diff --git a/pkg/mcs/scheduling/server/grpc_service.go b/pkg/mcs/scheduling/server/grpc_service.go
index 8e47e7380f9..79c5c293ee7 100644
--- a/pkg/mcs/scheduling/server/grpc_service.go
+++ b/pkg/mcs/scheduling/server/grpc_service.go
@@ -211,7 +211,11 @@ func (s *Service) ScatterRegions(ctx context.Context, request *schedulingpb.Scat
 
 	opsCount, failures, err := c.GetRegionScatterer().ScatterRegionsByID(request.GetRegionsId(), request.GetGroup(), int(request.GetRetryLimit()), request.GetSkipStoreLimit())
 	if err != nil {
-		return nil, err
+		header := s.errorHeader(&schedulingpb.Error{
+			Type:    schedulingpb.ErrorType_UNKNOWN,
+			Message: err.Error(),
+		})
+		return &schedulingpb.ScatterRegionsResponse{Header: header}, nil
 	}
 	percentage := 100
 	if len(failures) > 0 {
@@ -243,7 +247,7 @@ func (s *Service) GetOperator(ctx context.Context, request *schedulingpb.GetOper
 	if r == nil {
 		header := s.errorHeader(&schedulingpb.Error{
 			Type:    schedulingpb.ErrorType_UNKNOWN,
-			Message: "Not Found",
+			Message: "region not found",
 		})
 		return &schedulingpb.GetOperatorResponse{Header: header}, nil
 	}
diff --git a/pkg/schedule/scatter/region_scatterer.go b/pkg/schedule/scatter/region_scatterer.go
index d6e7441738d..ed0a094dbcf 100644
--- a/pkg/schedule/scatter/region_scatterer.go
+++ b/pkg/schedule/scatter/region_scatterer.go
@@ -52,6 +52,8 @@ var (
 	scatterUnnecessaryCounter       = scatterCounter.WithLabelValues("unnecessary", "")
 	scatterFailCounter              = scatterCounter.WithLabelValues("fail", "")
 	scatterSuccessCounter           = scatterCounter.WithLabelValues("success", "")
+	errRegionNotFound               = errors.New("region not found")
+	errEmptyRegion                  = errors.New("empty region")
 )
 
