diff --git a/client/tso_service_discovery.go b/client/tso_service_discovery.go
index e3c67a92fa66..cee079634e9a 100644
--- a/client/tso_service_discovery.go
+++ b/client/tso_service_discovery.go
@@ -20,6 +20,7 @@ import (
 	"reflect"
 	"strings"
 	"sync"
+	"sync/atomic"
 	"time"
 
 	"github.com/gogo/protobuf/proto"
@@ -121,7 +122,7 @@ type tsoServiceDiscovery struct {
 	metacli         MetaStorageClient
 	apiSvcDiscovery ServiceDiscovery
 	clusterID       uint64
-	keyspaceID      uint32
+	keyspaceID      atomic.Uint32
 
 	// defaultDiscoveryKey is the etcd path used for discovering the serving endpoints of
 	// the default keyspace group
@@ -165,12 +166,12 @@ func newTSOServiceDiscovery(
 		cancel:            cancel,
 		metacli:           metacli,
 		apiSvcDiscovery:   apiSvcDiscovery,
-		keyspaceID:        keyspaceID,
 		clusterID:         clusterID,
 		tlsCfg:            tlsCfg,
 		option:            option,
 		checkMembershipCh: make(chan struct{}, 1),
 	}
+	c.keyspaceID.Store(keyspaceID)
 	c.keyspaceGroupSD = &keyspaceGroupSvcDiscovery{
 		primaryAddr:    "",
 		secondaryAddrs: make([]string, 0),
@@ -269,12 +270,12 @@ func (c *tsoServiceDiscovery) GetClusterID() uint64 {
 
 // GetKeyspaceID returns the ID of the keyspace
 func (c *tsoServiceDiscovery) GetKeyspaceID() uint32 {
-	return c.keyspaceID
+	return c.keyspaceID.Load()
 }
 
 // SetKeyspaceID sets the ID of the keyspace
 func (c *tsoServiceDiscovery) SetKeyspaceID(keyspaceID uint32) {
-	c.keyspaceID = keyspaceID
+	c.keyspaceID.Store(keyspaceID)
 }
 
 // GetKeyspaceGroupID returns the ID of the keyspace group. If the keyspace group is unknown,
@@ -426,7 +427,7 @@ func (c *tsoServiceDiscovery) updateMember() error {
 
 	var keyspaceGroup *tsopb.KeyspaceGroup
 	if len(tsoServerAddr) > 0 {
-		keyspaceGroup, err = c.findGroupByKeyspaceID(c.keyspaceID, tsoServerAddr, updateMemberTimeout)
+		keyspaceGroup, err = c.findGroupByKeyspaceID(c.GetKeyspaceID(), tsoServerAddr, updateMemberTimeout)
 		if err != nil {
 			if c.tsoServerDiscovery.countFailure() {
 				log.Error("[tso] failed to find the keyspace group", errs.ZapError(err))