvus/pkg/log"
+	"github.com/milvus-io/milvus/pkg/metrics"
 	"github.com/milvus-io/milvus/pkg/mq/msgdispatcher"
 	"github.com/milvus-io/milvus/pkg/util/gc"
 	"github.com/milvus-io/milvus/pkg/util/hardware"
@@ -155,11 +156,13 @@ func (node *QueryNode) initSession() error {
 func (node *QueryNode) Register() error {
 	node.session.Register()
 	// start liveness check
+	metrics.NumNodes.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), typeutil.QueryNodeRole).Inc()
 	node.session.LivenessCheck(node.ctx, func() {
 		log.Error("Query Node disconnected from etcd, process will exit", zap.Int64("Server Id", paramtable.GetNodeID()))
 		if err := node.Stop(); err != nil {
 			log.Fatal("failed to stop server", zap.Error(err))
 		}
+		metrics.NumNodes.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), typeutil.QueryNodeRole).Dec()
 		// manually send signal to starter goroutine
 		if node.session.TriggerKill {
 			if p, err := os.FindProcess(os.Getpid()); err == nil {
diff --git a/internal/rootcoord/alter_alias_task_test.go b/internal/rootcoord/alter_alias_task_test.go
index e98772ae14..c4c714c072 100644
--- a/internal/rootcoord/alter_alias_task_test.go
+++ b/internal/rootcoord/alter_alias_task_test.go
@@ -45,7 +45,7 @@ func Test_alterAliasTask_Execute(t *testing.T) {
 	t.Run("failed to expire cache", func(t *testing.T) {
 		core := newTestCore(withInvalidProxyManager())
 		task := &alterAliasTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.AlterAliasRequest{
 				Base:  &commonpb.MsgBase{MsgType: commonpb.MsgType_AlterAlias},
 				Alias: "test",
@@ -58,7 +58,7 @@ func Test_alterAliasTask_Execute(t *testing.T) {
 	t.Run("failed to alter alias", func(t *testing.T) {
 		core := newTestCore(withValidProxyManager(), withInvalidMeta())
 		task := &alterAliasTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.AlterAliasRequest{
 				Base:  &commonpb.MsgBase{MsgType: commonpb.MsgType_AlterAlias},
 				Alias: "test",
diff --git a/internal/rootcoord/alter_collection_task_test.go b/internal/rootcoord/alter_collection_task_test.go
index f245d83564..4dd9d97a24 100644
--- a/internal/rootcoord/alter_collection_task_test.go
+++ b/internal/rootcoord/alter_collection_task_test.go
@@ -67,7 +67,7 @@ func Test_alterCollectionTask_Execute(t *testing.T) {
 	t.Run("failed to create alias", func(t *testing.T) {
 		core := newTestCore(withInvalidMeta())
 		task := &alterCollectionTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.AlterCollectionRequest{
 				Base:           &commonpb.MsgBase{MsgType: commonpb.MsgType_AlterCollection},
 				CollectionName: "cn",
@@ -95,7 +95,7 @@ func Test_alterCollectionTask_Execute(t *testing.T) {
 
 		core := newTestCore(withMeta(meta))
 		task := &alterCollectionTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.AlterCollectionRequest{
 				Base:           &commonpb.MsgBase{MsgType: commonpb.MsgType_AlterCollection},
 				CollectionName: "cn",
@@ -129,7 +129,7 @@ func Test_alterCollectionTask_Execute(t *testing.T) {
 
 		core := newTestCore(withValidProxyManager(), withMeta(meta), withBroker(broker))
 		task := &alterCollectionTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.AlterCollectionRequest{
 				Base:           &commonpb.MsgBase{MsgType: commonpb.MsgType_AlterCollection},
 				CollectionName: "cn",
@@ -163,7 +163,7 @@ func Test_alterCollectionTask_Execute(t *testing.T) {
 
 		core := newTestCore(withValidProxyManager(), withMeta(meta), withBroker(broker))
 		task := &alterCollectionTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.AlterCollectionRequest{
 				Base:           &commonpb.MsgBase{MsgType: commonpb.MsgType_AlterCollection},
 				CollectionName: "cn",
diff --git a/internal/rootcoord/create_alias_task_test.go b/internal/rootcoord/create_alias_task_test.go
index 0810841795..7bea4d775d 100644
--- a/internal/rootcoord/create_alias_task_test.go
+++ b/internal/rootcoord/create_alias_task_test.go
@@ -44,7 +44,7 @@ func Test_createAliasTask_Execute(t *testing.T) {
 	t.Run("failed to expire cache", func(t *testing.T) {
 		core := newTestCore(withInvalidProxyManager())
 		task := &createAliasTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.CreateAliasRequest{
 				Base:  &commonpb.MsgBase{MsgType: commonpb.MsgType_CreateAlias},
 				Alias: "test",
@@ -57,7 +57,7 @@ func Test_createAliasTask_Execute(t *testing.T) {
 	t.Run("failed to create alias", func(t *testing.T) {
 		core := newTestCore(withInvalidMeta(), withValidProxyManager())
 		task := &createAliasTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.CreateAliasRequest{
 				Base:  &commonpb.MsgBase{MsgType: commonpb.MsgType_CreateAlias},
 				Alias: "test",
diff --git a/internal/rootcoord/create_collection_task_test.go b/internal/rootcoord/create_collection_task_test.go
index e9a9ecc3e1..808ffbecec 100644
--- a/internal/rootcoord/create_collection_task_test.go
+++ b/internal/rootcoord/create_collection_task_test.go
@@ -524,7 +524,7 @@ func Test_createCollectionTask_Prepare(t *testing.T) {
 		core := newTestCore(withInvalidIDAllocator(), withMeta(meta))
 
 		task := createCollectionTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.CreateCollectionRequest{
 				Base:           &commonpb.MsgBase{MsgType: commonpb.MsgType_CreateCollection},
 				CollectionName: collectionName,
@@ -558,7 +558,7 @@ func Test_createCollectionTask_Prepare(t *testing.T) {
 		assert.NoError(t, err)
 
 		task := createCollectionTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.CreateCollectionRequest{
 				Base:           &commonpb.MsgBase{MsgType: commonpb.MsgType_CreateCollection},
 				CollectionName: collectionName,
@@ -595,7 +595,7 @@ func Test_createCollectionTask_Execute(t *testing.T) {
 		core := newTestCore(withMeta(meta), withTtSynchronizer(ticker))
 
 		task := &createCollectionTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.CreateCollectionRequest{
 				Base:           &commonpb.MsgBase{MsgType: commonpb.MsgType_CreateCollection},
 				CollectionName: collectionName,
@@ -642,7 +642,7 @@ func Test_createCollectionTask_Execute(t *testing.T) {
 		core := newTestCore(withMeta(meta), withTtSynchronizer(ticker))
 
 		task := &createCollectionTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.CreateCollectionRequest{
 				Base:           &commonpb.MsgBase{MsgType: commonpb.MsgType_CreateCollection},
 				CollectionName: collectionName,
@@ -662,7 +662,7 @@ func Test_createCollectionTask_Execute(t *testing.T) {
 		pchans := ticker.getDmlChannelNames(shardNum)
 		core := newTestCore(withTtSynchronizer(ticker))
 		task := &createCollectionTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			channels: collectionChannels{
 				physicalChannels: pchans,
 				virtualChannels:  []string{funcutil.GenRandomStr(), funcutil.GenRandomStr()},
@@ -734,7 +734,7 @@ func Test_createCollectionTask_Execute(t *testing.T) {
 		assert.NoError(t, err)
 
 		task := createCollectionTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.CreateCollectionRequest{
 				Base:           &commonpb.MsgBase{MsgType: commonpb.MsgType_CreateCollection},
 				DbName:         "mock-db",
@@ -829,7 +829,7 @@ func Test_createCollectionTask_Execute(t *testing.T) {
 		assert.NoError(t, err)
 
 		task := createCollectionTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.CreateCollectionRequest{
 				Base:           &commonpb.MsgBase{MsgType: commonpb.MsgType_CreateCollection},
 				CollectionName: collectionName,
diff --git a/internal/rootcoord/create_partition_task_test.go b/internal/rootcoord/create_partition_task_test.go
index cbca526c1e..8d4d315d86 100644
--- a/internal/rootcoord/create_partition_task_test.go
+++ b/internal/rootcoord/create_partition_task_test.go
@@ -43,7 +43,7 @@ func Test_createPartitionTask_Prepare(t *testing.T) {
 	t.Run("failed to get collection meta", func(t *testing.T) {
 		core := newTestCore(withInvalidMeta())
 		task := &createPartitionTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			Req:      &milvuspb.CreatePartitionRequest{Base: &commonpb.MsgBase{MsgType: commonpb.MsgType_CreatePartition}},
 		}
 		err := task.Prepare(context.Background())
@@ -64,7 +64,7 @@ func Test_createPartitionTask_Prepare(t *testing.T) {
 
 		core := newTestCore(withMeta(meta))
 		task := &createPartitionTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			Req:      &milvuspb.CreatePartitionRequest{Base: &commonpb.MsgBase{MsgType: commonpb.MsgType_CreatePartition}},
 		}
 		err := task.Prepare(context.Background())
@@ -109,7 +109,7 @@ func Test_createPartitionTask_Execute(t *testing.T) {
 		coll := &model.Collection{Name: collectionName, Partitions: []*model.Partition{}}
 		core := newTestCore(withInvalidIDAllocator())
 		task := &createPartitionTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			collMeta: coll,
 			Req:      &milvuspb.CreatePartitionRequest{CollectionName: collectionName, PartitionName: partitionName},
 		}
@@ -123,7 +123,7 @@ func Test_createPartitionTask_Execute(t *testing.T) {
 		coll := &model.Collection{Name: collectionName, Partitions: []*model.Partition{}}
 		core := newTestCore(withValidIDAllocator(), withInvalidProxyManager())
 		task := &createPartitionTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			collMeta: coll,
 			Req:      &milvuspb.CreatePartitionRequest{CollectionName: collectionName, PartitionName: partitionName},
 		}
@@ -137,7 +137,7 @@ func Test_createPartitionTask_Execute(t *testing.T) {
 		coll := &model.Collection{Name: collectionName, Partitions: []*model.Partition{}}
 		core := newTestCore(withValidIDAllocator(), withValidProxyManager(), withInvalidMeta())
 		task := &createPartitionTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			collMeta: coll,
 			Req:      &milvuspb.CreatePartitionRequest{CollectionName: collectionName, PartitionName: partitionName},
 		}
@@ -162,7 +162,7 @@ func Test_createPartitionTask_Execute(t *testing.T) {
 		}
 		core := newTestCore(withValidIDAllocator(), withValidProxyManager(), withMeta(meta), withBroker(b))
 		task := &createPartitionTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			collMeta: coll,
 			Req:      &milvuspb.CreatePartitionRequest{CollectionName: collectionName, PartitionName: partitionName},
 		}
diff --git a/internal/rootcoord/describe_collection_task_test.go b/internal/rootcoord/describe_collection_task_test.go
index 4269db918b..6359199722 100644
--- a/internal/rootcoord/describe_collection_task_test.go
+++ b/internal/rootcoord/describe_collection_task_test.go
@@ -60,10 +60,7 @@ func Test_describeCollectionTask_Execute(t *testing.T) {
 	t.Run("failed to get collection by name", func(t *testing.T) {
 		core := newTestCore(withInvalidMeta())
 		task := &describeCollectionTask{
-			baseTask: baseTask{
-				core: core,
-				done: make(chan error, 1),
-			},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.DescribeCollectionRequest{
 				Base: &commonpb.MsgBase{
 					MsgType: commonpb.MsgType_DescribeCollection,
@@ -79,10 +76,7 @@ func Test_describeCollectionTask_Execute(t *testing.T) {
 	t.Run("failed to get collection by id", func(t *testing.T) {
 		core := newTestCore(withInvalidMeta())
 		task := &describeCollectionTask{
-			baseTask: baseTask{
-				core: core,
-				done: make(chan error, 1),
-			},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.DescribeCollectionRequest{
 				Base: &commonpb.MsgBase{
 					MsgType: commonpb.MsgType_DescribeCollection,
@@ -114,10 +108,7 @@ func Test_describeCollectionTask_Execute(t *testing.T) {
 
 		core := newTestCore(withMeta(meta))
 		task := &describeCollectionTask{
-			baseTask: baseTask{
-				core: core,
-				done: make(chan error, 1),
-			},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.DescribeCollectionRequest{
 				Base: &commonpb.MsgBase{
 					MsgType: commonpb.MsgType_DescribeCollection,
diff --git a/internal/rootcoord/drop_alias_task_test.go b/internal/rootcoord/drop_alias_task_test.go
index 03a06c7c42..f8796e5bc0 100644
--- a/internal/rootcoord/drop_alias_task_test.go
+++ b/internal/rootcoord/drop_alias_task_test.go
@@ -52,7 +52,7 @@ func Test_dropAliasTask_Execute(t *testing.T) {
 		core := newTestCore(withInvalidProxyManager())
 		alias := funcutil.GenRandomStr()
 		task := &dropAliasTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.DropAliasRequest{
 
