diff --git a/pkg/progress/progress.go b/pkg/progress/progress.go
index 855aa793a83..8319a395ac8 100644
--- a/pkg/progress/progress.go
+++ b/pkg/progress/progress.go
@@ -130,47 +130,50 @@ func (m *Manager) UpdateProgress(progress string, current, remaining float64, is
 	m.Lock()
 	defer m.Unlock()
 
-	if p, exist := m.progresses[progress]; exist {
-		for _, op := range opts {
-			op(p)
-		}
-		p.remaining = remaining
-		if p.total < remaining {
-			p.total = remaining
-		}
+	p, exist := m.progresses[progress]
+	if !exist {
+		return
+	}
 
-		p.history.PushBack(current)
-		p.currentWindowLength++
+	for _, op := range opts {
+		op(p)
+	}
+	p.remaining = remaining
+	if p.total < remaining {
+		p.total = remaining
+	}
 
-		// try to move `front` into correct place.
-		for p.currentWindowLength > p.windowLength {
-			p.front = p.front.Next()
-			p.currentWindowLength--
-		}
-		for p.currentWindowLength < p.windowLength && p.front.Prev() != nil {
-			p.front = p.front.Prev()
-			p.currentWindowLength++
-		}
+	p.history.PushBack(current)
+	p.currentWindowLength++
 
-		for p.history.Len() > p.windowCapacity {
-			p.history.Remove(p.history.Front())
-		}
+	// try to move `front` into correct place.
+	for p.currentWindowLength > p.windowLength {
+		p.front = p.front.Next()
+		p.currentWindowLength--
+	}
+	for p.currentWindowLength < p.windowLength && p.front.Prev() != nil {
+		p.front = p.front.Prev()
+		p.currentWindowLength++
+	}
 
-		// It means it just init and we haven't update the progress
-		if p.history.Len() <= 1 {
-			p.lastSpeed = 0
-		} else if isInc {
-			// the value increases, e.g., [1, 2, 3]
-			p.lastSpeed = (current - p.front.Value.(float64)) /
-				(float64(p.currentWindowLength-1) * p.updateInterval.Seconds())
-		} else {
-			// the value decreases, e.g., [3, 2, 1]
-			p.lastSpeed = (p.front.Value.(float64) - current) /
-				(float64(p.currentWindowLength-1) * p.updateInterval.Seconds())
-		}
-		if p.lastSpeed < 0 {
-			p.lastSpeed = 0
-		}
+	for p.history.Len() > p.windowCapacity {
+		p.history.Remove(p.history.Front())
+	}
+
+	// It means it just init and we haven't update the progress
+	if p.history.Len() <= 1 {
+		p.lastSpeed = 0
+	} else if isInc {
+		// the value increases, e.g., [1, 2, 3]
+		p.lastSpeed = (current - p.front.Value.(float64)) /
+			(float64(p.currentWindowLength-1) * p.updateInterval.Seconds())
+	} else {
+		// the value decreases, e.g., [3, 2, 1]
+		p.lastSpeed = (p.front.Value.(float64) - current) /
+			(float64(p.currentWindowLength-1) * p.updateInterval.Seconds())
+	}
+	if p.lastSpeed < 0 {
+		p.lastSpeed = 0
 	}
 }
 
@@ -201,39 +204,40 @@ func (m *Manager) GetProgresses(filter func(p string) bool) []string {
 	m.RLock()
 	defer m.RUnlock()
 
-	processes := []string{}
+	progresses := make([]string, 0, len(m.progresses))
 	for p := range m.progresses {
 		if filter(p) {
-			processes = append(processes, p)
+			progresses = append(progresses, p)
 		}
 	}
-	return processes
+	return progresses
 }
 
 // Status returns the current progress status of a give name.
-func (m *Manager) Status(progress string) (process, leftSeconds, currentSpeed float64, err error) {
+func (m *Manager) Status(progressName string) (progress, leftSeconds, currentSpeed float64, err error) {
 	m.RLock()
 	defer m.RUnlock()
 
