diff --git a/manager/metrics/metrics.go b/manager/metrics/metrics.go
index 7f4fc3076..59984cae0 100644
--- a/manager/metrics/metrics.go
+++ b/manager/metrics/metrics.go
@@ -39,6 +39,13 @@ var (
 		Help:      "Gauge of the number of peer.",
 	}, []string{"version", "commit"})
 
+	SearchSchedulerClusterFailureCount = promauto.NewCounterVec(prometheus.CounterOpts{
+		Namespace: types.MetricsNamespace,
+		Subsystem: types.SchedulerMetricsName,
+		Name:      "search_scheduler_cluster_failure_total",
+		Help:      "Counter of the number of failed of searching scheduler cluster.",
+	}, []string{"version", "commit"})
+
 	VersionGauge = promauto.NewGaugeVec(prometheus.GaugeOpts{
 		Namespace: types.MetricsNamespace,
 		Subsystem: types.ManagerMetricsName,
diff --git a/manager/rpcserver/rpcserver.go b/manager/rpcserver/rpcserver.go
index e66ae9b7f..98beff585 100644
--- a/manager/rpcserver/rpcserver.go
+++ b/manager/rpcserver/rpcserver.go
@@ -544,20 +544,28 @@ func (s *Server) ListSchedulers(ctx context.Context, req *managerv1.ListSchedule
 	if err := s.db.WithContext(ctx).Preload("SecurityGroup.SecurityRules").Preload("SeedPeerClusters.SeedPeers", "state = ?", "active").Preload("Schedulers", "state = ?", "active").Find(&schedulerClusters).Error; err != nil {
 		return nil, status.Error(codes.Unknown, err.Error())
 	}
+	log.Debugf("list scheduler clusters %v with hostInfo %#v", getSchedulerClusterNames(schedulerClusters), req.HostInfo)
 
 	// Search optimal scheduler clusters.
-	log.Debugf("list scheduler clusters %v with hostInfo %#v", getSchedulerClusterNames(schedulerClusters), req.HostInfo)
-	schedulerClusters, err := s.searcher.FindSchedulerClusters(ctx, schedulerClusters, req)
+	// If searcher can not found candidate scheduler cluster,
+	// return all scheduler clusters.
+	var (
+		candidateSchedulerClusters []model.SchedulerCluster
+		err                        error
+	)
+	candidateSchedulerClusters, err = s.searcher.FindSchedulerClusters(ctx, schedulerClusters, req)
 	if err != nil {
+		candidateSchedulerClusters = schedulerClusters
+
 		log.Error(err)
-		return nil, status.Error(codes.NotFound, "scheduler cluster not found")
+		metrics.SearchSchedulerClusterFailureCount.WithLabelValues(req.Version, req.Commit).Inc()
 	}
 	log.Debugf("find matching scheduler cluster %v", getSchedulerClusterNames(schedulerClusters))
 
 	schedulers := []model.Scheduler{}
-	for _, schedulerCluster := range schedulerClusters {
-		for _, scheduler := range schedulerCluster.Schedulers {
-			scheduler.SchedulerCluster = schedulerCluster
+	for _, candidateSchedulerCluster := range candidateSchedulerClusters {
+		for _, scheduler := range candidateSchedulerCluster.Schedulers {
+			scheduler.SchedulerCluster = candidateSchedulerCluster
 			schedulers = append(schedulers, scheduler)
 		}
 	}