 				Base:  &commonpb.MsgBase{MsgType: commonpb.MsgType_DropAlias},
@@ -67,7 +67,7 @@ func Test_dropAliasTask_Execute(t *testing.T) {
 		core := newTestCore(withValidProxyManager(), withInvalidMeta())
 		alias := funcutil.GenRandomStr()
 		task := &dropAliasTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.DropAliasRequest{
 
 				Base:  &commonpb.MsgBase{MsgType: commonpb.MsgType_DropAlias},
@@ -90,7 +90,7 @@ func Test_dropAliasTask_Execute(t *testing.T) {
 		core := newTestCore(withValidProxyManager(), withMeta(meta))
 		alias := funcutil.GenRandomStr()
 		task := &dropAliasTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.DropAliasRequest{
 
 				Base:  &commonpb.MsgBase{MsgType: commonpb.MsgType_DropAlias},
diff --git a/internal/rootcoord/drop_collection_task_test.go b/internal/rootcoord/drop_collection_task_test.go
index 64b2d2604e..1e5162c4c2 100644
--- a/internal/rootcoord/drop_collection_task_test.go
+++ b/internal/rootcoord/drop_collection_task_test.go
@@ -55,7 +55,7 @@ func Test_dropCollectionTask_Prepare(t *testing.T) {
 
 		core := newTestCore(withMeta(meta))
 		task := &dropCollectionTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.DropCollectionRequest{
 				Base:           &commonpb.MsgBase{MsgType: commonpb.MsgType_DropCollection},
 				CollectionName: collectionName,
@@ -76,7 +76,7 @@ func Test_dropCollectionTask_Prepare(t *testing.T) {
 
 		core := newTestCore(withMeta(meta))
 		task := &dropCollectionTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.DropCollectionRequest{
 				Base:           &commonpb.MsgBase{MsgType: commonpb.MsgType_DropCollection},
 				CollectionName: collectionName,
@@ -104,7 +104,7 @@ func Test_dropCollectionTask_Execute(t *testing.T) {
 		})
 		core := newTestCore(withMeta(meta))
 		task := &dropCollectionTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.DropCollectionRequest{
 				Base:           &commonpb.MsgBase{MsgType: commonpb.MsgType_DropCollection},
 				CollectionName: collectionName,
@@ -134,7 +134,7 @@ func Test_dropCollectionTask_Execute(t *testing.T) {
 
 		core := newTestCore(withInvalidProxyManager(), withMeta(meta))
 		task := &dropCollectionTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.DropCollectionRequest{
 				Base:           &commonpb.MsgBase{MsgType: commonpb.MsgType_DropCollection},
 				CollectionName: collectionName,
@@ -167,7 +167,7 @@ func Test_dropCollectionTask_Execute(t *testing.T) {
 
 		core := newTestCore(withValidProxyManager(), withMeta(meta))
 		task := &dropCollectionTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.DropCollectionRequest{
 				Base:           &commonpb.MsgBase{MsgType: commonpb.MsgType_DropCollection},
 				CollectionName: collectionName,
@@ -257,7 +257,7 @@ func Test_dropCollectionTask_Execute(t *testing.T) {
 			withTtSynchronizer(ticker))
 
 		task := &dropCollectionTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.DropCollectionRequest{
 				Base:           &commonpb.MsgBase{MsgType: commonpb.MsgType_DropCollection},
 				CollectionName: collectionName,
diff --git a/internal/rootcoord/drop_partition_task_test.go b/internal/rootcoord/drop_partition_task_test.go
index 597a671ac6..b25074b764 100644
--- a/internal/rootcoord/drop_partition_task_test.go
+++ b/internal/rootcoord/drop_partition_task_test.go
@@ -56,7 +56,7 @@ func Test_dropPartitionTask_Prepare(t *testing.T) {
 	t.Run("failed to get collection meta", func(t *testing.T) {
 		core := newTestCore(withInvalidMeta())
 		task := &dropPartitionTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.DropPartitionRequest{
 				Base: &commonpb.MsgBase{MsgType: commonpb.MsgType_DropPartition},
 			},
@@ -81,7 +81,7 @@ func Test_dropPartitionTask_Prepare(t *testing.T) {
 
 		core := newTestCore(withMeta(meta))
 		task := &dropPartitionTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.DropPartitionRequest{
 				Base:           &commonpb.MsgBase{MsgType: commonpb.MsgType_DropPartition},
 				CollectionName: collectionName,
@@ -116,7 +116,7 @@ func Test_dropPartitionTask_Execute(t *testing.T) {
 		coll := &model.Collection{Name: collectionName, Partitions: []*model.Partition{{PartitionName: partitionName}}}
 		core := newTestCore(withInvalidProxyManager())
 		task := &dropPartitionTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.DropPartitionRequest{
 				Base:           &commonpb.MsgBase{MsgType: commonpb.MsgType_DropPartition},
 				CollectionName: collectionName,
@@ -134,7 +134,7 @@ func Test_dropPartitionTask_Execute(t *testing.T) {
 		coll := &model.Collection{Name: collectionName, Partitions: []*model.Partition{{PartitionName: partitionName}}}
 		core := newTestCore(withValidProxyManager(), withInvalidMeta())
 		task := &dropPartitionTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.DropPartitionRequest{
 				Base:           &commonpb.MsgBase{MsgType: commonpb.MsgType_DropPartition},
 				CollectionName: collectionName,
@@ -204,7 +204,7 @@ func Test_dropPartitionTask_Execute(t *testing.T) {
 			withBroker(broker))
 
 		task := &dropPartitionTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.DropPartitionRequest{
 				Base:           &commonpb.MsgBase{MsgType: commonpb.MsgType_DropPartition},
 				CollectionName: collectionName,
diff --git a/internal/rootcoord/has_collection_task_test.go b/internal/rootcoord/has_collection_task_test.go
index e4f48fba08..c17cc0db43 100644
--- a/internal/rootcoord/has_collection_task_test.go
+++ b/internal/rootcoord/has_collection_task_test.go
@@ -59,10 +59,7 @@ func Test_hasCollectionTask_Execute(t *testing.T) {
 	t.Run("failed", func(t *testing.T) {
 		core := newTestCore(withInvalidMeta())
 		task := &hasCollectionTask{
-			baseTask: baseTask{
-				core: core,
-				done: make(chan error, 1),
-			},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.HasCollectionRequest{
 				Base: &commonpb.MsgBase{
 					MsgType: commonpb.MsgType_HasCollection,
@@ -87,10 +84,7 @@ func Test_hasCollectionTask_Execute(t *testing.T) {
 
 		core := newTestCore(withMeta(meta))
 		task := &hasCollectionTask{
-			baseTask: baseTask{
-				core: core,
-				done: make(chan error, 1),
-			},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.HasCollectionRequest{
 				Base: &commonpb.MsgBase{
 					MsgType: commonpb.MsgType_HasCollection,
diff --git a/internal/rootcoord/has_partition_task_test.go b/internal/rootcoord/has_partition_task_test.go
index a057074b26..e6049224ba 100644
--- a/internal/rootcoord/has_partition_task_test.go
+++ b/internal/rootcoord/has_partition_task_test.go
@@ -59,10 +59,7 @@ func Test_hasPartitionTask_Execute(t *testing.T) {
 	t.Run("fail to get collection", func(t *testing.T) {
 		core := newTestCore(withInvalidMeta())
 		task := &hasPartitionTask{
-			baseTask: baseTask{
-				core: core,
-				done: make(chan error, 1),
-			},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.HasPartitionRequest{
 				Base: &commonpb.MsgBase{
 					MsgType: commonpb.MsgType_HasPartition,
@@ -94,10 +91,7 @@ func Test_hasPartitionTask_Execute(t *testing.T) {
 
 		core := newTestCore(withMeta(meta))
 		task := &hasPartitionTask{
-			baseTask: baseTask{
-				core: core,
-				done: make(chan error, 1),
-			},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.HasPartitionRequest{
 				Base: &commonpb.MsgBase{
 					MsgType: commonpb.MsgType_HasCollection,
@@ -133,10 +127,7 @@ func Test_hasPartitionTask_Execute(t *testing.T) {
 
 		core := newTestCore(withMeta(meta))
 		task := &hasPartitionTask{
-			baseTask: baseTask{
-				core: core,
-				done: make(chan error, 1),
-			},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.HasPartitionRequest{
 				Base: &commonpb.MsgBase{
 					MsgType: commonpb.MsgType_HasCollection,
diff --git a/internal/rootcoord/rename_collection_task_test.go b/internal/rootcoord/rename_collection_task_test.go
index 8a0f47f8c9..caac2a03a2 100644
--- a/internal/rootcoord/rename_collection_task_test.go
+++ b/internal/rootcoord/rename_collection_task_test.go
@@ -59,7 +59,7 @@ func Test_renameCollectionTask_Execute(t *testing.T) {
 	t.Run("failed to expire cache", func(t *testing.T) {
 		core := newTestCore(withInvalidProxyManager())
 		task := &renameCollectionTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.RenameCollectionRequest{
 				Base: &commonpb.MsgBase{
 					MsgType: commonpb.MsgType_RenameCollection,
@@ -78,7 +78,7 @@ func Test_renameCollectionTask_Execute(t *testing.T) {
 
 		core := newTestCore(withValidProxyManager(), withMeta(meta))
 		task := &renameCollectionTask{
-			baseTask: baseTask{core: core},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.RenameCollectionRequest{
 				Base: &commonpb.MsgBase{
 					MsgType: commonpb.MsgType_RenameCollection,
diff --git a/internal/rootcoord/root_coord.go b/internal/rootcoord/root_coord.go
index 1df5e7ca00..00aa4c8f38 100644
--- a/internal/rootcoord/root_coord.go
+++ b/internal/rootcoord/root_coord.go
@@ -280,12 +280,14 @@ func (c *Core) Register() error {
 			return err
 		}
 	}
+	metrics.NumNodes.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), typeutil.RootCoordRole).Inc()
 	log.Info("RootCoord Register Finished")
 	c.session.LivenessCheck(c.ctx, func() {
 		log.Error("Root Coord disconnected from etcd, process will exit", zap.Int64("Server Id", c.session.ServerID))
 		if err := c.Stop(); err != nil {
 			log.Fatal("failed to stop server", zap.Error(err))
 		}
+		metrics.NumNodes.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), typeutil.RootCoordRole).Dec()
 		// manually send signal to starter goroutine
 		if c.session.TriggerKill {
 			if p, err := os.FindProcess(os.Getpid()); err == nil {
@@ -900,12 +902,8 @@ func (c *Core) CreateCollection(ctx context.Context, in *milvuspb.CreateCollecti
 		zap.String("role", typeutil.RootCoordRole))
 
 	t := &createCollectionTask{
-		baseTask: baseTask{
-			ctx:  ctx,
-			core: c,
-			done: make(chan error, 1),
-		},
-		Req: in,
+		baseTask: newBaseTask(ctx, c),
+		Req:      in,
 	}
 
 	if err := c.scheduler.AddTask(t); err != nil {
@@ -932,6 +930,7 @@ func (c *Core) CreateCollection(ctx context.Context, in *milvuspb.CreateCollecti
 	metrics.RootCoordDDLReqCounter.WithLabelValues("CreateCollection", metrics.SuccessLabel).Inc()
 	metrics.RootCoordDDLReqLatency.WithLabelValues("CreateCollection").Observe(float64(tr.ElapseSpan().Milliseconds()))
 	metrics.RootCoordNumOfCollections.Inc()
+	metrics.RootCoordDDLReqLatencyInQueue.WithLabelValues("CreateCollection").Observe(float64(t.queueDur.Milliseconds()))
 
 	log.Ctx(ctx).Info("done to create collection",
 		zap.String("role", typeutil.RootCoordRole),
@@ -955,12 +954,8 @@ func (c *Core) DropCollection(ctx context.Context, in *milvuspb.DropCollectionRe
 		zap.String("name", in.GetCollectionName()))
 
 	t := &dropCollectionTask{
-		baseTask: baseTask{
-			ctx:  ctx,
-			core: c,
-			done: make(chan error, 1),
-		},
-		Req: in,
+		baseTask: newBaseTask(ctx, c),
+		Req:      in,
 	}
 
 	if err := c.scheduler.AddTask(t); err != nil {
@@ -985,6 +980,7 @@ func (c *Core) DropCollection(ctx context.Context, in *milvuspb.DropCollectionRe
 	metrics.RootCoordDDLReqCounter.WithLabelValues("DropCollection", metrics.SuccessLabel).Inc()
 	metrics.RootCoordDDLReqLatency.WithLabelValues("DropCollection").Observe(float64(tr.ElapseSpan().Milliseconds()))
 	metrics.RootCoordNumOfCollections.Dec()
+	metrics.RootCoordDDLReqLatencyInQueue.WithLabelValues("DropCollection").Observe(float64(t.queueDur.Milliseconds()))
 
 	log.Ctx(ctx).Info("done to drop collection", zap.String("role", typeutil.RootCoordRole),
 		zap.String("name", in.GetCollectionName()),
@@ -1033,6 +1029,7 @@ func (c *Core) HasCollection(ctx context.Context, in *milvuspb.HasCollectionRequ
 
 	metrics.RootCoordDDLReqCounter.WithLabelValues("HasCollection", metrics.SuccessLabel).Inc()
 	metrics.RootCoordDDLReqLatency.WithLabelValues("HasCollection").Observe(float64(tr.ElapseSpan().Milliseconds()))
+	metrics.RootCoordDDLReqLatencyInQueue.WithLabelValues("HasCollection").Observe(float64(t.queueDur.Milliseconds()))
 
 	log.Info("done to has collection", zap.Bool("exist", t.Rsp.GetValue()))
 
