diff --git a/internal/sql-analyzer/oceanbase/connection_manager.go b/internal/sql-analyzer/oceanbase/connection_manager.go
index 4ac373e0e..995d7c202 100644
--- a/internal/sql-analyzer/oceanbase/connection_manager.go
+++ b/internal/sql-analyzer/oceanbase/connection_manager.go
@@ -16,6 +16,7 @@ import (
 	"context"
 	"sort"
 	"sync"
+	"time"
 
 	"github.com/go-logr/logr"
 	"github.com/pkg/errors"
@@ -34,11 +35,17 @@ import (
 	"github.com/oceanbase/ob-operator/pkg/oceanbase-sdk/operation"
 )
 
+const (
+	observerListCacheExpireTime = 30 * time.Second
+)
+
 type ConnectionManager struct {
-	obcluster     *v1alpha1.OBCluster
-	connectionMap map[string]*operation.OceanbaseOperationManager
-	ctx           context.Context
-	mu            sync.Mutex
+	obcluster         *v1alpha1.OBCluster
+	connectionMap     map[string]*operation.OceanbaseOperationManager
+	ctx               context.Context
+	mu                sync.Mutex
+	observerListCache *v1alpha1.OBServerList
+	lastCacheTime     time.Time
 }
 
 // NewConnectionManager creates a new ConnectionManager.
@@ -64,19 +71,29 @@ func (cm *ConnectionManager) GetSysReadonlyConnection() (*operation.OceanbaseOpe
 }
 
 func (cm *ConnectionManager) GetSysReadonlyConnectionByIP(svrIP string) (*operation.OceanbaseOperationManager, error) {
-	observerList, err := clients.ListOBServersOfOBCluster(cm.ctx, cm.obcluster)
+	cm.mu.Lock()
+	if cm.observerListCache == nil || time.Since(cm.lastCacheTime) > observerListCacheExpireTime {
+		observerList, err := clients.ListOBServersOfOBCluster(cm.ctx, cm.obcluster)
+		if err != nil {
+			cm.mu.Unlock()
+			return nil, errors.Wrap(err, "Get observers")
+		}
 
-	if err != nil {
-		return nil, errors.Wrap(err, "Get observers")
+		// Sort once before caching
+		sort.Slice(observerList.Items, func(i, j int) bool {
+			return observerList.Items[i].Status.Status == observerstatus.Running && observerList.Items[j].Status.Status != observerstatus.Running
+		})
+
+		cm.observerListCache = observerList
+		cm.lastCacheTime = time.Now()
 	}
+	observerList := cm.observerListCache
+	cm.mu.Unlock()
+
 	if len(observerList.Items) == 0 {
 		return nil, errors.Errorf("No observer belongs to cluster %s", cm.obcluster.Name)
 	}
 
-	sort.Slice(observerList.Items, func(i, j int) bool {
-		return observerList.Items[i].Status.Status == observerstatus.Running && observerList.Items[j].Status.Status != observerstatus.Running
-	})
-
 	var s *connector.OceanBaseDataSource
 	password, err := cm.readPassword()
 	if err != nil {