diff --git a/store/driver/txn/batch_getter.go b/store/driver/txn/batch_getter.go
index 272ae0fd9843e..19f588373d1cc 100644
--- a/store/driver/txn/batch_getter.go
+++ b/store/driver/txn/batch_getter.go
@@ -16,11 +16,60 @@ package txn
 
 import (
 	"context"
+	"unsafe"
 
-	"github.com/pingcap/errors"
 	"github.com/pingcap/tidb/kv"
+	tikverr "github.com/tikv/client-go/v2/error"
+	"github.com/tikv/client-go/v2/txnkv/transaction"
 )
 
+// tikvBatchGetter is the BatchGetter struct for tikv
+// In order to directly call NewBufferBatchGetter in client-go
+// We need to implement the interface (transaction.BatchGetter) in client-go for tikvBatchGetter
+type tikvBatchGetter struct {
+	tidbBatchGetter BatchGetter
+}
+
+func (b tikvBatchGetter) BatchGet(ctx context.Context, keys [][]byte) (map[string][]byte, error) {
+	// toTiDBKeys
+	kvKeys := *(*[]kv.Key)(unsafe.Pointer(&keys))
+	vals, err := b.tidbBatchGetter.BatchGet(ctx, kvKeys)
+	return vals, err
+}
+
+// tikvBatchBufferGetter is the BatchBufferGetter struct for tikv
+// In order to directly call NewBufferBatchGetter in client-go
+// We need to implement the interface (transaction.BatchBufferGetter) in client-go for tikvBatchBufferGetter
+type tikvBatchBufferGetter struct {
+	tidbMiddleCache Getter
+	tidbBuffer      BatchBufferGetter
+}
+
+func (b tikvBatchBufferGetter) Get(k []byte) ([]byte, error) {
+	// Get from buffer
+	val, err := b.tidbBuffer.Get(context.TODO(), k)
+	if err == nil || !kv.IsErrNotFound(err) || b.tidbMiddleCache == nil {
+		if kv.IsErrNotFound(err) {
+			err = tikverr.ErrNotExist
+		}
+		return val, err
+	}
+	// Get from middle cache
+	val, err = b.tidbMiddleCache.Get(context.TODO(), k)
+	if err == nil {
+		return val, err
+	}
+	// TiDB err NotExist to TiKV err NotExist
+	// The BatchGet method in client-go will call this method
+	// Therefore, the error needs to convert to TiKV's type, otherwise the error will not be handled properly in client-go
+	err = tikverr.ErrNotExist
+	return val, err
+}
+
+func (b tikvBatchBufferGetter) Len() int {
+	return b.tidbBuffer.Len()
+}
+
 // BatchBufferGetter is the interface for BatchGet.
 type BatchBufferGetter interface {
 	Len() int
@@ -42,50 +91,20 @@ type Getter interface {
 
 // BufferBatchGetter is the type for BatchGet with MemBuffer.
 type BufferBatchGetter struct {
-	buffer   BatchBufferGetter
-	middle   Getter
-	snapshot BatchGetter
+	tikvBufferBatchGetter transaction.BufferBatchGetter
 }
 
 // NewBufferBatchGetter creates a new BufferBatchGetter.
 func NewBufferBatchGetter(buffer BatchBufferGetter, middleCache Getter, snapshot BatchGetter) *BufferBatchGetter {
-	return &BufferBatchGetter{buffer: buffer, middle: middleCache, snapshot: snapshot}
+	tikvBuffer := tikvBatchBufferGetter{tidbMiddleCache: middleCache, tidbBuffer: buffer}
+	tikvSnapshot := tikvBatchGetter{snapshot}
+	return &BufferBatchGetter{tikvBufferBatchGetter: *transaction.NewBufferBatchGetter(tikvBuffer, tikvSnapshot)}
 }
 
 // BatchGet implements the BatchGetter interface.
 func (b *BufferBatchGetter) BatchGet(ctx context.Context, keys []kv.Key) (map[string][]byte, error) {
-	if b.buffer.Len() == 0 {
-		return b.snapshot.BatchGet(ctx, keys)
-	}
-	bufferValues := make([][]byte, len(keys))
-	shrinkKeys := make([]kv.Key, 0, len(keys))
-	for i, key := range keys {
-		val, err := b.buffer.Get(ctx, key)
-		if err == nil {
-			bufferValues[i] = val
-			continue
-		}
-		if !kv.IsErrNotFound(err) {
-			return nil, errors.Trace(err)
-		}
-		if b.middle != nil {
-			val, err = b.middle.Get(ctx, key)
-			if err == nil {
-				bufferValues[i] = val
-				continue
-			}
-		}
-		shrinkKeys = append(shrinkKeys, key)
-	}
-	storageValues, err := b.snapshot.BatchGet(ctx, shrinkKeys)
-	if err != nil {
-		return nil, errors.Trace(err)
-	}
-	for i, key := range keys {
-		if len(bufferValues[i]) == 0 {
-			continue
-		}
-		storageValues[string(key)] = bufferValues[i]
-	}
-	return storageValues, nil
+	tikvKeys := toTiKVKeys(keys)
+	storageValues, err := b.tikvBufferBatchGetter.BatchGet(ctx, tikvKeys)
+
+	return storageValues, err
 }