@@ -1127,6 +1124,7 @@ func (c *Core) describeCollectionImpl(ctx context.Context, in *milvuspb.Describe
 
 	metrics.RootCoordDDLReqCounter.WithLabelValues("DescribeCollection", metrics.SuccessLabel).Inc()
 	metrics.RootCoordDDLReqLatency.WithLabelValues("DescribeCollection").Observe(float64(tr.ElapseSpan().Milliseconds()))
+	metrics.RootCoordDDLReqLatencyInQueue.WithLabelValues("DescribeCollection").Observe(float64(t.queueDur.Milliseconds()))
 
 	log.Info("done to describe collection", zap.Int64("collection_id", t.Rsp.GetCollectionID()))
 
@@ -1189,6 +1187,7 @@ func (c *Core) ShowCollections(ctx context.Context, in *milvuspb.ShowCollections
 
 	metrics.RootCoordDDLReqCounter.WithLabelValues("ShowCollections", metrics.SuccessLabel).Inc()
 	metrics.RootCoordDDLReqLatency.WithLabelValues("ShowCollections").Observe(float64(tr.ElapseSpan().Milliseconds()))
+	metrics.RootCoordDDLReqLatencyInQueue.WithLabelValues("ShowCollections").Observe(float64(t.queueDur.Milliseconds()))
 
 	log.Info("done to show collections", zap.Int("num of collections", len(t.Rsp.GetCollectionNames()))) // maybe very large, print number instead.
 
@@ -1208,12 +1207,8 @@ func (c *Core) AlterCollection(ctx context.Context, in *milvuspb.AlterCollection
 		zap.String("name", in.GetCollectionName()))
 
 	t := &alterCollectionTask{
-		baseTask: baseTask{
-			ctx:  ctx,
-			core: c,
-			done: make(chan error, 1),
-		},
-		Req: in,
+		baseTask: newBaseTask(ctx, c),
+		Req:      in,
 	}
 
 	if err := c.scheduler.AddTask(t); err != nil {
@@ -1240,6 +1235,7 @@ func (c *Core) AlterCollection(ctx context.Context, in *milvuspb.AlterCollection
 	metrics.RootCoordDDLReqCounter.WithLabelValues("AlterCollection", metrics.SuccessLabel).Inc()
 	metrics.RootCoordDDLReqLatency.WithLabelValues("AlterCollection").Observe(float64(tr.ElapseSpan().Milliseconds()))
 	metrics.RootCoordNumOfCollections.Dec()
+	metrics.RootCoordDDLReqLatencyInQueue.WithLabelValues("AlterCollection").Observe(float64(t.queueDur.Milliseconds()))
 
 	log.Info("done to alter collection",
 		zap.String("role", typeutil.RootCoordRole),
@@ -1263,12 +1259,8 @@ func (c *Core) CreatePartition(ctx context.Context, in *milvuspb.CreatePartition
 		zap.String("partition", in.GetPartitionName()))
 
 	t := &createPartitionTask{
-		baseTask: baseTask{
-			ctx:  ctx,
-			core: c,
-			done: make(chan error, 1),
-		},
-		Req: in,
+		baseTask: newBaseTask(ctx, c),
+		Req:      in,
 	}
 
 	if err := c.scheduler.AddTask(t); err != nil {
@@ -1296,6 +1288,7 @@ func (c *Core) CreatePartition(ctx context.Context, in *milvuspb.CreatePartition
 
 	metrics.RootCoordDDLReqCounter.WithLabelValues("CreatePartition", metrics.SuccessLabel).Inc()
 	metrics.RootCoordDDLReqLatency.WithLabelValues("CreatePartition").Observe(float64(tr.ElapseSpan().Milliseconds()))
+	metrics.RootCoordDDLReqLatencyInQueue.WithLabelValues("CreatePartition").Observe(float64(t.queueDur.Milliseconds()))
 
 	log.Ctx(ctx).Info("done to create partition",
 		zap.String("role", typeutil.RootCoordRole),
@@ -1320,12 +1313,8 @@ func (c *Core) DropPartition(ctx context.Context, in *milvuspb.DropPartitionRequ
 		zap.String("partition", in.GetPartitionName()))
 
 	t := &dropPartitionTask{
-		baseTask: baseTask{
-			ctx:  ctx,
-			core: c,
-			done: make(chan error, 1),
-		},
-		Req: in,
+		baseTask: newBaseTask(ctx, c),
+		Req:      in,
 	}
 
 	if err := c.scheduler.AddTask(t); err != nil {
@@ -1352,6 +1341,7 @@ func (c *Core) DropPartition(ctx context.Context, in *milvuspb.DropPartitionRequ
 
 	metrics.RootCoordDDLReqCounter.WithLabelValues("DropPartition", metrics.SuccessLabel).Inc()
 	metrics.RootCoordDDLReqLatency.WithLabelValues("DropPartition").Observe(float64(tr.ElapseSpan().Milliseconds()))
+	metrics.RootCoordDDLReqLatencyInQueue.WithLabelValues("DropPartition").Observe(float64(t.queueDur.Milliseconds()))
 
 	log.Ctx(ctx).Info("done to drop partition",
 		zap.String("role", typeutil.RootCoordRole),
@@ -1404,6 +1394,7 @@ func (c *Core) HasPartition(ctx context.Context, in *milvuspb.HasPartitionReques
 
 	metrics.RootCoordDDLReqCounter.WithLabelValues("HasPartition", metrics.SuccessLabel).Inc()
 	metrics.RootCoordDDLReqLatency.WithLabelValues("HasPartition").Observe(float64(tr.ElapseSpan().Milliseconds()))
+	metrics.RootCoordDDLReqLatencyInQueue.WithLabelValues("HasPartition").Observe(float64(t.queueDur.Milliseconds()))
 
 	log.Info("done to has partition", zap.Bool("exist", t.Rsp.GetValue()))
 
@@ -1454,6 +1445,7 @@ func (c *Core) showPartitionsImpl(ctx context.Context, in *milvuspb.ShowPartitio
 
 	metrics.RootCoordDDLReqCounter.WithLabelValues("ShowPartitions", metrics.SuccessLabel).Inc()
 	metrics.RootCoordDDLReqLatency.WithLabelValues("ShowPartitions").Observe(float64(tr.ElapseSpan().Milliseconds()))
+	metrics.RootCoordDDLReqLatencyInQueue.WithLabelValues("ShowPartitions").Observe(float64(t.queueDur.Milliseconds()))
 
 	log.Info("done to show partitions", zap.Strings("partitions", t.Rsp.GetPartitionNames()))
 
@@ -1656,12 +1648,8 @@ func (c *Core) CreateAlias(ctx context.Context, in *milvuspb.CreateAliasRequest)
 		zap.String("collection", in.GetCollectionName()))
 
 	t := &createAliasTask{
-		baseTask: baseTask{
-			ctx:  ctx,
-			core: c,
-			done: make(chan error, 1),
-		},
-		Req: in,
+		baseTask: newBaseTask(ctx, c),
+		Req:      in,
 	}
 
 	if err := c.scheduler.AddTask(t); err != nil {
@@ -1689,6 +1677,7 @@ func (c *Core) CreateAlias(ctx context.Context, in *milvuspb.CreateAliasRequest)
 
 	metrics.RootCoordDDLReqCounter.WithLabelValues("CreateAlias", metrics.SuccessLabel).Inc()
 	metrics.RootCoordDDLReqLatency.WithLabelValues("CreateAlias").Observe(float64(tr.ElapseSpan().Milliseconds()))
+	metrics.RootCoordDDLReqLatencyInQueue.WithLabelValues("CreateAlias").Observe(float64(t.queueDur.Milliseconds()))
 
 	log.Ctx(ctx).Info("done to create alias",
 		zap.String("role", typeutil.RootCoordRole),
@@ -1712,12 +1701,8 @@ func (c *Core) DropAlias(ctx context.Context, in *milvuspb.DropAliasRequest) (*c
 		zap.String("alias", in.GetAlias()))
 
 	t := &dropAliasTask{
-		baseTask: baseTask{
-			ctx:  ctx,
-			core: c,
-			done: make(chan error, 1),
-		},
-		Req: in,
+		baseTask: newBaseTask(ctx, c),
+		Req:      in,
 	}
 
 	if err := c.scheduler.AddTask(t); err != nil {
@@ -1743,6 +1728,7 @@ func (c *Core) DropAlias(ctx context.Context, in *milvuspb.DropAliasRequest) (*c
 
 	metrics.RootCoordDDLReqCounter.WithLabelValues("DropAlias", metrics.SuccessLabel).Inc()
 	metrics.RootCoordDDLReqLatency.WithLabelValues("DropAlias").Observe(float64(tr.ElapseSpan().Milliseconds()))
+	metrics.RootCoordDDLReqLatencyInQueue.WithLabelValues("DropAlias").Observe(float64(t.queueDur.Milliseconds()))
 
 	log.Ctx(ctx).Info("done to drop alias",
 		zap.String("role", typeutil.RootCoordRole),
@@ -1766,12 +1752,8 @@ func (c *Core) AlterAlias(ctx context.Context, in *milvuspb.AlterAliasRequest) (
 		zap.String("collection", in.GetCollectionName()))
 
 	t := &alterAliasTask{
-		baseTask: baseTask{
-			ctx:  ctx,
-			core: c,
-			done: make(chan error, 1),
-		},
-		Req: in,
+		baseTask: newBaseTask(ctx, c),
+		Req:      in,
 	}
 
 	if err := c.scheduler.AddTask(t); err != nil {
@@ -1799,6 +1781,7 @@ func (c *Core) AlterAlias(ctx context.Context, in *milvuspb.AlterAliasRequest) (
 
 	metrics.RootCoordDDLReqCounter.WithLabelValues("AlterAlias", metrics.SuccessLabel).Inc()
 	metrics.RootCoordDDLReqLatency.WithLabelValues("AlterAlias").Observe(float64(tr.ElapseSpan().Milliseconds()))
+	metrics.RootCoordDDLReqLatencyInQueue.WithLabelValues("AlterAlias").Observe(float64(t.queueDur.Milliseconds()))
 
 	log.Info("done to alter alias",
 		zap.String("role", typeutil.RootCoordRole),
@@ -2713,12 +2696,8 @@ func (c *Core) RenameCollection(ctx context.Context, req *milvuspb.RenameCollect
 	metrics.RootCoordDDLReqCounter.WithLabelValues("RenameCollection", metrics.TotalLabel).Inc()
 	tr := timerecord.NewTimeRecorder("RenameCollection")
 	t := &renameCollectionTask{
-		baseTask: baseTask{
-			ctx:  ctx,
-			core: c,
-			done: make(chan error, 1),
-		},
-		Req: req,
+		baseTask: newBaseTask(ctx, c),
+		Req:      req,
 	}
 
 	if err := c.scheduler.AddTask(t); err != nil {
diff --git a/internal/rootcoord/scheduler.go b/internal/rootcoord/scheduler.go
index 9372b52c83..1b3f8ab139 100644
--- a/internal/rootcoord/scheduler.go
+++ b/internal/rootcoord/scheduler.go
@@ -80,6 +80,7 @@ func (s *scheduler) Stop() {
 
 func (s *scheduler) execute(task task) {
 	defer s.setMinDdlTs(task.GetTs()) // we should update ts, whatever task succeeds or not.
+	task.SetInQueueDuration()
 	if err := task.Prepare(task.GetCtx()); err != nil {
 		task.NotifyDone(err)
 		return
diff --git a/internal/rootcoord/scheduler_test.go b/internal/rootcoord/scheduler_test.go
index 384004aa86..40de36978c 100644
--- a/internal/rootcoord/scheduler_test.go
+++ b/internal/rootcoord/scheduler_test.go
@@ -38,10 +38,7 @@ type mockFailTask struct {
 
 func newMockFailTask() *mockFailTask {
 	task := &mockFailTask{
-		baseTask: baseTask{
-			ctx:  context.Background(),
-			done: make(chan error, 1),
-		},
+		baseTask: newBaseTask(context.Background(), nil),
 	}
 	task.SetCtx(context.Background())
 	return task
@@ -73,10 +70,7 @@ type mockNormalTask struct {
 
