diff --git a/pkg/mcs/scheduling/server/cluster.go b/pkg/mcs/scheduling/server/cluster.go
index 96ee88259da..59b2e691658 100644
--- a/pkg/mcs/scheduling/server/cluster.go
+++ b/pkg/mcs/scheduling/server/cluster.go
@@ -485,10 +485,6 @@ func (c *Cluster) collectMetrics() {
 
 	c.coordinator.GetSchedulersController().CollectSchedulerMetrics()
 	c.coordinator.CollectHotSpotMetrics()
-	c.collectClusterMetrics()
-}
-
-func (c *Cluster) collectClusterMetrics() {
 	if c.regionStats == nil {
 		return
 	}
@@ -500,20 +496,8 @@ func (c *Cluster) collectClusterMetrics() {
 
 func (c *Cluster) resetMetrics() {
 	statistics.Reset()
-
 	schedulers.ResetSchedulerMetrics()
 	schedule.ResetHotSpotMetrics()
-	c.resetClusterMetrics()
-}
-
-func (c *Cluster) resetClusterMetrics() {
-	if c.regionStats == nil {
-		return
-	}
-	c.regionStats.Reset()
-	c.labelStats.Reset()
-	// reset hot cache metrics
-	c.hotStat.ResetMetrics()
 }
 
 // StartBackgroundJobs starts background jobs.
diff --git a/pkg/statistics/hot_cache.go b/pkg/statistics/hot_cache.go
index de7189a1332..1868e323b0f 100644
--- a/pkg/statistics/hot_cache.go
+++ b/pkg/statistics/hot_cache.go
@@ -125,8 +125,8 @@ func (w *HotCache) CollectMetrics() {
 	w.CheckReadAsync(newCollectMetricsTask())
 }
 
-// ResetMetrics resets the hot cache metrics.
-func (w *HotCache) ResetMetrics() {
+// ResetHotCacheStatusMetrics resets the hot cache metrics.
+func ResetHotCacheStatusMetrics() {
 	hotCacheStatusGauge.Reset()
 }
 
diff --git a/pkg/statistics/region_collection.go b/pkg/statistics/region_collection.go
index 26cbea9ef92..21af8e152fd 100644
--- a/pkg/statistics/region_collection.go
+++ b/pkg/statistics/region_collection.go
@@ -272,8 +272,8 @@ func (r *RegionStatistics) Collect() {
 	regionWitnessLeaderRegionCounter.Set(float64(len(r.stats[WitnessLeader])))
 }
 
-// Reset resets the metrics of the regions' status.
-func (r *RegionStatistics) Reset() {
+// ResetRegionStatsMetrics resets the metrics of the regions' status.
+func ResetRegionStatsMetrics() {
 	regionMissPeerRegionCounter.Set(0)
 	regionExtraPeerRegionCounter.Set(0)
 	regionDownPeerRegionCounter.Set(0)
@@ -326,8 +326,8 @@ func (l *LabelStatistics) Collect() {
 	}
 }
 
-// Reset resets the metrics of the label status.
-func (l *LabelStatistics) Reset() {
+// ResetLabelStatsMetrics resets the metrics of the label status.
+func ResetLabelStatsMetrics() {
 	regionLabelLevelGauge.Reset()
 }
 
diff --git a/pkg/statistics/store_collection.go b/pkg/statistics/store_collection.go
index dcdd77d9112..aacd45338d1 100644
--- a/pkg/statistics/store_collection.go
+++ b/pkg/statistics/store_collection.go
@@ -322,4 +322,7 @@ func Reset() {
 	storeStatusGauge.Reset()
 	clusterStatusGauge.Reset()
 	placementStatusGauge.Reset()
+	ResetRegionStatsMetrics()
+	ResetLabelStatsMetrics()
+	ResetHotCacheStatusMetrics()
 }
diff --git a/server/cluster/cluster.go b/server/cluster/cluster.go
index 3b826d8d33e..e9cece0faa7 100644
--- a/server/cluster/cluster.go
+++ b/server/cluster/cluster.go
@@ -654,7 +654,7 @@ func (c *RaftCluster) runMetricsCollectionJob() {
 	ticker := time.NewTicker(metricsCollectionJobInterval)
 	failpoint.Inject("highFrequencyClusterJobs", func() {
 		ticker.Stop()
-		ticker = time.NewTicker(time.Microsecond)
+		ticker = time.NewTicker(time.Millisecond)
 	})
 	defer ticker.Stop()
 
@@ -734,10 +734,10 @@ func (c *RaftCluster) Stop() {
 		return
 	}
 	c.running = false
+	c.cancel()
 	if !c.IsServiceIndependent(mcsutils.SchedulingServiceName) {
 		c.stopSchedulingJobs()
 	}
-	c.cancel()
 	c.Unlock()
 