-	if p, exist := m.progresses[progress]; exist {
-		process = 1 - p.remaining/p.total
-		if process < 0 {
-			process = 0
-			err = errs.ErrProgressWrongStatus.FastGenByArgs(fmt.Sprintf("the remaining: %v is larger than the total: %v", p.remaining, p.total))
-			return
-		}
-		currentSpeed = p.lastSpeed
-		// When the progress is newly added, there is no last speed.
-		if p.lastSpeed == 0 && p.history.Len() <= 1 {
-			currentSpeed = 0
-		}
-
-		leftSeconds = p.remaining / currentSpeed
-		if math.IsNaN(leftSeconds) || math.IsInf(leftSeconds, 0) {
-			leftSeconds = math.MaxFloat64
-		}
+	p, exist := m.progresses[progressName]
+	if !exist {
+		err = errs.ErrProgressNotFound.FastGenByArgs(fmt.Sprintf("the progress: %s", progressName))
+		return
+	}
+	progress = 1 - p.remaining/p.total
+	if progress < 0 {
+		progress = 0
+		err = errs.ErrProgressWrongStatus.FastGenByArgs(fmt.Sprintf("the remaining: %v is larger than the total: %v", p.remaining, p.total))
 		return
 	}
-	err = errs.ErrProgressNotFound.FastGenByArgs(fmt.Sprintf("the progress: %s", progress))
+	currentSpeed = p.lastSpeed
+	// When the progress is newly added, there is no last speed.
+	if p.lastSpeed == 0 && p.history.Len() <= 1 {
+		currentSpeed = 0
+	}
+
+	leftSeconds = p.remaining / currentSpeed
+	if math.IsNaN(leftSeconds) || math.IsInf(leftSeconds, 0) {
+		leftSeconds = math.MaxFloat64
+	}
 	return
 }
diff --git a/pkg/schedule/schedulers/evict_slow_store.go b/pkg/schedule/schedulers/evict_slow_store.go
index ab30b256823..9b13e292c87 100644
--- a/pkg/schedule/schedulers/evict_slow_store.go
+++ b/pkg/schedule/schedulers/evict_slow_store.go
@@ -282,7 +282,6 @@ func (s *evictSlowStoreScheduler) IsScheduleAllowed(cluster sche.SchedulerCluste
 
 func (s *evictSlowStoreScheduler) Schedule(cluster sche.SchedulerCluster, _ bool) ([]*operator.Operator, []plan.Plan) {
 	evictSlowStoreCounter.Inc()
-	var ops []*operator.Operator
 
 	if s.conf.evictStore() != 0 {
 		store := cluster.GetStore(s.conf.evictStore())
@@ -298,7 +297,7 @@ func (s *evictSlowStoreScheduler) Schedule(cluster sche.SchedulerCluster, _ bool
 			return s.schedulerEvictLeader(cluster), nil
 		}
 		s.cleanupEvictLeader(cluster)
-		return ops, nil
+		return nil, nil
 	}
 
 	var slowStore *core.StoreInfo
@@ -311,14 +310,14 @@ func (s *evictSlowStoreScheduler) Schedule(cluster sche.SchedulerCluster, _ bool
 		if (store.IsPreparing() || store.IsServing()) && store.IsSlow() {
 			// Do nothing if there is more than one slow store.
 			if slowStore != nil {
-				return ops, nil
+				return nil, nil
 			}
 			slowStore = store
 		}
 	}
 
 	if slowStore == nil || slowStore.GetSlowScore() < slowStoreEvictThreshold {
-		return ops, nil
+		return nil, nil
 	}
 
 	// If there is only one slow store, evict leaders from that store.
@@ -327,7 +326,7 @@ func (s *evictSlowStoreScheduler) Schedule(cluster sche.SchedulerCluster, _ bool
 	err := s.prepareEvictLeader(cluster, slowStore.GetID())
 	if err != nil {
 		log.Info("prepare for evicting leader failed", zap.Error(err), zap.Uint64("store-id", slowStore.GetID()))
-		return ops, nil
+		return nil, nil
 	}
 	return s.schedulerEvictLeader(cluster), nil
 }
diff --git a/pkg/schedule/schedulers/scheduler_controller.go b/pkg/schedule/schedulers/scheduler_controller.go
index 334a2f1199a..ea480a06845 100644
--- a/pkg/schedule/schedulers/scheduler_controller.go
+++ b/pkg/schedule/schedulers/scheduler_controller.go
@@ -456,6 +456,7 @@ func (s *ScheduleController) Stop() {
 