 func newMockNormalTask() *mockNormalTask {
 	task := &mockNormalTask{
-		baseTask: baseTask{
-			ctx:  context.Background(),
-			done: make(chan error, 1),
-		},
+		baseTask: newBaseTask(context.Background(), nil),
 	}
 	task.SetCtx(context.Background())
 	return task
diff --git a/internal/rootcoord/show_collection_task_test.go b/internal/rootcoord/show_collection_task_test.go
index 31f2230fe7..9cf72af2f9 100644
--- a/internal/rootcoord/show_collection_task_test.go
+++ b/internal/rootcoord/show_collection_task_test.go
@@ -56,10 +56,7 @@ func Test_showCollectionTask_Execute(t *testing.T) {
 	t.Run("failed to list collections", func(t *testing.T) {
 		core := newTestCore(withInvalidMeta())
 		task := &showCollectionTask{
-			baseTask: baseTask{
-				core: core,
-				done: make(chan error, 1),
-			},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.ShowCollectionsRequest{
 				Base: &commonpb.MsgBase{
 					MsgType: commonpb.MsgType_ShowCollections,
@@ -85,10 +82,7 @@ func Test_showCollectionTask_Execute(t *testing.T) {
 		}
 		core := newTestCore(withMeta(meta))
 		task := &showCollectionTask{
-			baseTask: baseTask{
-				core: core,
-				done: make(chan error, 1),
-			},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.ShowCollectionsRequest{
 				Base: &commonpb.MsgBase{
 					MsgType: commonpb.MsgType_ShowCollections,
diff --git a/internal/rootcoord/show_partition_task_test.go b/internal/rootcoord/show_partition_task_test.go
index 576aeb5f2d..de606dd8a8 100644
--- a/internal/rootcoord/show_partition_task_test.go
+++ b/internal/rootcoord/show_partition_task_test.go
@@ -57,10 +57,7 @@ func Test_showPartitionTask_Execute(t *testing.T) {
 	t.Run("failed to list collections by name", func(t *testing.T) {
 		core := newTestCore(withInvalidMeta())
 		task := &showPartitionTask{
-			baseTask: baseTask{
-				core: core,
-				done: make(chan error, 1),
-			},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.ShowPartitionsRequest{
 				Base: &commonpb.MsgBase{
 					MsgType: commonpb.MsgType_ShowPartitions,
@@ -77,10 +74,7 @@ func Test_showPartitionTask_Execute(t *testing.T) {
 	t.Run("failed to list collections by id", func(t *testing.T) {
 		core := newTestCore(withInvalidMeta())
 		task := &showPartitionTask{
-			baseTask: baseTask{
-				core: core,
-				done: make(chan error, 1),
-			},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.ShowPartitionsRequest{
 				Base: &commonpb.MsgBase{
 					MsgType: commonpb.MsgType_ShowPartitions,
@@ -114,10 +108,7 @@ func Test_showPartitionTask_Execute(t *testing.T) {
 		}
 		core := newTestCore(withMeta(meta))
 		task := &showPartitionTask{
-			baseTask: baseTask{
-				core: core,
-				done: make(chan error, 1),
-			},
+			baseTask: newBaseTask(context.Background(), core),
 			Req: &milvuspb.ShowPartitionsRequest{
 				Base: &commonpb.MsgBase{
 					MsgType: commonpb.MsgType_ShowPartitions,
diff --git a/internal/rootcoord/task.go b/internal/rootcoord/task.go
index d2bee5e7c8..bbabf12bb6 100644
--- a/internal/rootcoord/task.go
+++ b/internal/rootcoord/task.go
@@ -18,6 +18,9 @@ package rootcoord
 
 import (
 	"context"
+	"time"
+
+	"github.com/milvus-io/milvus/pkg/util/timerecord"
 )
 
 type task interface {
@@ -31,6 +34,7 @@ type task interface {
 	Execute(ctx context.Context) error
 	WaitToFinish() error
 	NotifyDone(err error)
+	SetInQueueDuration()
 }
 
 type baseTask struct {
@@ -39,12 +43,16 @@ type baseTask struct {
 	done chan error
 	ts   Timestamp
 	id   UniqueID
+
+	tr       *timerecord.TimeRecorder
+	queueDur time.Duration
 }
 
 func newBaseTask(ctx context.Context, core *Core) baseTask {
 	b := baseTask{
 		core: core,
 		done: make(chan error, 1),
+		tr:   timerecord.NewTimeRecorderWithTrace(ctx, "new task"),
 	}
 	b.SetCtx(ctx)
 	return b
@@ -89,3 +97,7 @@ func (b *baseTask) WaitToFinish() error {
 func (b *baseTask) NotifyDone(err error) {
 	b.done <- err
 }
+
+func (b *baseTask) SetInQueueDuration() {
+	b.queueDur = b.tr.ElapseSpan()
+}
diff --git a/internal/storage/minio_chunk_manager.go b/internal/storage/minio_chunk_manager.go
index 81dd24b7de..95c3b6231d 100644
--- a/internal/storage/minio_chunk_manager.go
+++ b/internal/storage/minio_chunk_manager.go
@@ -29,8 +29,10 @@ import (
 	"github.com/milvus-io/milvus/internal/storage/aliyun"
 	"github.com/milvus-io/milvus/internal/storage/gcp"
 	"github.com/milvus-io/milvus/pkg/log"
+	"github.com/milvus-io/milvus/pkg/metrics"
 	"github.com/milvus-io/milvus/pkg/util/merr"
 	"github.com/milvus-io/milvus/pkg/util/retry"
+	"github.com/milvus-io/milvus/pkg/util/timerecord"
 	minio "github.com/minio/minio-go/v7"
 	"github.com/minio/minio-go/v7/pkg/credentials"
 	"go.uber.org/zap"
@@ -180,7 +182,7 @@ func (mcm *MinioChunkManager) Path(ctx context.Context, filePath string) (string
 
 // Reader returns the path of minio data if exists.
 func (mcm *MinioChunkManager) Reader(ctx context.Context, filePath string) (FileReader, error) {
-	reader, err := mcm.Client.GetObject(ctx, mcm.bucketName, filePath, minio.GetObjectOptions{})
+	reader, err := mcm.getMinioObject(ctx, mcm.bucketName, filePath, minio.GetObjectOptions{})
 	if err != nil {
 		log.Warn("failed to get object", zap.String("bucket", mcm.bucketName), zap.String("path", filePath), zap.Error(err))
 		return nil, err
@@ -189,7 +191,7 @@ func (mcm *MinioChunkManager) Reader(ctx context.Context, filePath string) (File
 }
 
 func (mcm *MinioChunkManager) Size(ctx context.Context, filePath string) (int64, error) {
-	objectInfo, err := mcm.Client.StatObject(ctx, mcm.bucketName, filePath, minio.StatObjectOptions{})
+	objectInfo, err := mcm.statMinioObject(ctx, mcm.bucketName, filePath, minio.StatObjectOptions{})
 	if err != nil {
 		log.Warn("failed to stat object", zap.String("bucket", mcm.bucketName), zap.String("path", filePath), zap.Error(err))
 		return 0, err
@@ -200,13 +202,14 @@ func (mcm *MinioChunkManager) Size(ctx context.Context, filePath string) (int64,
 
 // Write writes the data to minio storage.
 func (mcm *MinioChunkManager) Write(ctx context.Context, filePath string, content []byte) error {
-	_, err := mcm.Client.PutObject(ctx, mcm.bucketName, filePath, bytes.NewReader(content), int64(len(content)), minio.PutObjectOptions{})
+	_, err := mcm.putMinioObject(ctx, mcm.bucketName, filePath, bytes.NewReader(content), int64(len(content)), minio.PutObjectOptions{})
 
 	if err != nil {
 		log.Warn("failed to put object", zap.String("bucket", mcm.bucketName), zap.String("path", filePath), zap.Error(err))
 		return err
 	}
 
+	metrics.PersistentDataKvSize.WithLabelValues(metrics.DataPutLabel).Observe(float64(len(content)))
 	return nil
 }
 
@@ -225,7 +228,7 @@ func (mcm *MinioChunkManager) MultiWrite(ctx context.Context, kvs map[string][]b
 
 // Exist checks whether chunk is saved to minio storage.
 func (mcm *MinioChunkManager) Exist(ctx context.Context, filePath string) (bool, error) {
-	_, err := mcm.Client.StatObject(ctx, mcm.bucketName, filePath, minio.StatObjectOptions{})
+	_, err := mcm.statMinioObject(ctx, mcm.bucketName, filePath, minio.StatObjectOptions{})
 	if err != nil {
 		errResponse := minio.ToErrorResponse(err)
 		if errResponse.Code == "NoSuchKey" {
@@ -239,7 +242,7 @@ func (mcm *MinioChunkManager) Exist(ctx context.Context, filePath string) (bool,
 
 // Read reads the minio storage data if exists.
 func (mcm *MinioChunkManager) Read(ctx context.Context, filePath string) ([]byte, error) {
-	object, err := mcm.Client.GetObject(ctx, mcm.bucketName, filePath, minio.GetObjectOptions{})
+	object, err := mcm.getMinioObject(ctx, mcm.bucketName, filePath, minio.GetObjectOptions{})
 	if err != nil {
 		log.Warn("failed to get object", zap.String("bucket", mcm.bucketName), zap.String("path", filePath), zap.Error(err))
 		return nil, err
@@ -277,6 +280,7 @@ func (mcm *MinioChunkManager) Read(ctx context.Context, filePath string) ([]byte
 		log.Warn("failed to read object", zap.String("bucket", mcm.bucketName), zap.String("path", filePath), zap.Error(err))
 		return nil, err
 	}
+	metrics.PersistentDataKvSize.WithLabelValues(metrics.DataGetLabel).Observe(float64(objectInfo.Size))
 	return data, nil
 }
 
@@ -324,7 +328,7 @@ func (mcm *MinioChunkManager) ReadAt(ctx context.Context, filePath string, off i
 		return nil, err
 	}
 
-	object, err := mcm.Client.GetObject(ctx, mcm.bucketName, filePath, opts)
+	object, err := mcm.getMinioObject(ctx, mcm.bucketName, filePath, opts)
 	if err != nil {
 		log.Warn("failed to get object", zap.String("bucket", mcm.bucketName), zap.String("path", filePath), zap.Error(err))
 		return nil, err
@@ -340,12 +344,13 @@ func (mcm *MinioChunkManager) ReadAt(ctx context.Context, filePath string, off i
 		log.Warn("failed to read object", zap.String("bucket", mcm.bucketName), zap.String("path", filePath), zap.Error(err))
 		return nil, err
 	}
+	metrics.PersistentDataKvSize.WithLabelValues(metrics.DataGetLabel).Observe(float64(length))
 	return data, nil
 }
 
 // Remove deletes an object with @key.
 func (mcm *MinioChunkManager) Remove(ctx context.Context, filePath string) error {
-	err := mcm.Client.RemoveObject(ctx, mcm.bucketName, filePath, minio.RemoveObjectOptions{})
+	err := mcm.removeMinioObject(ctx, mcm.bucketName, filePath, minio.RemoveObjectOptions{})
 	if err != nil {
 		log.Warn("failed to remove object", zap.String("bucket", mcm.bucketName), zap.String("path", filePath), zap.Error(err))
 		return err
@@ -367,7 +372,7 @@ func (mcm *MinioChunkManager) MultiRemove(ctx context.Context, keys []string) er
 
 // RemoveWithPrefix removes all objects with the same prefix @prefix from minio.
 func (mcm *MinioChunkManager) RemoveWithPrefix(ctx context.Context, prefix string) error {
-	objects := mcm.Client.ListObjects(ctx, mcm.bucketName, minio.ListObjectsOptions{Prefix: prefix, Recursive: true})
+	objects := mcm.listMinioObjects(ctx, mcm.bucketName, minio.ListObjectsOptions{Prefix: prefix, Recursive: true})
 	i := 0
 	maxGoroutine := 10
 	removeKeys := make([]string, 0, len(objects))
@@ -382,7 +387,7 @@ func (mcm *MinioChunkManager) RemoveWithPrefix(ctx context.Context, prefix strin
 		for j := 0; j < maxGoroutine && i < len(removeKeys); j++ {
 			key := removeKeys[i]
 			runningGroup.Go(func() error {
-				err := mcm.Client.RemoveObject(groupCtx, mcm.bucketName, key, minio.RemoveObjectOptions{})
+				err := mcm.removeMinioObject(groupCtx, mcm.bucketName, key, minio.RemoveObjectOptions{})
 				if err != nil {
 					log.Warn("failed to remove object", zap.String("path", key), zap.Error(err))
 					return err
@@ -422,7 +427,7 @@ func (mcm *MinioChunkManager) ListWithPrefix(ctx context.Context, prefix string,
 
