diff --git a/internal/proxy/task_scheduler.go b/internal/proxy/task_scheduler.go
index 8cfe2cf514..96455651af 100644
--- a/internal/proxy/task_scheduler.go
+++ b/internal/proxy/task_scheduler.go
@@ -228,6 +228,18 @@ type ddTaskQueue struct {
 	lock sync.Mutex
 }
 
+func (queue *ddTaskQueue) updateMetrics() {
+	queue.utLock.RLock()
+	unissuedTasksNum := queue.unissuedTasks.Len()
+	queue.utLock.RUnlock()
+	queue.atLock.RLock()
+	activateTaskNum := len(queue.activeTasks)
+	queue.atLock.RUnlock()
+
+	metrics.ProxyQueueTaskNum.WithLabelValues(strconv.FormatInt(paramtable.GetNodeID(), 10), "ddl", metrics.UnissuedIndexTaskLabel).Set(float64(unissuedTasksNum))
+	metrics.ProxyQueueTaskNum.WithLabelValues(strconv.FormatInt(paramtable.GetNodeID(), 10), "ddl", metrics.InProgressIndexTaskLabel).Set(float64(activateTaskNum))
+}
+
 type pChanStatInfo struct {
 	pChanStatistics
 	tsSet map[Timestamp]struct{}
@@ -241,6 +253,18 @@ type dmTaskQueue struct {
 	pChanStatisticsInfos map[pChan]*pChanStatInfo
 }
 
+func (queue *dmTaskQueue) updateMetrics() {
+	queue.utLock.RLock()
+	unissuedTasksNum := queue.unissuedTasks.Len()
+	queue.utLock.RUnlock()
+	queue.atLock.RLock()
+	activateTaskNum := len(queue.activeTasks)
+	queue.atLock.RUnlock()
+
+	metrics.ProxyQueueTaskNum.WithLabelValues(strconv.FormatInt(paramtable.GetNodeID(), 10), "dml", metrics.UnissuedIndexTaskLabel).Set(float64(unissuedTasksNum))
+	metrics.ProxyQueueTaskNum.WithLabelValues(strconv.FormatInt(paramtable.GetNodeID(), 10), "dml", metrics.InProgressIndexTaskLabel).Set(float64(activateTaskNum))
+}
+
 func (queue *dmTaskQueue) Enqueue(t task) error {
 	// This statsLock has two functions:
 	//	1) Protect member pChanStatisticsInfos
@@ -361,6 +385,18 @@ type dqTaskQueue struct {
 	*baseTaskQueue
 }
 
+func (queue *dqTaskQueue) updateMetrics() {
+	queue.utLock.RLock()
+	unissuedTasksNum := queue.unissuedTasks.Len()
+	queue.utLock.RUnlock()
+	queue.atLock.RLock()
+	activateTaskNum := len(queue.activeTasks)
+	queue.atLock.RUnlock()
+
+	metrics.ProxyQueueTaskNum.WithLabelValues(strconv.FormatInt(paramtable.GetNodeID(), 10), "dql", metrics.UnissuedIndexTaskLabel).Set(float64(unissuedTasksNum))
+	metrics.ProxyQueueTaskNum.WithLabelValues(strconv.FormatInt(paramtable.GetNodeID(), 10), "dql", metrics.InProgressIndexTaskLabel).Set(float64(activateTaskNum))
+}
+
 func (queue *ddTaskQueue) Enqueue(t task) error {
 	queue.lock.Lock()
 	defer queue.lock.Unlock()
@@ -507,6 +543,7 @@ func (sched *taskScheduler) definitionLoop() {
 					return struct{}{}, nil
 				})
 			}
+			sched.ddQueue.updateMetrics()
 		}
 	}
 }
@@ -528,6 +565,7 @@ func (sched *taskScheduler) controlLoop() {
 					return struct{}{}, nil
 				})
 			}
+			sched.dcQueue.updateMetrics()
 		}
 	}
 }
@@ -547,6 +585,7 @@ func (sched *taskScheduler) manipulationLoop() {
 					return struct{}{}, nil
 				})
 			}
+			sched.dmQueue.updateMetrics()
 		}
 	}
 }
@@ -577,6 +616,7 @@ func (sched *taskScheduler) queryLoop() {
 			} else {
 				log.Ctx(context.TODO()).Debug("query queue is empty ...")
 			}
+			sched.dqQueue.updateMetrics()
 		}
 	}
 }
diff --git a/pkg/metrics/metrics.go b/pkg/metrics/metrics.go
index b6025b8bd9..ae93947236 100644
--- a/pkg/metrics/metrics.go
+++ b/pkg/metrics/metrics.go
@@ -124,6 +124,7 @@ const (
 	pathLabelName            = "path"
 	cgoNameLabelName         = `cgo_name`
 	cgoTypeLabelName         = `cgo_type`
+	queueTypeLabelName       = `queue_type`
 
 	// entities label
 	LoadedLabel         = "loaded"
diff --git a/pkg/metrics/proxy_metrics.go b/pkg/metrics/proxy_metrics.go
index f44e566677..2af25c89ac 100644
--- a/pkg/metrics/proxy_metrics.go
+++ b/pkg/metrics/proxy_metrics.go
@@ -427,6 +427,15 @@ var (
 			Help:      "the number of non-zeros in each sparse search task",
 			Buckets:   buckets,
 		}, []string{nodeIDLabelName, collectionName})
+
+	// ProxyQueueTaskNum records task number of queue in Proxy.
+	ProxyQueueTaskNum = prometheus.NewGaugeVec(
+		prometheus.GaugeOpts{
+			Namespace: milvusNamespace,
+			Subsystem: typeutil.ProxyRole,
+			Name:      "queue_task_num",
+			Help:      "",
+		}, []string{nodeIDLabelName, queueTypeLabelName, taskStateLabel})
 )
 
 // RegisterProxy registers Proxy metrics
@@ -490,6 +499,7 @@ func RegisterProxy(registry *prometheus.Registry) {
 	registry.MustRegister(ProxyRecallSearchCount)
 
 	registry.MustRegister(ProxySearchSparseNumNonZeros)
+	registry.MustRegister(ProxyQueueTaskNum)
 
 	RegisterStreamingServiceClient(registry)
 }