diff --git a/sonic_data_client/mixed_db_client.go b/sonic_data_client/mixed_db_client.go
index 4fb5cc66..269db046 100644
--- a/sonic_data_client/mixed_db_client.go
+++ b/sonic_data_client/mixed_db_client.go
@@ -71,6 +71,29 @@ type MixedDbClient struct {
 	mu     sync.RWMutex    // Mutex for data protection among routines for DbClient
 }
 
+var mixedDbClientMap = map[string]MixedDbClient{}
+
+func getMixedDbClient(zmqAddress string) (MixedDbClient) {
+	client, ok := mixedDbClientMap[zmqAddress]
+	if !ok {
+		client = MixedDbClient {
+			applDB : swsscommon.NewDBConnector(APPL_DB_NAME, SWSS_TIMEOUT, false),
+			tableMap : map[string]swsscommon.ProducerStateTable{},
+		}
+
+		// enable ZMQ by zmqAddress parameter
+		if zmqAddress != "" {
+			client.zmqClient = swsscommon.NewZmqClient(zmqAddress)
+		} else {
+			client.zmqClient = nil
+		}
+		
+		mixedDbClientMap[zmqAddress] = client
+	}
+
+	return client
+}
+
 func parseJson(str []byte) (interface{}, error) {
 	var res interface{}
 	err := json.Unmarshal(str, &res)
@@ -196,7 +219,6 @@ func (c *MixedDbClient) DbDelTable(table string, key string) error {
 }
 
 func NewMixedDbClient(paths []*gnmipb.Path, prefix *gnmipb.Path, origin string, zmqAddress string) (Client, error) {
-	var client MixedDbClient
 	var err error
 
 	// Testing program may ask to use redis local tcp connection
@@ -204,6 +226,7 @@ func NewMixedDbClient(paths []*gnmipb.Path, prefix *gnmipb.Path, origin string,
 		useRedisTcpClient()
 	}
 
+	var client = getMixedDbClient(zmqAddress)
 	client.prefix = prefix
 	client.target = ""
 	client.origin = origin
@@ -229,8 +252,6 @@ func NewMixedDbClient(paths []*gnmipb.Path, prefix *gnmipb.Path, origin string,
 	}
 	client.paths = paths
 	client.workPath = common_utils.GNMI_WORK_PATH
-	client.applDB = swsscommon.NewDBConnector(APPL_DB, REDIS_SOCK, SWSS_TIMEOUT)
-	client.tableMap = map[string]swsscommon.ProducerStateTable{}
 
 	return &client, nil
 }
@@ -1129,20 +1150,7 @@ func (c *MixedDbClient) Capabilities() []gnmipb.ModelData {
 }
 
 func (c *MixedDbClient) Close() error {
-	for _, pt := range c.tableMap {
-		zpt, ok := pt.(swsscommon.ZmqProducerStateTable)
-		if ok {
-			swsscommon.DeleteZmqProducerStateTable(zpt)
-		} else {
-			swsscommon.DeleteProducerStateTable(pt)
-		}
-	}
-
-	if c.zmqClient != nil {
-		swsscommon.DeleteZmqClient(c.zmqClient)
-	}
-
-	swsscommon.DeleteDBConnector(c.applDB)
+	// Do nothing here, because MixedDbClient will be cache in mixedDbClientMap and reuse
 	return nil
 }