 // Schedule tries to create some operators.
 func (s *ScheduleController) Schedule(diagnosable bool) []*operator.Operator {
+retry:
 	for i := 0; i < maxScheduleRetries; i++ {
 		// no need to retry if schedule should stop to speed exit
 		select {
@@ -470,29 +471,27 @@ func (s *ScheduleController) Schedule(diagnosable bool) []*operator.Operator {
 		if diagnosable {
 			s.diagnosticRecorder.SetResultFromPlans(ops, plans)
 		}
-		foundDisabled := false
+		if len(ops) == 0 {
+			continue
+		}
+
+		// If we have schedule, reset interval to the minimal interval.
+		s.nextInterval = s.Scheduler.GetMinInterval()
 		for _, op := range ops {
-			if labelMgr := s.cluster.GetRegionLabeler(); labelMgr != nil {
-				region := s.cluster.GetRegion(op.RegionID())
-				if region == nil {
-					continue
-				}
-				if labelMgr.ScheduleDisabled(region) {
-					denySchedulersByLabelerCounter.Inc()
-					foundDisabled = true
-					break
-				}
+			region := s.cluster.GetRegion(op.RegionID())
+			if region == nil {
+				continue retry
 			}
-		}
-		if len(ops) > 0 {
-			// If we have schedule, reset interval to the minimal interval.
-			s.nextInterval = s.Scheduler.GetMinInterval()
-			// try regenerating operators
-			if foundDisabled {
+			labelMgr := s.cluster.GetRegionLabeler()
+			if labelMgr == nil {
 				continue
 			}
-			return ops
+			if labelMgr.ScheduleDisabled(region) {
+				denySchedulersByLabelerCounter.Inc()
+				continue retry
+			}
 		}
+		return ops
 	}
 	s.nextInterval = s.Scheduler.GetNextInterval(s.nextInterval)
 	return nil
diff --git a/server/cluster/cluster.go b/server/cluster/cluster.go
index 851632bd61a..747cf2dc538 100644
--- a/server/cluster/cluster.go
+++ b/server/cluster/cluster.go
@@ -1345,21 +1345,22 @@ func (c *RaftCluster) RemoveStore(storeID uint64, physicallyDestroyed bool) erro
 		zap.Uint64("store-id", storeID),
 		zap.String("store-address", newStore.GetAddress()),
 		zap.Bool("physically-destroyed", newStore.IsPhysicallyDestroyed()))
-	err := c.setStore(newStore)
-	if err == nil {
-		regionSize := float64(c.GetStoreRegionSize(storeID))
-		c.resetProgress(storeID, store.GetAddress())
-		c.progressManager.AddProgress(encodeRemovingProgressKey(storeID), regionSize, regionSize, nodeStateCheckJobInterval, progress.WindowDurationOption(c.GetCoordinator().GetPatrolRegionsDuration()))
-		// record the current store limit in memory
-		c.prevStoreLimit[storeID] = map[storelimit.Type]float64{
-			storelimit.AddPeer:    c.GetStoreLimitByType(storeID, storelimit.AddPeer),
-			storelimit.RemovePeer: c.GetStoreLimitByType(storeID, storelimit.RemovePeer),
-		}
-		// TODO: if the persist operation encounters error, the "Unlimited" will be rollback.
-		// And considering the store state has changed, RemoveStore is actually successful.
-		_ = c.SetStoreLimit(storeID, storelimit.RemovePeer, storelimit.Unlimited)
+
+	if err := c.setStore(newStore); err != nil {
+		return err
 	}
-	return err
+	regionSize := float64(c.GetStoreRegionSize(storeID))
+	c.resetProgress(storeID, store.GetAddress())
+	c.progressManager.AddProgress(encodeRemovingProgressKey(storeID), regionSize, regionSize, nodeStateCheckJobInterval, progress.WindowDurationOption(c.GetCoordinator().GetPatrolRegionsDuration()))
+	// record the current store limit in memory
+	c.prevStoreLimit[storeID] = map[storelimit.Type]float64{
+		storelimit.AddPeer:    c.GetStoreLimitByType(storeID, storelimit.AddPeer),
+		storelimit.RemovePeer: c.GetStoreLimitByType(storeID, storelimit.RemovePeer),
+	}
+	// TODO: if the persist operation encounters error, the "Unlimited" will be rollback.
+	// And considering the store state has changed, RemoveStore is actually successful.
+	_ = c.SetStoreLimit(storeID, storelimit.RemovePeer, storelimit.Unlimited)
+	return nil
 }
 
 func (c *RaftCluster) checkReplicaBeforeOfflineStore(storeID uint64) error {
@@ -1846,14 +1847,14 @@ func (c *RaftCluster) updateProgress(storeID uint64, storeAddress, action string
 		return
 	}
 	c.progressManager.UpdateProgress(progressName, current, remaining, isInc, opts...)
-	process, ls, cs, err := c.progressManager.Status(progressName)
+	progress, leftSeconds, currentSpeed, err := c.progressManager.Status(progressName)
 	if err != nil {
 		log.Error("get progress status failed", zap.String("progress", progressName), zap.Float64("remaining", remaining), errs.ZapError(err))
 		return
 	}
-	storesProgressGauge.WithLabelValues(storeAddress, storeLabel, action).Set(process)
-	storesSpeedGauge.WithLabelValues(storeAddress, storeLabel, action).Set(cs)
-	storesETAGauge.WithLabelValues(storeAddress, storeLabel, action).Set(ls)
+	storesProgressGauge.WithLabelValues(storeAddress, storeLabel, action).Set(progress)
+	storesSpeedGauge.WithLabelValues(storeAddress, storeLabel, action).Set(currentSpeed)
+	storesETAGauge.WithLabelValues(storeAddress, storeLabel, action).Set(leftSeconds)
 }
 
 func (c *RaftCluster) resetProgress(storeID uint64, storeAddress string) {