 const (
@@ -184,7 +186,7 @@ func (r *RegionScatterer) ScatterRegionsByRange(startKey, endKey []byte, group s
 	regions := r.cluster.ScanRegions(startKey, endKey, -1)
 	if len(regions) < 1 {
 		scatterSkipEmptyRegionCounter.Inc()
-		return 0, nil, errors.New("empty region")
+		return 0, nil, errEmptyRegion
 	}
 	failures := make(map[uint64]error, len(regions))
 	regionMap := make(map[uint64]*core.RegionInfo, len(regions))
@@ -203,7 +205,14 @@ func (r *RegionScatterer) ScatterRegionsByRange(startKey, endKey []byte, group s
 func (r *RegionScatterer) ScatterRegionsByID(regionsID []uint64, group string, retryLimit int) (int, map[uint64]error, error) {
 	if len(regionsID) < 1 {
 		scatterSkipEmptyRegionCounter.Inc()
-		return 0, nil, errors.New("empty region")
+		return 0, nil, errEmptyRegion
+	}
+	if len(regionsID) == 1 {
+		region := r.cluster.GetRegion(regionsID[0])
+		if region == nil {
+			scatterSkipNoRegionCounter.Inc()
+			return 0, nil, errRegionNotFound
+		}
 	}
 	failures := make(map[uint64]error, len(regionsID))
 	regions := make([]*core.RegionInfo, 0, len(regionsID))
@@ -238,7 +247,7 @@ func (r *RegionScatterer) ScatterRegionsByID(regionsID []uint64, group string, r
 func (r *RegionScatterer) scatterRegions(regions map[uint64]*core.RegionInfo, failures map[uint64]error, group string, retryLimit int) (int, error) {
 	if len(regions) < 1 {
 		scatterSkipEmptyRegionCounter.Inc()
-		return 0, errors.New("empty region")
+		return 0, errEmptyRegion
 	}
 	if retryLimit > maxRetryLimit {
 		retryLimit = maxRetryLimit
diff --git a/server/grpc_service.go b/server/grpc_service.go
index 2eca668e04d..a23b0c5912b 100644
--- a/server/grpc_service.go
+++ b/server/grpc_service.go
@@ -985,6 +985,10 @@ func (s *GrpcServer) StoreHeartbeat(ctx context.Context, request *pdpb.StoreHear
 func (s *GrpcServer) updateSchedulingClient(ctx context.Context) (schedulingpb.SchedulingClient, error) {
 	forwardedHost, _ := s.GetServicePrimaryAddr(ctx, utils.SchedulingServiceName)
 	pre := s.schedulingClient.Load()
+	// 1. forwardedHost is not empty and pre is empty, update the schedulingClient
+	// 2. forwardedHost is not empty and forwardedHost is not equal to pre, update the schedulingClient
+	// 3. forwardedHost is not empty and forwardedHost is equal to pre, return pre
+	// 4. forwardedHost is empty, return nil
 	if forwardedHost != "" && ((pre == nil) || (pre != nil && forwardedHost != pre.(*schedulingClient).getPrimaryAddr())) {
 		client, err := s.getDelegateClient(ctx, forwardedHost)
 		if err != nil {
@@ -996,6 +1000,8 @@ func (s *GrpcServer) updateSchedulingClient(ctx context.Context) (schedulingpb.S
 		}
 		s.schedulingClient.Store(forwardCli)
 		return forwardCli.getClient(), nil
+	} else if forwardedHost != "" && (pre != nil && forwardedHost == pre.(*schedulingClient).getPrimaryAddr()) {
+		return pre.(*schedulingClient).getClient(), nil
 	}
 	return nil, ErrNotFoundSchedulingAddr
 }
@@ -1534,8 +1540,13 @@ func (s *GrpcServer) AskSplit(ctx context.Context, request *pdpb.AskSplitRequest
 // AskBatchSplit implements gRPC PDServer.
 func (s *GrpcServer) AskBatchSplit(ctx context.Context, request *pdpb.AskBatchSplitRequest) (*pdpb.AskBatchSplitResponse, error) {
 	if s.IsAPIServiceMode() {
-		s.updateSchedulingClient(ctx)
-		if s.schedulingClient.Load() != nil {
+		forwardCli, err := s.updateSchedulingClient(ctx)
+		if err != nil {
+			return &pdpb.AskBatchSplitResponse{
+				Header: s.wrapErrorToHeader(pdpb.ErrorType_UNKNOWN, err.Error()),
+			}, nil
+		}
+		if forwardCli != nil {
 			req := &schedulingpb.AskBatchSplitRequest{
 				Header: &schedulingpb.RequestHeader{
 					ClusterId: request.GetHeader().GetClusterId(),
@@ -1710,7 +1721,14 @@ func (s *GrpcServer) ScatterRegion(ctx context.Context, request *pdpb.ScatterReg
 			}, nil
 		}
 		if forwardCli != nil {
-			regionsID := request.GetRegionsId()
+			var regionsID []uint64
+			// nolint
+			if request.GetRegionId() != 0 {
+				// nolint
+				regionsID = []uint64{request.GetRegionId()}
+			} else {
+				regionsID = request.GetRegionsId()
+			}
 			if len(regionsID) == 0 {
 				return &pdpb.ScatterRegionResponse{
 					Header: s.invalidValue("regions id is required"),
@@ -2028,6 +2046,15 @@ func (s *GrpcServer) invalidValue(msg string) *pdpb.ResponseHeader {
 func (s *GrpcServer) convertHeader(header *schedulingpb.ResponseHeader) *pdpb.ResponseHeader {
 	switch header.GetError().GetType() {
 	case schedulingpb.ErrorType_UNKNOWN:
+		if strings.Contains(header.GetError().GetMessage(), "region not found") {
+			return &pdpb.ResponseHeader{
+				ClusterId: header.GetClusterId(),
+				Error: &pdpb.Error{
+					Type:    pdpb.ErrorType_REGION_NOT_FOUND,
+					Message: header.GetError().GetMessage(),
+				},
+			}
+		}
 		return &pdpb.ResponseHeader{
 			ClusterId: header.GetClusterId(),
 			Error: &pdpb.Error{
@@ -2393,6 +2420,9 @@ func forwardRegionHeartbeatClientToServer(forwardStream pdpb.PD_RegionHeartbeatC
 }
 
 func (s *GrpcServer) createSchedulingStream(client *grpc.ClientConn) (schedulingpb.Scheduling_RegionHeartbeatClient, context.CancelFunc, error) {
+	if client == nil {
+		return nil, nil, errors.New("connection is not set")
+	}
 	done := make(chan struct{})
 	ctx, cancel := context.WithCancel(s.ctx)
 	go grpcutil.CheckStream(ctx, cancel, done)