 		// TODO add concurrent call if performance matters
 		// only return current level per call
-		objects := mcm.Client.ListObjects(ctx, mcm.bucketName, minio.ListObjectsOptions{Prefix: pre, Recursive: false})
+		objects := mcm.listMinioObjects(ctx, mcm.bucketName, minio.ListObjectsOptions{Prefix: pre, Recursive: false})
 
 		for object := range objects {
 			if object.Err != nil {
@@ -463,3 +468,79 @@ func Read(r io.Reader, size int64) ([]byte, error) {
 		}
 	}
 }
+
+func (mcm *MinioChunkManager) getMinioObject(ctx context.Context, bucketName, objectName string,
+	opts minio.GetObjectOptions) (*minio.Object, error) {
+	start := timerecord.NewTimeRecorder("getMinioObject")
+
+	reader, err := mcm.Client.GetObject(ctx, bucketName, objectName, opts)
+	metrics.PersistentDataOpCounter.WithLabelValues(metrics.DataGetLabel, metrics.TotalLabel).Inc()
+	if err == nil && reader != nil {
+		metrics.PersistentDataRequestLatency.WithLabelValues(metrics.DataGetLabel).Observe(float64(start.ElapseSpan().Milliseconds()))
+		metrics.PersistentDataOpCounter.WithLabelValues(metrics.DataGetLabel, metrics.SuccessLabel).Inc()
+	} else {
+		metrics.PersistentDataOpCounter.WithLabelValues(metrics.DataGetLabel, metrics.FailLabel).Inc()
+	}
+
+	return reader, err
+}
+
+func (mcm *MinioChunkManager) putMinioObject(ctx context.Context, bucketName, objectName string, reader io.Reader, objectSize int64,
+	opts minio.PutObjectOptions) (minio.UploadInfo, error) {
+	start := timerecord.NewTimeRecorder("putMinioObject")
+
+	info, err := mcm.Client.PutObject(ctx, bucketName, objectName, reader, objectSize, opts)
+	metrics.PersistentDataOpCounter.WithLabelValues(metrics.DataPutLabel, metrics.TotalLabel).Inc()
+	if err == nil {
+		metrics.PersistentDataRequestLatency.WithLabelValues(metrics.DataPutLabel).Observe(float64(start.ElapseSpan().Milliseconds()))
+		metrics.PersistentDataOpCounter.WithLabelValues(metrics.MetaPutLabel, metrics.SuccessLabel).Inc()
+	} else {
+		metrics.PersistentDataOpCounter.WithLabelValues(metrics.MetaPutLabel, metrics.FailLabel).Inc()
+	}
+
+	return info, err
+}
+
+func (mcm *MinioChunkManager) statMinioObject(ctx context.Context, bucketName, objectName string,
+	opts minio.StatObjectOptions) (minio.ObjectInfo, error) {
+	start := timerecord.NewTimeRecorder("statMinioObject")
+
+	info, err := mcm.Client.StatObject(ctx, bucketName, objectName, opts)
+	metrics.PersistentDataOpCounter.WithLabelValues(metrics.DataStatLabel, metrics.TotalLabel).Inc()
+	if err == nil {
+		metrics.PersistentDataRequestLatency.WithLabelValues(metrics.DataStatLabel).Observe(float64(start.ElapseSpan().Milliseconds()))
+		metrics.PersistentDataOpCounter.WithLabelValues(metrics.DataStatLabel, metrics.SuccessLabel).Inc()
+	} else {
+		metrics.PersistentDataOpCounter.WithLabelValues(metrics.DataStatLabel, metrics.FailLabel).Inc()
+	}
+
+	return info, err
+}
+
+func (mcm *MinioChunkManager) listMinioObjects(ctx context.Context, bucketName string,
+	opts minio.ListObjectsOptions) <-chan minio.ObjectInfo {
+	start := timerecord.NewTimeRecorder("listMinioObjects")
+
+	res := mcm.Client.ListObjects(ctx, bucketName, opts)
+	metrics.PersistentDataRequestLatency.WithLabelValues(metrics.DataListLabel).Observe(float64(start.ElapseSpan().Milliseconds()))
+	metrics.PersistentDataOpCounter.WithLabelValues(metrics.DataListLabel, metrics.TotalLabel).Inc()
+	metrics.PersistentDataOpCounter.WithLabelValues(metrics.DataListLabel, metrics.SuccessLabel).Inc()
+
+	return res
+}
+
+func (mcm *MinioChunkManager) removeMinioObject(ctx context.Context, bucketName, objectName string,
+	opts minio.RemoveObjectOptions) error {
+	start := timerecord.NewTimeRecorder("removeMinioObject")
+
+	err := mcm.Client.RemoveObject(ctx, bucketName, objectName, opts)
+	metrics.PersistentDataOpCounter.WithLabelValues(metrics.DataRemoveLabel, metrics.TotalLabel).Inc()
+	if err == nil {
+		metrics.PersistentDataRequestLatency.WithLabelValues(metrics.DataRemoveLabel).Observe(float64(start.ElapseSpan().Milliseconds()))
+		metrics.PersistentDataOpCounter.WithLabelValues(metrics.DataRemoveLabel, metrics.SuccessLabel).Inc()
+	} else {
+		metrics.PersistentDataOpCounter.WithLabelValues(metrics.DataRemoveLabel, metrics.FailLabel).Inc()
+	}
+
+	return err
+}
diff --git a/internal/util/flowgraph/message_test.go b/internal/util/flowgraph/message_test.go
index 3ff8659e6f..adb35ac1a5 100644
--- a/internal/util/flowgraph/message_test.go
+++ b/internal/util/flowgraph/message_test.go
@@ -80,6 +80,10 @@ func (bm *MockMsg) SetPosition(position *MsgPosition) {
 
 }
 
+func (bm *MockMsg) Size() int {
+	return 0
+}
+
 func Test_GenerateMsgStreamMsg(t *testing.T) {
 	messages := make([]msgstream.TsMsg, 1)
 	messages[0] = &MockMsg{
diff --git a/pkg/metrics/datacoord_metrics.go b/pkg/metrics/datacoord_metrics.go
index 4496048c46..d6e0f43274 100644
--- a/pkg/metrics/datacoord_metrics.go
+++ b/pkg/metrics/datacoord_metrics.go
@@ -32,6 +32,12 @@ const (
 	CompactOutputLabel   = "output"
 	compactIOLabelName   = "IO"
 	compactTypeLabelName = "compactType"
+
+	InsertFileLabel          = "insert_file"
+	DeleteFileLabel          = "delete_file"
+	StatFileLabel            = "stat_file"
+	IndexFileLabel           = "index_file"
+	segmentFileTypeLabelName = "segment_file_type"
 )
 
 var (
@@ -112,6 +118,33 @@ var (
 			segmentIDLabelName,
 		})
 
+	DataCoordDmlChannelNum = prometheus.NewGaugeVec(
+		prometheus.GaugeOpts{
+			Namespace: milvusNamespace,
+			Subsystem: typeutil.DataCoordRole,
+			Name:      "watched_dml_chanel_num",
+			Help:      "the num of dml channel watched by datanode",
+		}, []string{
+			nodeIDLabelName,
+		})
+
+	DataCoordCompactedSegmentSize = prometheus.NewHistogramVec(
+		prometheus.HistogramOpts{
+			Namespace: milvusNamespace,
+			Subsystem: typeutil.DataCoordRole,
+			Name:      "compacted_segment_size",
+			Help:      "the segment size of compacted segment",
+			Buckets:   buckets,
+		}, []string{})
+
+	FlushedSegmentFileNum = prometheus.NewHistogramVec(
+		prometheus.HistogramOpts{
+			Namespace: milvusNamespace,
+			Name:      "flushed_segment_file_num",
+			Help:      "the num of files for flushed segment",
+			Buckets:   buckets,
+		}, []string{segmentFileTypeLabelName})
+
 	/* hard to implement, commented now
 	DataCoordSegmentSizeRatio = prometheus.NewHistogramVec(
 		prometheus.HistogramOpts{
@@ -195,6 +228,9 @@ func RegisterDataCoord(registry *prometheus.Registry) {
 	registry.MustRegister(DataCoordConsumeDataNodeTimeTickLag)
 	registry.MustRegister(DataCoordStoredBinlogSize)
 	registry.MustRegister(DataCoordSegmentBinLogFileCount)
+	registry.MustRegister(DataCoordDmlChannelNum)
+	registry.MustRegister(DataCoordCompactedSegmentSize)
+	registry.MustRegister(FlushedSegmentFileNum)
 	registry.MustRegister(IndexRequestCounter)
 	registry.MustRegister(IndexTaskNum)
 	registry.MustRegister(IndexNodeNum)
diff --git a/pkg/metrics/datanode_metrics.go b/pkg/metrics/datanode_metrics.go
index 0f0b4ad013..d8ca092ade 100644
--- a/pkg/metrics/datanode_metrics.go
+++ b/pkg/metrics/datanode_metrics.go
@@ -159,6 +159,17 @@ var (
 			nodeIDLabelName,
 		})
 
+	DataNodeCompactionLatencyInQueue = prometheus.NewHistogramVec(
+		prometheus.HistogramOpts{
+			Namespace: milvusNamespace,
+			Subsystem: typeutil.DataNodeRole,
+			Name:      "compaction_latency_in_queue",
+			Help:      "latency of compaction operation in queue",
+			Buckets:   buckets,
+		}, []string{
+			nodeIDLabelName,
+		})
+
 	// DataNodeFlushReqCounter counts the num of calls of FlushSegments
 	DataNodeFlushReqCounter = prometheus.NewCounterVec(
 		prometheus.CounterOpts{
@@ -189,6 +200,17 @@ var (
 			Buckets:   buckets, // unit: ms
 		}, []string{nodeIDLabelName})
 
+	DataNodeFlowGraphBufferDataSize = prometheus.NewGaugeVec(
+		prometheus.GaugeOpts{
+			Namespace: milvusNamespace,
+			Subsystem: typeutil.DataNodeRole,
+			Name:      "fg_buffer_size",
+			Help:      "the buffered data size of flow graph",
+		}, []string{
+			nodeIDLabelName,
+			collectionIDLabelName,
+		})
+
 	DataNodeMsgDispatcherTtLag = prometheus.NewGaugeVec(
 		prometheus.GaugeOpts{
 			Namespace: milvusNamespace,
@@ -219,6 +241,8 @@ func RegisterDataNode(registry *prometheus.Registry) {
 	registry.MustRegister(DataNodeConsumeBytesCount)
 	registry.MustRegister(DataNodeForwardDeleteMsgTimeTaken)
 	registry.MustRegister(DataNodeMsgDispatcherTtLag)
+	registry.MustRegister(DataNodeCompactionLatencyInQueue)
+	registry.MustRegister(DataNodeFlowGraphBufferDataSize)
 }
 
 func CleanupDataNodeCollectionMetrics(nodeID int64, collectionID int64, channel string) {
diff --git a/pkg/metrics/etcd_metrics.go b/pkg/metrics/etcd_metrics.go
deleted file mode 100644
index 2fde18fbce..0000000000
--- a/pkg/metrics/etcd_metrics.go
+++ /dev/null
@@ -1,31 +0,0 @@
-package metrics
-
-import (
-	"github.com/prometheus/client_golang/prometheus"
-)
-
-var (
-	EtcdPutKvSize = prometheus.NewHistogram(
-		prometheus.HistogramOpts{
-			Namespace: milvusNamespace,
-			Subsystem: "etcd",
-			Name:      "etcd_kv_size",
-			Help:      "kv size stats",
-			Buckets:   buckets,
-		})
-
-	EtcdRequestLatency = prometheus.NewHistogram(
-		prometheus.HistogramOpts{
-			Namespace: milvusNamespace,
-			Subsystem: "etcd",
-			Name:      "client_request_latency",
-			Help:      "request latency on the client side ",
-			Buckets:   buckets,
-		})
-)
-
-// RegisterEtcdMetrics registers etcd metrics
-func RegisterEtcdMetrics(registry *prometheus.Registry) {
-	registry.MustRegister(EtcdPutKvSize)
-	registry.MustRegister(EtcdRequestLatency)
-}
diff --git a/pkg/metrics/indexnode_metrics.go b/pkg/metrics/indexnode_metrics.go
index ab656c3b53..f85f59a116 100644
--- a/pkg/metrics/indexnode_metrics.go
+++ b/pkg/metrics/indexnode_metrics.go
@@ -53,7 +53,7 @@ var (
 		prometheus.HistogramOpts{
 			Namespace: milvusNamespace,
 			Subsystem: typeutil.IndexNodeRole,
-			Name:      "build_index_latency",
+			Name:      "knowhere_build_index_latency",
 			Help:      "latency of building the index by knowhere",
 			Buckets:   buckets,
 		}, []string{nodeIDLabelName})
@@ -75,6 +75,24 @@ var (
 			Help:      "latency of saving the index file",
 			Buckets:   buckets,
 		}, []string{nodeIDLabelName})
+
+	IndexNodeIndexTaskLatencyInQueue = prometheus.NewHistogramVec(
+		prometheus.HistogramOpts{
+			Namespace: milvusNamespace,
+			Subsystem: typeutil.IndexNodeRole,
+			Name:      "index_task_latency_in_queue",
+			Help:      "latency of index task in queue",
+			Buckets:   buckets,
+		}, []string{nodeIDLabelName})
+
+	IndexNodeBuildIndexLatency = prometheus.NewHistogramVec(
+		prometheus.HistogramOpts{
+			Namespace: milvusNamespace,
+			Subsystem: typeutil.IndexNodeRole,
+			Name:      "build_index_latency",
+			Help:      "latency of build index for segment",
+			Buckets:   buckets,
+		}, []string{nodeIDLabelName})
 )
 
