diff --git a/store/tikv/client_batch.go b/store/tikv/client_batch.go
index f959deafa55bf..467fab1827d41 100644
--- a/store/tikv/client_batch.go
+++ b/store/tikv/client_batch.go
@@ -16,6 +16,7 @@ package tikv
 
 import (
 	"context"
+	"math"
 	"sync"
 	"sync/atomic"
 	"time"
@@ -23,6 +24,7 @@ import (
 	"github.com/pingcap/errors"
 	"github.com/pingcap/failpoint"
 	"github.com/pingcap/kvproto/pkg/tikvpb"
+	"github.com/pingcap/parser/terror"
 	"github.com/pingcap/tidb/config"
 	"github.com/pingcap/tidb/metrics"
 	"github.com/pingcap/tidb/store/tikv/tikvrpc"
@@ -209,7 +211,7 @@ func (c *batchCommandsClient) failPendingRequests(err error) {
 	})
 }
 
-func (c *batchCommandsClient) reCreateStreamingClient(err error) bool {
+func (c *batchCommandsClient) reCreateStreamingClient(err error) error {
 	// Hold the lock to forbid batchSendLoop using the old client.
 	c.clientLock.Lock()
 	defer c.clientLock.Unlock()
@@ -224,14 +226,14 @@ func (c *batchCommandsClient) reCreateStreamingClient(err error) bool {
 			zap.String("target", c.target),
 		)
 		c.client = streamClient
-		return true
+		return nil
 	}
 	logutil.BgLogger().Error(
 		"batchRecvLoop re-create streaming fail",
 		zap.String("target", c.target),
 		zap.Error(err),
 	)
-	return false
+	return err
 }
 
 func (c *batchCommandsClient) batchRecvLoop(cfg config.TiKVClient) {
@@ -249,23 +251,27 @@ func (c *batchCommandsClient) batchRecvLoop(cfg config.TiKVClient) {
 	for {
 		resp, err := c.recv()
 		if err != nil {
+			logutil.BgLogger().Error(
+				"batchRecvLoop error when receive",
+				zap.String("target", c.target),
+				zap.Error(err),
+			)
+
+			b := NewBackoffer(context.Background(), math.MaxInt32)
 			now := time.Now()
 			for { // try to re-create the streaming in the loop.
 				if c.isStopped() {
 					return
 				}
-				logutil.BgLogger().Error(
-					"batchRecvLoop error when receive",
-					zap.String("target", c.target),
-					zap.Error(err),
-				)
 
-				if c.reCreateStreamingClient(err) {
+				err1 := c.reCreateStreamingClient(err)
+				if err1 == nil {
 					break
 				}
-
-				// TODO: Use a more smart backoff strategy.
-				time.Sleep(time.Second)
+				err2 := b.Backoff(boTiKVRPC, err1)
+				// As timeout is set to math.MaxUint32, err2 should always be nil.
+				// This line is added to make the 'make errcheck' pass.
+				terror.Log(err2)
 			}
 			metrics.TiKVBatchClientUnavailable.Observe(time.Since(now).Seconds())
 			continue