diff --git a/internal/util/grpcclient/client.go b/internal/util/grpcclient/client.go
index 865e791736..8890c7fb98 100644
--- a/internal/util/grpcclient/client.go
+++ b/internal/util/grpcclient/client.go
@@ -6,8 +6,6 @@ import (
 	"sync"
 	"time"
 
-	grpcmiddleware "github.com/grpc-ecosystem/go-grpc-middleware"
-	grpcretry "github.com/grpc-ecosystem/go-grpc-middleware/retry"
 	grpcopentracing "github.com/grpc-ecosystem/go-grpc-middleware/tracing/opentracing"
 	"github.com/milvus-io/milvus/internal/log"
 	"github.com/milvus-io/milvus/internal/util/funcutil"
@@ -15,7 +13,6 @@ import (
 	"go.uber.org/zap"
 	"google.golang.org/grpc"
 	"google.golang.org/grpc/backoff"
-	"google.golang.org/grpc/codes"
 	"google.golang.org/grpc/keepalive"
 )
 
@@ -121,6 +118,20 @@ func (c *ClientBase) connect(ctx context.Context) error {
 
 	opts := trace.GetInterceptorOpts()
 	dialContext, cancel := context.WithTimeout(ctx, dialTimeout)
+
+	retryPolicy := `{
+		"methodConfig": [{
+		  "name": [{}],
+		  "waitForReady": true,
+		  "retryPolicy": {
+			  "MaxAttempts": 4,
+			  "InitialBackoff": ".1s",
+			  "MaxBackoff": ".4s",
+			  "BackoffMultiplier": 1.6,
+			  "RetryableStatusCodes": [ "UNAVAILABLE" ]
+		  }
+		}]}`
+
 	conn, err := grpc.DialContext(
 		dialContext,
 		addr,
@@ -128,22 +139,11 @@ func (c *ClientBase) connect(ctx context.Context) error {
 		grpc.WithBlock(),
 		grpc.WithDefaultCallOptions(
 			grpc.MaxCallRecvMsgSize(c.ClientMaxRecvSize),
-			grpc.MaxCallSendMsgSize(c.ClientMaxSendSize)),
-		grpc.WithUnaryInterceptor(
-			grpcmiddleware.ChainUnaryClient(
-				grpcretry.UnaryClientInterceptor(
-					grpcretry.WithMax(3),
-					grpcretry.WithCodes(codes.Aborted, codes.Unavailable),
-				),
-				grpcopentracing.UnaryClientInterceptor(opts...),
-			)),
-		grpc.WithStreamInterceptor(
-			grpcmiddleware.ChainStreamClient(
-				grpcretry.StreamClientInterceptor(grpcretry.WithMax(3),
-					grpcretry.WithCodes(codes.Aborted, codes.Unavailable),
-				),
-				grpcopentracing.StreamClientInterceptor(opts...),
-			)),
+			grpc.MaxCallSendMsgSize(c.ClientMaxSendSize),
+		),
+		grpc.WithUnaryInterceptor(grpcopentracing.UnaryClientInterceptor(opts...)),
+		grpc.WithStreamInterceptor(grpcopentracing.StreamClientInterceptor(opts...)),
+		grpc.WithDefaultServiceConfig(retryPolicy),
 		grpc.WithKeepaliveParams(keepalive.ClientParameters{
 			Time:                keepAliveTime,    // send pings every 60 seconds if there is no activity
 			Timeout:             keepAliveTimeout, // wait 6 second for ping ack before considering the connection dead