 // RegisterIndexNode registers IndexNode metrics
@@ -85,4 +103,6 @@ func RegisterIndexNode(registry *prometheus.Registry) {
 	registry.MustRegister(IndexNodeKnowhereBuildIndexLatency)
 	registry.MustRegister(IndexNodeEncodeIndexFileLatency)
 	registry.MustRegister(IndexNodeSaveIndexFileLatency)
+	registry.MustRegister(IndexNodeIndexTaskLatencyInQueue)
+	registry.MustRegister(IndexNodeBuildIndexLatency)
 }
diff --git a/pkg/metrics/meta_metrics.go b/pkg/metrics/meta_metrics.go
new file mode 100644
index 0000000000..b02e3a53d4
--- /dev/null
+++ b/pkg/metrics/meta_metrics.go
@@ -0,0 +1,65 @@
+// Licensed to the LF AI & Data foundation under one
+// or more contributor license agreements. See the NOTICE file
+// distributed with this work for additional information
+// regarding copyright ownership. The ASF licenses this file
+// to you under the Apache License, Version 2.0 (the
+// "License"); you may not use this file except in compliance
+// with the License. You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package metrics
+
+import (
+	"github.com/prometheus/client_golang/prometheus"
+)
+
+const (
+	MetaGetLabel    = "get"
+	MetaPutLabel    = "put"
+	MetaRemoveLabel = "remove"
+	MetaTxnLabel    = "txn"
+
+	metaOpType = "meta_op_type"
+)
+
+var (
+	MetaKvSize = prometheus.NewHistogramVec(
+		prometheus.HistogramOpts{
+			Namespace: milvusNamespace,
+			Subsystem: "meta",
+			Name:      "kv_size",
+			Help:      "kv size stats",
+			Buckets:   buckets,
+		}, []string{metaOpType})
+
+	MetaRequestLatency = prometheus.NewHistogramVec(
+		prometheus.HistogramOpts{
+			Namespace: milvusNamespace,
+			Subsystem: "meta",
+			Name:      "request_latency",
+			Help:      "request latency on the client side ",
+			Buckets:   buckets,
+		}, []string{metaOpType})
+
+	MetaOpCounter = prometheus.NewCounterVec(
+		prometheus.CounterOpts{
+			Namespace: milvusNamespace,
+			Subsystem: "meta",
+			Name:      "op_count",
+			Help:      "count of meta operation",
+		}, []string{metaOpType, statusLabelName})
+)
+
+// RegisterMetaMetrics registers meta metrics
+func RegisterMetaMetrics(registry *prometheus.Registry) {
+	registry.MustRegister(MetaKvSize)
+	registry.MustRegister(MetaRequestLatency)
+	registry.MustRegister(MetaOpCounter)
+}
diff --git a/pkg/metrics/metrics.go b/pkg/metrics/metrics.go
index 7a27b85511..7d971c4e6e 100644
--- a/pkg/metrics/metrics.go
+++ b/pkg/metrics/metrics.go
@@ -86,4 +86,16 @@ var (
 	// buckets involves durations in milliseconds,
 	// [1 2 4 8 16 32 64 128 256 512 1024 2048 4096 8192 16384 32768 65536 1.31072e+05]
 	buckets = prometheus.ExponentialBuckets(1, 2, 18)
+
+	NumNodes = prometheus.NewGaugeVec(
+		prometheus.GaugeOpts{
+			Namespace: milvusNamespace,
+			Name:      "num_node",
+			Help:      "number of nodes and coordinates",
+		}, []string{nodeIDLabelName, roleNameLabelName})
 )
+
+// Register serves prometheus http service
+func Register(r *prometheus.Registry) {
+	r.MustRegister(NumNodes)
+}
diff --git a/pkg/metrics/metrics_test.go b/pkg/metrics/metrics_test.go
index f60099a276..6cb8c68adf 100644
--- a/pkg/metrics/metrics_test.go
+++ b/pkg/metrics/metrics_test.go
@@ -30,6 +30,7 @@ func TestRegisterMetrics(t *testing.T) {
 	RegisterProxy(r.GoRegistry)
 	RegisterQueryNode(r.GoRegistry)
 	RegisterQueryCoord(r.GoRegistry)
-	RegisterEtcdMetrics(r.GoRegistry)
-	RegisterMq(r.GoRegistry)
+	RegisterMetaMetrics(r.GoRegistry)
+	RegisterStorageMetrics(r.GoRegistry)
+	RegisterMsgStreamMetrics(r.GoRegistry)
 }
diff --git a/pkg/metrics/mq_metrics.go b/pkg/metrics/msgstream_metrics.go
similarity index 52%
rename from pkg/metrics/mq_metrics.go
rename to pkg/metrics/msgstream_metrics.go
index b63f78333d..83d17728b5 100644
--- a/pkg/metrics/mq_metrics.go
+++ b/pkg/metrics/msgstream_metrics.go
@@ -16,8 +16,16 @@
 
 package metrics
 
-import (
-	"github.com/prometheus/client_golang/prometheus"
+import "github.com/prometheus/client_golang/prometheus"
+
+const (
+	SendMsgLabel    = "produce"
+	ReceiveMsgLabel = "consume" // not used
+
+	CreateProducerLabel = "create_producer"
+	CreateConsumerLabel = "create_consumer"
+
+	msgStreamOpType = "message_op_type"
 )
 
 var (
@@ -31,8 +39,28 @@ var (
 			roleNameLabelName,
 			nodeIDLabelName,
 		})
+
+	MsgStreamRequestLatency = prometheus.NewHistogramVec(
+		prometheus.HistogramOpts{
+			Namespace: milvusNamespace,
+			Subsystem: "msgstream",
+			Name:      "request_latency",
+			Help:      "request latency on the client side ",
+			Buckets:   buckets,
+		}, []string{msgStreamOpType})
+
+	MsgStreamOpCounter = prometheus.NewCounterVec(
+		prometheus.CounterOpts{
+			Namespace: milvusNamespace,
+			Subsystem: "msgstream",
+			Name:      "op_count",
+			Help:      "count of stream message operation",
+		}, []string{msgStreamOpType, statusLabelName})
 )
 
-func RegisterMq(registry *prometheus.Registry) {
+// RegisterMsgStreamMetrics registers msg stream metrics
+func RegisterMsgStreamMetrics(registry *prometheus.Registry) {
 	registry.MustRegister(NumConsumers)
+	registry.MustRegister(MsgStreamRequestLatency)
+	registry.MustRegister(MsgStreamOpCounter)
 }
diff --git a/pkg/metrics/persistent_store_metrics.go b/pkg/metrics/persistent_store_metrics.go
new file mode 100644
index 0000000000..eb6688909b
--- /dev/null
+++ b/pkg/metrics/persistent_store_metrics.go
@@ -0,0 +1,64 @@
+// Licensed to the LF AI & Data foundation under one
+// or more contributor license agreements. See the NOTICE file
+// distributed with this work for additional information
+// regarding copyright ownership. The ASF licenses this file
+// to you under the Apache License, Version 2.0 (the
+// "License"); you may not use this file except in compliance
+// with the License. You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package metrics
+
+import "github.com/prometheus/client_golang/prometheus"
+
+const (
+	DataGetLabel    = "get"
+	DataPutLabel    = "put"
+	DataRemoveLabel = "remove"
+	DataListLabel   = "list"
+	DataStatLabel   = "stat"
+
+	persistentDataOpType = "persistent_data_op_type"
+)
+
+var (
+	PersistentDataKvSize = prometheus.NewHistogramVec(
+		prometheus.HistogramOpts{
+			Namespace: milvusNamespace,
+			Subsystem: "storage",
+			Name:      "kv_size",
+			Help:      "kv size stats",
+			Buckets:   buckets,
+		}, []string{persistentDataOpType})
+
+	PersistentDataRequestLatency = prometheus.NewHistogramVec(
+		prometheus.HistogramOpts{
+			Namespace: milvusNamespace,
+			Subsystem: "storage",
+			Name:      "request_latency",
+			Help:      "request latency on the client side ",
+			Buckets:   buckets,
+		}, []string{persistentDataOpType})
+
+	PersistentDataOpCounter = prometheus.NewCounterVec(
+		prometheus.CounterOpts{
+			Namespace: milvusNamespace,
+			Subsystem: "storage",
+			Name:      "op_count",
+			Help:      "count of persistent data operation",
+		}, []string{persistentDataOpType, statusLabelName})
+)
+
+// RegisterStorageMetrics registers storage metrics
+func RegisterStorageMetrics(registry *prometheus.Registry) {
+	registry.MustRegister(PersistentDataKvSize)
+	registry.MustRegister(PersistentDataRequestLatency)
+	registry.MustRegister(PersistentDataOpCounter)
+}
diff --git a/pkg/metrics/proxy_metrics.go b/pkg/metrics/proxy_metrics.go
index 97527949d1..5d115a073b 100644
--- a/pkg/metrics/proxy_metrics.go
+++ b/pkg/metrics/proxy_metrics.go
@@ -138,7 +138,7 @@ var (
 			Buckets:   buckets, // unit: ms
 		}, []string{nodeIDLabelName, msgTypeLabelName})
 
-	// ProxyCacheHitCounter record the number of Proxy cache hits or miss.
+	// ProxyCacheStatsCounter record the number of Proxy cache hits or miss.
 	ProxyCacheStatsCounter = prometheus.NewCounterVec(
 		prometheus.CounterOpts{
 			Namespace: milvusNamespace,
@@ -155,7 +155,7 @@ var (
 			Name:      "cache_update_latency",
 			Help:      "latency that proxy update cache when cache miss",
 			Buckets:   buckets, // unit: ms
-		}, []string{nodeIDLabelName})
+		}, []string{nodeIDLabelName, cacheNameLabelName})
 
 	// ProxySyncTimeTickLag record Proxy synchronization timestamp statistics, differentiated by Channel.
 	ProxySyncTimeTickLag = prometheus.NewGaugeVec(
diff --git a/pkg/metrics/querynode_metrics.go b/pkg/metrics/querynode_metrics.go
index 10e9cdfd94..56d88bf35e 100644
--- a/pkg/metrics/querynode_metrics.go
+++ b/pkg/metrics/querynode_metrics.go
@@ -357,6 +357,30 @@ var (
 			nodeIDLabelName,
 			channelNameLabelName,
 		})
+
+	QueryNodeSegmentSearchLatencyPerVector = prometheus.NewHistogramVec(
+		prometheus.HistogramOpts{
+			Namespace: milvusNamespace,
+			Subsystem: typeutil.QueryNodeRole,
+			Name:      "segment_latency_per_vector",
+			Help:      "one vector's search latency per segment",
+			Buckets:   buckets,
+		}, []string{
+			nodeIDLabelName,
+			queryTypeLabelName,
+			segmentStateLabelName,
+		})
+
+	QueryNodeWatchDmlChannelLatency = prometheus.NewHistogramVec(
+		prometheus.HistogramOpts{
+			Namespace: milvusNamespace,
+			Subsystem: typeutil.QueryNodeRole,
+			Name:      "watch_dml_channel_latency",
+			Help:      "latency of watch dml channel",
+			Buckets:   buckets,
+		}, []string{
+			nodeIDLabelName,
+		})
 )
 
 // RegisterQueryNode registers QueryNode metrics
@@ -391,6 +415,8 @@ func RegisterQueryNode(registry *prometheus.Registry) {
 	registry.MustRegister(QueryNodeConsumerMsgCount)
 	registry.MustRegister(QueryNodeConsumeTimeTickLag)
 	registry.MustRegister(QueryNodeMsgDispatcherTtLag)
+	registry.MustRegister(QueryNodeSegmentSearchLatencyPerVector)
+	registry.MustRegister(QueryNodeWatchDmlChannelLatency)
 }
 
 func CleanupQueryNodeCollectionMetrics(nodeID int64, collectionID int64) {
diff --git a/pkg/metrics/rootcoord_metrics.go b/pkg/metrics/rootcoord_metrics.go
index 39f4358882..d29f667b95 100644
--- a/pkg/metrics/rootcoord_metrics.go
+++ b/pkg/metrics/rootcoord_metrics.go
@@ -168,6 +168,14 @@ var (
 		}, []string{
 			"quota_states",
 		})
+
+	RootCoordDDLReqLatencyInQueue = prometheus.NewHistogramVec(
+		prometheus.HistogramOpts{
+			Namespace: milvusNamespace,
+			Subsystem: typeutil.RootCoordRole,
+			Name:      "ddl_req_latency_in_queue",
+			Help:      "latency of each DDL operations in queue",
+		}, []string{functionLabelName})
 )
 
