diff --git a/pkg/member/participant.go b/pkg/member/participant.go
index 27dced57791..b3034a86807 100644
--- a/pkg/member/participant.go
+++ b/pkg/member/participant.go
@@ -166,15 +166,7 @@ func (m *Participant) setLeader(member participant) {
 
 // unsetLeader unsets the member's leader.
 func (m *Participant) unsetLeader() {
-	var leader participant
-	switch m.serviceName {
-	case utils.TSOServiceName:
-		leader = &tsopb.Participant{}
-	case utils.SchedulingServiceName:
-		leader = &schedulingpb.Participant{}
-	case utils.ResourceManagerServiceName:
-		leader = &resource_manager.Participant{}
-	}
+	leader := NewParticipantByService(m.serviceName)
 	m.leader.Store(leader)
 	m.lastLeaderUpdatedTime.Store(time.Now())
 }
@@ -225,15 +217,7 @@ func (m *Participant) PreCheckLeader() error {
 
 // getPersistentLeader gets the corresponding leader from etcd by given leaderPath (as the key).
 func (m *Participant) getPersistentLeader() (participant, int64, error) {
-	var leader participant
-	switch m.serviceName {
-	case utils.TSOServiceName:
-		leader = &tsopb.Participant{}
-	case utils.SchedulingServiceName:
-		leader = &schedulingpb.Participant{}
-	case utils.ResourceManagerServiceName:
-		leader = &resource_manager.Participant{}
-	}
+	leader := NewParticipantByService(m.serviceName)
 	ok, rev, err := etcdutil.GetProtoMsgWithModRev(m.client, m.GetLeaderPath(), leader)
 	if err != nil {
 		return nil, 0, err
@@ -399,3 +383,16 @@ func (m *Participant) campaignCheck() bool {
 func (m *Participant) SetCampaignChecker(checker leadershipCheckFunc) {
 	m.campaignChecker.Store(checker)
 }
+
+// NewParticipantByService creates a new participant by service name.
+func NewParticipantByService(serviceName string) (p participant) {
+	switch serviceName {
+	case utils.TSOServiceName:
+		p = &tsopb.Participant{}
+	case utils.SchedulingServiceName:
+		p = &schedulingpb.Participant{}
+	case utils.ResourceManagerServiceName:
+		p = &resource_manager.Participant{}
+	}
+	return p
+}
diff --git a/pkg/storage/endpoint/key_path.go b/pkg/storage/endpoint/key_path.go
index 85af79203a4..4b67441a5ac 100644
--- a/pkg/storage/endpoint/key_path.go
+++ b/pkg/storage/endpoint/key_path.go
@@ -325,6 +325,12 @@ func KeyspaceGroupPrimaryPath(rootPath string, keyspaceGroupID uint32) string {
 	return path.Join(electionPath, utils.PrimaryKey)
 }
 
+// SchedulingPrimaryPath returns the path of scheduling primary.
+// Path: /ms/{cluster_id}/scheduling/primary
+func SchedulingPrimaryPath(clusterID uint64) string {
+	return path.Join(SchedulingSvcRootPath(clusterID), utils.PrimaryKey)
+}
+
 // KeyspaceGroupsElectionPath returns the path of keyspace groups election.
 // default keyspace group: "/ms/{cluster_id}/tso/00000".
 // non-default keyspace group: "/ms/{cluster_id}/tso/keyspace_groups/election/{group}".
diff --git a/server/api/server.go b/server/api/server.go
index 272e76cc60b..1d881022c04 100644
--- a/server/api/server.go
+++ b/server/api/server.go
@@ -20,6 +20,7 @@ import (
 