 	c.wg.Wait()
diff --git a/server/cluster/cluster_test.go b/server/cluster/cluster_test.go
index e9ce35dfb54..b1a3535e90f 100644
--- a/server/cluster/cluster_test.go
+++ b/server/cluster/cluster_test.go
@@ -2485,7 +2485,10 @@ func TestCollectMetricsConcurrent(t *testing.T) {
 			nil)
 	}, func(co *schedule.Coordinator) { co.Run() }, re)
 	defer cleanup()
-
+	rc := co.GetCluster().(*RaftCluster)
+	rc.schedulingController = newSchedulingController(rc.serverCtx, rc.GetBasicCluster(), rc.GetOpts(), rc.GetRuleManager())
+	rc.schedulingController.coordinator = co
+	controller := co.GetSchedulersController()
 	// Make sure there are no problem when concurrent write and read
 	var wg sync.WaitGroup
 	count := 10
@@ -2498,15 +2501,14 @@ func TestCollectMetricsConcurrent(t *testing.T) {
 			}
 		}(i)
 	}
-	controller := co.GetSchedulersController()
 	for i := 0; i < 1000; i++ {
 		co.CollectHotSpotMetrics()
 		controller.CollectSchedulerMetrics()
-		co.GetCluster().(*RaftCluster).collectStatisticsMetrics()
+		rc.collectSchedulingMetrics()
 	}
 	schedule.ResetHotSpotMetrics()
 	schedulers.ResetSchedulerMetrics()
-	co.GetCluster().(*RaftCluster).resetStatisticsMetrics()
+	rc.resetSchedulingMetrics()
 	wg.Wait()
 }
 
@@ -2520,6 +2522,11 @@ func TestCollectMetrics(t *testing.T) {
 			nil)
 	}, func(co *schedule.Coordinator) { co.Run() }, re)
 	defer cleanup()
+
+	rc := co.GetCluster().(*RaftCluster)
+	rc.schedulingController = newSchedulingController(rc.serverCtx, rc.GetBasicCluster(), rc.GetOpts(), rc.GetRuleManager())
+	rc.schedulingController.coordinator = co
+	controller := co.GetSchedulersController()
 	count := 10
 	for i := 0; i <= count; i++ {
 		for k := 0; k < 200; k++ {
@@ -2533,11 +2540,11 @@ func TestCollectMetrics(t *testing.T) {
 			tc.hotStat.HotCache.Update(item, utils.Write)
 		}
 	}
-	controller := co.GetSchedulersController()
+
 	for i := 0; i < 1000; i++ {
 		co.CollectHotSpotMetrics()
 		controller.CollectSchedulerMetrics()
-		co.GetCluster().(*RaftCluster).collectStatisticsMetrics()
+		rc.collectSchedulingMetrics()
 	}
 	stores := co.GetCluster().GetStores()
 	regionStats := co.GetCluster().RegionWriteStats()
@@ -2552,7 +2559,7 @@ func TestCollectMetrics(t *testing.T) {
 	re.Equal(status1, status2)
 	schedule.ResetHotSpotMetrics()
 	schedulers.ResetSchedulerMetrics()
-	co.GetCluster().(*RaftCluster).resetStatisticsMetrics()
+	rc.resetSchedulingMetrics()
 }
 
 func prepare(setCfg func(*sc.ScheduleConfig), setTc func(*testCluster), run func(*schedule.Coordinator), re *require.Assertions) (*testCluster, *schedule.Coordinator, func()) {
diff --git a/server/cluster/scheduling_controller.go b/server/cluster/scheduling_controller.go
index bb6470252b0..04c77498948 100644
--- a/server/cluster/scheduling_controller.go
+++ b/server/cluster/scheduling_controller.go
@@ -149,7 +149,7 @@ func (sc *schedulingController) runSchedulingMetricsCollectionJob() {
 	ticker := time.NewTicker(metricsCollectionJobInterval)
 	failpoint.Inject("highFrequencyClusterJobs", func() {
 		ticker.Stop()
-		ticker = time.NewTicker(time.Microsecond)
+		ticker = time.NewTicker(time.Millisecond)
 	})
 	defer ticker.Stop()
 
@@ -170,7 +170,10 @@ func (sc *schedulingController) resetSchedulingMetrics() {
 	statistics.Reset()
 	schedulers.ResetSchedulerMetrics()
 	schedule.ResetHotSpotMetrics()
-	sc.resetStatisticsMetrics()
+	statistics.ResetRegionStatsMetrics()
+	statistics.ResetLabelStatsMetrics()
+	// reset hot cache metrics
+	statistics.ResetHotCacheStatusMetrics()
 }
 
 func (sc *schedulingController) collectSchedulingMetrics() {
@@ -183,20 +186,6 @@ func (sc *schedulingController) collectSchedulingMetrics() {
 	statsMap.Collect()
 	sc.coordinator.GetSchedulersController().CollectSchedulerMetrics()
 	sc.coordinator.CollectHotSpotMetrics()
-	sc.collectStatisticsMetrics()
-}
-
-func (sc *schedulingController) resetStatisticsMetrics() {
-	if sc.regionStats == nil {
-		return
-	}
-	sc.regionStats.Reset()
-	sc.labelStats.Reset()
-	// reset hot cache metrics
-	sc.hotStat.ResetMetrics()
-}
-
-func (sc *schedulingController) collectStatisticsMetrics() {
 	if sc.regionStats == nil {
 		return
 	}
diff --git a/tests/server/cluster/cluster_test.go b/tests/server/cluster/cluster_test.go
index 6d233a8c8ab..a5861f1ba43 100644
--- a/tests/server/cluster/cluster_test.go
+++ b/tests/server/cluster/cluster_test.go
@@ -518,8 +518,6 @@ func TestRaftClusterMultipleRestart(t *testing.T) {
 		err = rc.Start(leaderServer.GetServer())
 		re.NoError(err)
 		time.Sleep(time.Millisecond)
-		rc = leaderServer.GetRaftCluster()
-		re.NotNil(rc)
 		rc.Stop()
 	}
 	re.NoError(failpoint.Disable("github.com/tikv/pd/server/cluster/highFrequencyClusterJobs"))