 // RegisterRootCoord registers RootCoord metrics
@@ -200,4 +208,5 @@ func RegisterRootCoord(registry *prometheus.Registry) {
 	registry.MustRegister(RootCoordNumOfRoles)
 	registry.MustRegister(RootCoordTtDelay)
 	registry.MustRegister(RootCoordQuotaStates)
+	registry.MustRegister(RootCoordDDLReqLatencyInQueue)
 }
diff --git a/pkg/mq/msgstream/mq_msgstream_test.go b/pkg/mq/msgstream/mq_msgstream_test.go
index 5939e3327a..69f76120d4 100644
--- a/pkg/mq/msgstream/mq_msgstream_test.go
+++ b/pkg/mq/msgstream/mq_msgstream_test.go
@@ -1091,6 +1091,10 @@ func (t *MarshalFailTsMsg) Unmarshal(_ MarshalType) (TsMsg, error) {
 	return nil, errors.New("mocked error")
 }
 
+func (t *MarshalFailTsMsg) Size() int {
+	return 0
+}
+
 var _ mqwrapper.Producer = (*mockSendFailProducer)(nil)
 
 type mockSendFailProducer struct {
diff --git a/pkg/mq/msgstream/mqwrapper/kafka/kafka_client.go b/pkg/mq/msgstream/mqwrapper/kafka/kafka_client.go
index 5dfcb58312..4c657e689f 100644
--- a/pkg/mq/msgstream/mqwrapper/kafka/kafka_client.go
+++ b/pkg/mq/msgstream/mqwrapper/kafka/kafka_client.go
@@ -9,8 +9,10 @@ import (
 	"go.uber.org/zap"
 
 	"github.com/milvus-io/milvus/pkg/log"
+	"github.com/milvus-io/milvus/pkg/metrics"
 	"github.com/milvus-io/milvus/pkg/mq/msgstream/mqwrapper"
 	"github.com/milvus-io/milvus/pkg/util/paramtable"
+	"github.com/milvus-io/milvus/pkg/util/timerecord"
 )
 
 var Producer *kafka.Producer
@@ -144,22 +146,37 @@ func (kc *kafkaClient) newConsumerConfig(group string, offset mqwrapper.Subscrip
 }
 
 func (kc *kafkaClient) CreateProducer(options mqwrapper.ProducerOptions) (mqwrapper.Producer, error) {
+	start := timerecord.NewTimeRecorder("create producer")
+	metrics.MsgStreamOpCounter.WithLabelValues(metrics.CreateProducerLabel, metrics.TotalLabel).Inc()
+
 	pp, err := kc.getKafkaProducer()
 	if err != nil {
+		metrics.MsgStreamOpCounter.WithLabelValues(metrics.CreateProducerLabel, metrics.FailLabel).Inc()
 		return nil, err
 	}
 
+	elapsed := start.ElapseSpan()
+	metrics.MsgStreamRequestLatency.WithLabelValues(metrics.CreateProducerLabel).Observe(float64(elapsed.Milliseconds()))
+	metrics.MsgStreamOpCounter.WithLabelValues(metrics.CreateProducerLabel, metrics.SuccessLabel).Inc()
+
 	deliveryChan := make(chan kafka.Event, 128)
 	producer := &kafkaProducer{p: pp, deliveryChan: deliveryChan, topic: options.Topic}
 	return producer, nil
 }
 
 func (kc *kafkaClient) Subscribe(options mqwrapper.ConsumerOptions) (mqwrapper.Consumer, error) {
+	start := timerecord.NewTimeRecorder("create consumer")
+	metrics.MsgStreamOpCounter.WithLabelValues(metrics.CreateConsumerLabel, metrics.TotalLabel).Inc()
+
 	config := kc.newConsumerConfig(options.SubscriptionName, options.SubscriptionInitialPosition)
 	consumer, err := newKafkaConsumer(config, options.Topic, options.SubscriptionName, options.SubscriptionInitialPosition)
 	if err != nil {
+		metrics.MsgStreamOpCounter.WithLabelValues(metrics.CreateConsumerLabel, metrics.FailLabel).Inc()
 		return nil, err
 	}
+	elapsed := start.ElapseSpan()
+	metrics.MsgStreamRequestLatency.WithLabelValues(metrics.CreateConsumerLabel).Observe(float64(elapsed.Milliseconds()))
+	metrics.MsgStreamOpCounter.WithLabelValues(metrics.CreateConsumerLabel, metrics.SuccessLabel).Inc()
 	return consumer, nil
 }
 
diff --git a/pkg/mq/msgstream/mqwrapper/kafka/kafka_producer.go b/pkg/mq/msgstream/mqwrapper/kafka/kafka_producer.go
index 55397afc42..0e6c818d88 100644
--- a/pkg/mq/msgstream/mqwrapper/kafka/kafka_producer.go
+++ b/pkg/mq/msgstream/mqwrapper/kafka/kafka_producer.go
@@ -11,7 +11,9 @@ import (
 
 	"github.com/milvus-io/milvus/pkg/common"
 	"github.com/milvus-io/milvus/pkg/log"
+	"github.com/milvus-io/milvus/pkg/metrics"
 	"github.com/milvus-io/milvus/pkg/mq/msgstream/mqwrapper"
+	"github.com/milvus-io/milvus/pkg/util/timerecord"
 )
 
 type kafkaProducer struct {
@@ -26,6 +28,9 @@ func (kp *kafkaProducer) Topic() string {
 }
 
 func (kp *kafkaProducer) Send(ctx context.Context, message *mqwrapper.ProducerMessage) (mqwrapper.MessageID, error) {
+	start := timerecord.NewTimeRecorder("send msg to stream")
+	metrics.MsgStreamOpCounter.WithLabelValues(metrics.SendMsgLabel, metrics.TotalLabel).Inc()
+
 	headers := make([]kafka.Header, 0, len(message.Properties))
 	for key, value := range message.Properties {
 		header := kafka.Header{Key: key, Value: []byte(value)}
@@ -38,20 +43,27 @@ func (kp *kafkaProducer) Send(ctx context.Context, message *mqwrapper.ProducerMe
 	}, kp.deliveryChan)
 
 	if err != nil {
+		metrics.MsgStreamOpCounter.WithLabelValues(metrics.SendMsgLabel, metrics.FailLabel).Inc()
 		return nil, err
 	}
 
 	e, ok := <-kp.deliveryChan
 	if !ok {
+		metrics.MsgStreamOpCounter.WithLabelValues(metrics.SendMsgLabel, metrics.FailLabel).Inc()
 		log.Error("kafka produce message fail because of delivery chan is closed", zap.String("topic", kp.topic))
 		return nil, common.NewIgnorableError(fmt.Errorf("delivery chan of kafka producer is closed"))
 	}
 
 	m := e.(*kafka.Message)
 	if m.TopicPartition.Error != nil {
+		metrics.MsgStreamOpCounter.WithLabelValues(metrics.SendMsgLabel, metrics.FailLabel).Inc()
 		return nil, m.TopicPartition.Error
 	}
 
+	elapsed := start.ElapseSpan()
+	metrics.MsgStreamRequestLatency.WithLabelValues(metrics.SendMsgLabel).Observe(float64(elapsed.Milliseconds()))
+	metrics.MsgStreamOpCounter.WithLabelValues(metrics.SendMsgLabel, metrics.SuccessLabel).Inc()
+
 	return &kafkaID{messageID: int64(m.TopicPartition.Offset)}, nil
 }
 
diff --git a/pkg/mq/msgstream/mqwrapper/nmq/nmq_client.go b/pkg/mq/msgstream/mqwrapper/nmq/nmq_client.go
index cecae9d60e..666e64203b 100644
--- a/pkg/mq/msgstream/mqwrapper/nmq/nmq_client.go
+++ b/pkg/mq/msgstream/mqwrapper/nmq/nmq_client.go
@@ -25,7 +25,9 @@ import (
 	"go.uber.org/zap"
 
 	"github.com/milvus-io/milvus/pkg/log"
+	"github.com/milvus-io/milvus/pkg/metrics"
 	"github.com/milvus-io/milvus/pkg/mq/msgstream/mqwrapper"
+	"github.com/milvus-io/milvus/pkg/util/timerecord"
 )
 
 // nmqClient implements mqwrapper.Client.
@@ -55,9 +57,13 @@ func NewClient(url string, options ...nats.Option) (*nmqClient, error) {
 
 // CreateProducer creates a producer for natsmq client
 func (nc *nmqClient) CreateProducer(options mqwrapper.ProducerOptions) (mqwrapper.Producer, error) {
+	start := timerecord.NewTimeRecorder("create producer")
+	metrics.MsgStreamOpCounter.WithLabelValues(metrics.CreateProducerLabel, metrics.TotalLabel).Inc()
+
 	// TODO: inject jetstream options.
 	js, err := nc.conn.JetStream()
 	if err != nil {
+		metrics.MsgStreamOpCounter.WithLabelValues(metrics.CreateProducerLabel, metrics.FailLabel).Inc()
 		return nil, errors.Wrap(err, "failed to create jetstream context")
 	}
 	// TODO: (1) investigate on performance of multiple streams vs multiple topics.
@@ -67,23 +73,34 @@ func (nc *nmqClient) CreateProducer(options mqwrapper.ProducerOptions) (mqwrappe
 		Subjects: []string{options.Topic},
 	})
 	if err != nil {
+		metrics.MsgStreamOpCounter.WithLabelValues(metrics.CreateProducerLabel, metrics.FailLabel).Inc()
 		return nil, errors.Wrap(err, "failed to add/connect to jetstream for producer")
 	}
 	rp := nmqProducer{js: js, topic: options.Topic}
+
+	elapsed := start.ElapseSpan()
+	metrics.MsgStreamRequestLatency.WithLabelValues(metrics.CreateProducerLabel).Observe(float64(elapsed.Milliseconds()))
+	metrics.MsgStreamOpCounter.WithLabelValues(metrics.CreateProducerLabel, metrics.SuccessLabel).Inc()
 	return &rp, nil
 }
 
 func (nc *nmqClient) Subscribe(options mqwrapper.ConsumerOptions) (mqwrapper.Consumer, error) {
+	start := timerecord.NewTimeRecorder("create consumer")
+	metrics.MsgStreamOpCounter.WithLabelValues(metrics.CreateConsumerLabel, metrics.TotalLabel).Inc()
+
 	if options.Topic == "" {
+		metrics.MsgStreamOpCounter.WithLabelValues(metrics.CreateConsumerLabel, metrics.FailLabel).Inc()
 		return nil, fmt.Errorf("invalid consumer config: empty topic")
 	}
 
 	if options.SubscriptionName == "" {
+		metrics.MsgStreamOpCounter.WithLabelValues(metrics.CreateConsumerLabel, metrics.FailLabel).Inc()
 		return nil, fmt.Errorf("invalid consumer config: empty subscription name")
 	}
 	// TODO: inject jetstream options.
 	js, err := nc.conn.JetStream()
 	if err != nil {
+		metrics.MsgStreamOpCounter.WithLabelValues(metrics.CreateConsumerLabel, metrics.FailLabel).Inc()
 		return nil, errors.Wrap(err, "failed to create jetstream context")
 	}
 	// TODO: do we allow passing in an existing natsChan from options?
@@ -95,6 +112,7 @@ func (nc *nmqClient) Subscribe(options mqwrapper.ConsumerOptions) (mqwrapper.Con
 		Subjects: []string{options.Topic},
 	})
 	if err != nil {
+		metrics.MsgStreamOpCounter.WithLabelValues(metrics.CreateConsumerLabel, metrics.FailLabel).Inc()
 		return nil, errors.Wrap(err, "failed to add/connect to jetstream for consumer")
 	}
 	closeChan := make(chan struct{})
@@ -109,9 +127,13 @@ func (nc *nmqClient) Subscribe(options mqwrapper.ConsumerOptions) (mqwrapper.Con
 		sub, err = js.ChanSubscribe(options.Topic, natsChan, nats.DeliverAll())
 	}
 	if err != nil {
+		metrics.MsgStreamOpCounter.WithLabelValues(metrics.CreateConsumerLabel, metrics.FailLabel).Inc()
 		return nil, errors.Wrap(err, fmt.Sprintf("failed to get consumer info, subscribe position: %d", position))
 	}
 
+	elapsed := start.ElapseSpan()
+	metrics.MsgStreamRequestLatency.WithLabelValues(metrics.CreateConsumerLabel).Observe(float64(elapsed.Milliseconds()))
+	metrics.MsgStreamOpCounter.WithLabelValues(metrics.CreateConsumerLabel, metrics.SuccessLabel).Inc()
 	return &Consumer{
 		js:        js,
 		sub:       sub,
diff --git a/pkg/mq/msgstream/mqwrapper/nmq/nmq_producer.go b/pkg/mq/msgstream/mqwrapper/nmq/nmq_producer.go
index 1df8f3d577..e44e67e55a 100644
--- a/pkg/mq/msgstream/mqwrapper/nmq/nmq_producer.go
+++ b/pkg/mq/msgstream/mqwrapper/nmq/nmq_producer.go
@@ -20,7 +20,9 @@ import (
 	"context"
 