 	"github.com/gorilla/mux"
 	tsoapi "github.com/tikv/pd/pkg/mcs/tso/server/apis/v1"
+	mcs "github.com/tikv/pd/pkg/mcs/utils"
 	"github.com/tikv/pd/pkg/utils/apiutil"
 	"github.com/tikv/pd/pkg/utils/apiutil/serverapi"
 	"github.com/tikv/pd/server"
@@ -39,7 +40,9 @@ func NewHandler(_ context.Context, svr *server.Server) (http.Handler, apiutil.AP
 	router.PathPrefix(apiPrefix).Handler(negroni.New(
 		serverapi.NewRuntimeServiceValidator(svr, group),
 		serverapi.NewRedirector(svr, serverapi.MicroserviceRedirectRule(
-			apiPrefix+"/api/v1"+"/admin/reset-ts", tsoapi.APIPathPrefix+"/admin/reset-ts", "tso")),
+			apiPrefix+"/api/v1"+"/admin/reset-ts",
+			tsoapi.APIPathPrefix+"/admin/reset-ts",
+			mcs.TSOServiceName)),
 		negroni.Wrap(r)),
 	)
 
diff --git a/server/server.go b/server/server.go
index b74ca5b57b3..2a076923caf 100644
--- a/server/server.go
+++ b/server/server.go
@@ -226,10 +226,11 @@ type Server struct {
 
 	auditBackends []audit.Backend
 
-	registry          *registry.ServiceRegistry
-	mode              string
-	servicePrimaryMap sync.Map /* Store as map[string]string */
-	tsoPrimaryWatcher *etcdutil.LoopWatcher
+	registry                 *registry.ServiceRegistry
+	mode                     string
+	servicePrimaryMap        sync.Map /* Store as map[string]string */
+	tsoPrimaryWatcher        *etcdutil.LoopWatcher
+	schedulingPrimaryWatcher *etcdutil.LoopWatcher
 }
 
 // HandlerBuilder builds a server HTTP handler.
@@ -617,7 +618,7 @@ func (s *Server) startServerLoop(ctx context.Context) {
 	go s.encryptionKeyManagerLoop()
 	if s.IsAPIServiceMode() {
 		s.initTSOPrimaryWatcher()
-		s.tsoPrimaryWatcher.StartWatchLoop()
+		s.initSchedulingPrimaryWatcher()
 	}
 }
 
@@ -1962,8 +1963,20 @@ func (s *Server) initTSOPrimaryWatcher() {
 	serviceName := mcs.TSOServiceName
 	tsoRootPath := endpoint.TSOSvcRootPath(s.clusterID)
 	tsoServicePrimaryKey := endpoint.KeyspaceGroupPrimaryPath(tsoRootPath, mcs.DefaultKeyspaceGroupID)
+	s.tsoPrimaryWatcher = s.initServicePrimaryWatcher(serviceName, tsoServicePrimaryKey)
+	s.tsoPrimaryWatcher.StartWatchLoop()
+}
+
+func (s *Server) initSchedulingPrimaryWatcher() {
+	serviceName := mcs.SchedulingServiceName
+	primaryKey := endpoint.SchedulingPrimaryPath(s.clusterID)
+	s.schedulingPrimaryWatcher = s.initServicePrimaryWatcher(serviceName, primaryKey)
+	s.schedulingPrimaryWatcher.StartWatchLoop()
+}
+
+func (s *Server) initServicePrimaryWatcher(serviceName string, primaryKey string) *etcdutil.LoopWatcher {
 	putFn := func(kv *mvccpb.KeyValue) error {
-		primary := &tsopb.Participant{} // TODO: use Generics
+		primary := member.NewParticipantByService(serviceName)
 		if err := proto.Unmarshal(kv.Value, primary); err != nil {
 			return err
 		}
@@ -1971,7 +1984,7 @@ func (s *Server) initTSOPrimaryWatcher() {
 		if len(listenUrls) > 0 {
 			// listenUrls[0] is the primary service endpoint of the keyspace group
 			s.servicePrimaryMap.Store(serviceName, listenUrls[0])
-			log.Info("update tso primary", zap.String("primary", listenUrls[0]))
+			log.Info("update service primary", zap.String("service-name", serviceName), zap.String("primary", listenUrls[0]))
 		}
 		return nil
 	}
@@ -1981,16 +1994,17 @@ func (s *Server) initTSOPrimaryWatcher() {
 		if ok {
 			oldPrimary = v.(string)
 		}
-		log.Info("delete tso primary", zap.String("old-primary", oldPrimary))
+		log.Info("delete service primary", zap.String("service-name", serviceName), zap.String("old-primary", oldPrimary))
 		s.servicePrimaryMap.Delete(serviceName)
 		return nil
 	}
-	s.tsoPrimaryWatcher = etcdutil.NewLoopWatcher(
+	name := fmt.Sprintf("%s-primary-watcher", serviceName)
+	return etcdutil.NewLoopWatcher(
 		s.serverLoopCtx,
 		&s.serverLoopWg,
 		s.client,
-		"tso-primary-watcher",
-		tsoServicePrimaryKey,
+		name,
+		primaryKey,
 		putFn,
 		deleteFn,
 		func() error { return nil },
diff --git a/tests/cluster.go b/tests/cluster.go
index 607955cc6a9..ce8293531cd 100644
--- a/tests/cluster.go
+++ b/tests/cluster.go
@@ -433,6 +433,11 @@ func (s *TestServer) GetTSOAllocatorManager() *tso.AllocatorManager {
 	return s.server.GetTSOAllocatorManager()
 }
 