 	"github.com/milvus-io/milvus/pkg/log"
+	"github.com/milvus-io/milvus/pkg/metrics"
 	"github.com/milvus-io/milvus/pkg/mq/msgstream/mqwrapper"
+	"github.com/milvus-io/milvus/pkg/util/timerecord"
 	"github.com/nats-io/nats.go"
 	"go.uber.org/zap"
 )
@@ -40,6 +42,9 @@ func (np *nmqProducer) Topic() string {
 
 // Send send the producer messages to natsmq
 func (np *nmqProducer) Send(ctx context.Context, message *mqwrapper.ProducerMessage) (mqwrapper.MessageID, error) {
+	start := timerecord.NewTimeRecorder("send msg to stream")
+	metrics.MsgStreamOpCounter.WithLabelValues(metrics.SendMsgLabel, metrics.TotalLabel).Inc()
+
 	// Encode message
 	msg := &nats.Msg{
 		Subject: np.topic,
@@ -53,9 +58,14 @@ func (np *nmqProducer) Send(ctx context.Context, message *mqwrapper.ProducerMess
 	// publish to nats-server
 	pa, err := np.js.PublishMsg(msg)
 	if err != nil {
+		metrics.MsgStreamOpCounter.WithLabelValues(metrics.SendMsgLabel, metrics.FailLabel).Inc()
 		log.Warn("failed to publish message by nmq", zap.String("topic", np.topic), zap.Error(err), zap.Int("payload_size", len(message.Payload)))
 		return nil, err
 	}
+
+	elapsed := start.ElapseSpan()
+	metrics.MsgStreamRequestLatency.WithLabelValues(metrics.SendMsgLabel).Observe(float64(elapsed.Milliseconds()))
+	metrics.MsgStreamOpCounter.WithLabelValues(metrics.SendMsgLabel, metrics.SuccessLabel).Inc()
 	return &nmqID{messageID: pa.Sequence}, err
 }
 
diff --git a/pkg/mq/msgstream/mqwrapper/pulsar/pulsar_client.go b/pkg/mq/msgstream/mqwrapper/pulsar/pulsar_client.go
index a9222724de..b56a809f40 100644
--- a/pkg/mq/msgstream/mqwrapper/pulsar/pulsar_client.go
+++ b/pkg/mq/msgstream/mqwrapper/pulsar/pulsar_client.go
@@ -29,8 +29,10 @@ import (
 	"go.uber.org/zap"
 
 	"github.com/milvus-io/milvus/pkg/log"
+	"github.com/milvus-io/milvus/pkg/metrics"
 	"github.com/milvus-io/milvus/pkg/mq/msgstream/mqwrapper"
 	"github.com/milvus-io/milvus/pkg/util/retry"
+	"github.com/milvus-io/milvus/pkg/util/timerecord"
 )
 
 type pulsarClient struct {
@@ -64,8 +66,12 @@ func NewClient(tenant string, namespace string, opts pulsar.ClientOptions) (*pul
 
 // CreateProducer create a pulsar producer from options
 func (pc *pulsarClient) CreateProducer(options mqwrapper.ProducerOptions) (mqwrapper.Producer, error) {
+	start := timerecord.NewTimeRecorder("create producer")
+	metrics.MsgStreamOpCounter.WithLabelValues(metrics.CreateProducerLabel, metrics.TotalLabel).Inc()
+
 	fullTopicName, err := GetFullTopicName(pc.tenant, pc.namespace, options.Topic)
 	if err != nil {
+		metrics.MsgStreamOpCounter.WithLabelValues(metrics.CreateProducerLabel, metrics.FailLabel).Inc()
 		return nil, err
 	}
 	opts := pulsar.ProducerOptions{Topic: fullTopicName}
@@ -80,20 +86,29 @@ func (pc *pulsarClient) CreateProducer(options mqwrapper.ProducerOptions) (mqwra
 
 	pp, err := pc.client.CreateProducer(opts)
 	if err != nil {
+		metrics.MsgStreamOpCounter.WithLabelValues(metrics.CreateProducerLabel, metrics.FailLabel).Inc()
 		return nil, err
 	}
 	if pp == nil {
+		metrics.MsgStreamOpCounter.WithLabelValues(metrics.CreateProducerLabel, metrics.FailLabel).Inc()
 		return nil, errors.New("pulsar is not ready, producer is nil")
 	}
+	elapsed := start.ElapseSpan()
+	metrics.MsgStreamRequestLatency.WithLabelValues(metrics.CreateProducerLabel).Observe(float64(elapsed.Milliseconds()))
+	metrics.MsgStreamOpCounter.WithLabelValues(metrics.CreateProducerLabel, metrics.SuccessLabel).Inc()
 	producer := &pulsarProducer{p: pp}
 	return producer, nil
 }
 
 // Subscribe creates a pulsar consumer instance and subscribe a topic
 func (pc *pulsarClient) Subscribe(options mqwrapper.ConsumerOptions) (mqwrapper.Consumer, error) {
+	start := timerecord.NewTimeRecorder("create consumer")
+	metrics.MsgStreamOpCounter.WithLabelValues(metrics.CreateConsumerLabel, metrics.TotalLabel).Inc()
+
 	receiveChannel := make(chan pulsar.ConsumerMessage, options.BufSize)
 	fullTopicName, err := GetFullTopicName(pc.tenant, pc.namespace, options.Topic)
 	if err != nil {
+		metrics.MsgStreamOpCounter.WithLabelValues(metrics.CreateConsumerLabel, metrics.FailLabel).Inc()
 		return nil, err
 	}
 	consumer, err := pc.client.Subscribe(pulsar.ConsumerOptions{
@@ -104,6 +119,7 @@ func (pc *pulsarClient) Subscribe(options mqwrapper.ConsumerOptions) (mqwrapper.
 		MessageChannel:              receiveChannel,
 	})
 	if err != nil {
+		metrics.MsgStreamOpCounter.WithLabelValues(metrics.CreateConsumerLabel, metrics.FailLabel).Inc()
 		if strings.Contains(err.Error(), "ConsumerBusy") {
 			return nil, retry.Unrecoverable(err)
 		}
@@ -116,6 +132,9 @@ func (pc *pulsarClient) Subscribe(options mqwrapper.ConsumerOptions) (mqwrapper.
 		pConsumer.AtLatest = true
 	}
 
+	elapsed := start.ElapseSpan()
+	metrics.MsgStreamRequestLatency.WithLabelValues(metrics.CreateConsumerLabel).Observe(float64(elapsed.Milliseconds()))
+	metrics.MsgStreamOpCounter.WithLabelValues(metrics.CreateConsumerLabel, metrics.SuccessLabel).Inc()
 	return pConsumer, nil
 }
 
diff --git a/pkg/mq/msgstream/mqwrapper/pulsar/pulsar_producer.go b/pkg/mq/msgstream/mqwrapper/pulsar/pulsar_producer.go
index b9fcbfd8c6..0773d91483 100644
--- a/pkg/mq/msgstream/mqwrapper/pulsar/pulsar_producer.go
+++ b/pkg/mq/msgstream/mqwrapper/pulsar/pulsar_producer.go
@@ -21,7 +21,9 @@ import (
 
 	"github.com/apache/pulsar-client-go/pulsar"
 
+	"github.com/milvus-io/milvus/pkg/metrics"
 	"github.com/milvus-io/milvus/pkg/mq/msgstream/mqwrapper"
+	"github.com/milvus-io/milvus/pkg/util/timerecord"
 )
 
 // implementation assertion
@@ -37,9 +39,19 @@ func (pp *pulsarProducer) Topic() string {
 }
 
 func (pp *pulsarProducer) Send(ctx context.Context, message *mqwrapper.ProducerMessage) (mqwrapper.MessageID, error) {
+	start := timerecord.NewTimeRecorder("send msg to stream")
+	metrics.MsgStreamOpCounter.WithLabelValues(metrics.SendMsgLabel, metrics.TotalLabel).Inc()
+
 	ppm := &pulsar.ProducerMessage{Payload: message.Payload, Properties: message.Properties}
 	pmID, err := pp.p.Send(ctx, ppm)
-	return &pulsarID{messageID: pmID}, err
+	if err != nil {
+		metrics.MsgStreamOpCounter.WithLabelValues(metrics.SendMsgLabel, metrics.FailLabel).Inc()
+		return &pulsarID{messageID: pmID}, err
+	}
+
+	metrics.MsgStreamRequestLatency.WithLabelValues(metrics.SendMsgLabel).Observe(float64(start.ElapseSpan().Milliseconds()))
+	metrics.MsgStreamOpCounter.WithLabelValues(metrics.SendMsgLabel, metrics.SuccessLabel).Inc()
+	return &pulsarID{messageID: pmID}, nil
 }
 
 func (pp *pulsarProducer) Close() {
diff --git a/pkg/mq/msgstream/msg.go b/pkg/mq/msgstream/msg.go
index c367d6d66e..afccaa0927 100644
--- a/pkg/mq/msgstream/msg.go
+++ b/pkg/mq/msgstream/msg.go
@@ -52,6 +52,7 @@ type TsMsg interface {
 	Unmarshal(MarshalType) (TsMsg, error)
 	Position() *MsgPosition
 	SetPosition(*MsgPosition)
+	Size() int
 }
 
 // BaseMsg is a basic structure that contains begin timestamp, end timestamp and the position of msgstream
@@ -289,6 +290,10 @@ func (it *InsertMsg) IndexMsg(index int) *InsertMsg {
 	}
 }
 
+func (it *InsertMsg) Size() int {
+	return proto.Size(&it.InsertRequest)
+}
+
 /////////////////////////////////////////Delete//////////////////////////////////////////
 
 // DeleteMsg is a message pack that contains delete request
@@ -388,6 +393,10 @@ func (dt *DeleteMsg) CheckAligned() error {
 	return nil
 }
 
+func (dt *DeleteMsg) Size() int {
+	return proto.Size(&dt.DeleteRequest)
+}
+
 // ///////////////////////////////////////Upsert//////////////////////////////////////////
 type UpsertMsg struct {
 	InsertMsg *InsertMsg
@@ -454,6 +463,10 @@ func (tst *TimeTickMsg) Unmarshal(input MarshalType) (TsMsg, error) {
 	return timeTick, nil
 }
 
+func (tst *TimeTickMsg) Size() int {
+	return proto.Size(&tst.TimeTickMsg)
+}
+
 /////////////////////////////////////////CreateCollection//////////////////////////////////////////
 
 // CreateCollectionMsg is a message pack that contains create collection request
@@ -514,6 +527,10 @@ func (cc *CreateCollectionMsg) Unmarshal(input MarshalType) (TsMsg, error) {
 	return createCollectionMsg, nil
 }
 
+func (cc *CreateCollectionMsg) Size() int {
+	return proto.Size(&cc.CreateCollectionRequest)
+}
+
 /////////////////////////////////////////DropCollection//////////////////////////////////////////
 
 // DropCollectionMsg is a message pack that contains drop collection request
@@ -574,6 +591,10 @@ func (dc *DropCollectionMsg) Unmarshal(input MarshalType) (TsMsg, error) {
 	return dropCollectionMsg, nil
 }
 
+func (dc *DropCollectionMsg) Size() int {
+	return proto.Size(&dc.DropCollectionRequest)
+}
+
 /////////////////////////////////////////CreatePartition//////////////////////////////////////////
 
 // CreatePartitionMsg is a message pack that contains create partition request
@@ -634,6 +655,10 @@ func (cp *CreatePartitionMsg) Unmarshal(input MarshalType) (TsMsg, error) {
 	return createPartitionMsg, nil
 }
 
+func (cp *CreatePartitionMsg) Size() int {
+	return proto.Size(&cp.CreatePartitionRequest)
+}
+
 /////////////////////////////////////////DropPartition//////////////////////////////////////////
 
 // DropPartitionMsg is a message pack that contains drop partition request
@@ -694,6 +719,10 @@ func (dp *DropPartitionMsg) Unmarshal(input MarshalType) (TsMsg, error) {
 	return dropPartitionMsg, nil
 }
 
+func (dp *DropPartitionMsg) Size() int {
+	return proto.Size(&dp.DropPartitionRequest)
+}
+
 /////////////////////////////////////////DataNodeTtMsg//////////////////////////////////////////
 
 // DataNodeTtMsg is a message pack that contains datanode time tick
@@ -750,3 +779,7 @@ func (m *DataNodeTtMsg) Unmarshal(input MarshalType) (TsMsg, error) {
 		DataNodeTtMsg: msg,
 	}, nil
 }
+
+func (m *DataNodeTtMsg) Size() int {
+	return proto.Size(&m.DataNodeTtMsg)
+}