+// GetServicePrimaryAddr returns the primary address of the service.
+func (s *TestServer) GetServicePrimaryAddr(ctx context.Context, serviceName string) (string, bool) {
+	return s.server.GetServicePrimaryAddr(ctx, serviceName)
+}
+
 // TestCluster is only for test.
 type TestCluster struct {
 	config  *clusterConfig
diff --git a/tests/integrations/mcs/scheduling/server_test.go b/tests/integrations/mcs/scheduling/server_test.go
index 9b5371deb62..54994bbc34b 100644
--- a/tests/integrations/mcs/scheduling/server_test.go
+++ b/tests/integrations/mcs/scheduling/server_test.go
@@ -21,6 +21,7 @@ import (
 
 	"github.com/pingcap/failpoint"
 	"github.com/stretchr/testify/suite"
+	mcs "github.com/tikv/pd/pkg/mcs/utils"
 	"github.com/tikv/pd/pkg/utils/testutil"
 	"github.com/tikv/pd/tests"
 	"go.uber.org/goleak"
@@ -107,11 +108,21 @@ func (suite *serverTestSuite) TestPrimaryChange() {
 	defer tc.Destroy()
 	tc.WaitForPrimaryServing(re)
 	primary := tc.GetPrimaryServer()
-	addr := primary.GetAddr()
+	oldPrimaryAddr := primary.GetAddr()
 	re.Len(primary.GetCluster().GetCoordinator().GetSchedulersController().GetSchedulerNames(), 5)
+	testutil.Eventually(re, func() bool {
+		watchedAddr, ok := suite.pdLeader.GetServicePrimaryAddr(suite.ctx, mcs.SchedulingServiceName)
+		return ok && oldPrimaryAddr == watchedAddr
+	})
+	// transfer leader
 	primary.Close()
 	tc.WaitForPrimaryServing(re)
 	primary = tc.GetPrimaryServer()
-	re.NotEqual(addr, primary.GetAddr())
+	newPrimaryAddr := primary.GetAddr()
+	re.NotEqual(oldPrimaryAddr, newPrimaryAddr)
 	re.Len(primary.GetCluster().GetCoordinator().GetSchedulersController().GetSchedulerNames(), 5)
+	testutil.Eventually(re, func() bool {
+		watchedAddr, ok := suite.pdLeader.GetServicePrimaryAddr(suite.ctx, mcs.SchedulingServiceName)
+		return ok && newPrimaryAddr == watchedAddr
+	})
 }