diff --git a/executor/batch_point_get.go b/executor/batch_point_get.go
index 0d8c355319d8a..cf5d919d5c779 100644
--- a/executor/batch_point_get.go
+++ b/executor/batch_point_get.go
@@ -148,7 +148,9 @@ func (e *BatchPointGetExec) Open(context.Context) error {
 	setResourceGroupTagForTxn(stmtCtx, snapshot)
 	// Avoid network requests for the temporary table.
 	if e.tblInfo.TempTableType == model.TempTableGlobal {
-		snapshot = globalTemporaryTableSnapshot{snapshot}
+		snapshot = temporaryTableSnapshot{snapshot, nil}
+	} else if e.tblInfo.TempTableType == model.TempTableLocal {
+		snapshot = temporaryTableSnapshot{snapshot, e.ctx.GetSessionVars().TemporaryTableData}
 	}
 	var batchGetter kv.BatchGetter = snapshot
 	if txn.Valid() {
@@ -166,14 +168,37 @@ func (e *BatchPointGetExec) Open(context.Context) error {
 	return nil
 }
 
-// Global temporary table would always be empty, so get the snapshot data of it is meanless.
-// globalTemporaryTableSnapshot inherits kv.Snapshot and override the BatchGet methods to return empty.
-type globalTemporaryTableSnapshot struct {
+// Temporary table would always use memBuffer in session as snapshot.
+// temporaryTableSnapshot inherits kv.Snapshot and override the BatchGet methods to return empty.
+type temporaryTableSnapshot struct {
 	kv.Snapshot
+	memBuffer kv.MemBuffer
 }
 
-func (s globalTemporaryTableSnapshot) BatchGet(ctx context.Context, keys []kv.Key) (map[string][]byte, error) {
-	return make(map[string][]byte), nil
+func (s temporaryTableSnapshot) BatchGet(ctx context.Context, keys []kv.Key) (map[string][]byte, error) {
+	values := make(map[string][]byte)
+	if s.memBuffer == nil {
+		return values, nil
+	}
+
+	for _, key := range keys {
+		val, err := s.memBuffer.Get(ctx, key)
+		if err == kv.ErrNotExist {
+			continue
+		}
+
+		if err != nil {
+			return nil, err
+		}
+
+		if len(val) == 0 {
+			continue
+		}
+
+		values[string(key)] = val
+	}
+
+	return values, nil
 }
 
 // Close implements the Executor interface.
diff --git a/session/session_test.go b/session/session_test.go
index 54a6e1bae9bc4..6800ccd3277ed 100644
--- a/session/session_test.go
+++ b/session/session_test.go
@@ -4986,6 +4986,7 @@ func (s *testSessionSuite) TestLocalTemporaryTablePointGet(c *C) {
 	tk.MustExec("create temporary table tmp1 (id int primary key auto_increment, u int unique, v int)")
 	tk.MustExec("insert into tmp1 values(1, 11, 101)")
 	tk.MustExec("insert into tmp1 values(2, 12, 102)")
+	tk.MustExec("insert into tmp1 values(4, 14, 104)")
 
 	// check point get out transaction
 	tk.MustQuery("select * from tmp1 where id=1").Check(testkit.Rows("1 11 101"))
@@ -5004,10 +5005,55 @@ func (s *testSessionSuite) TestLocalTemporaryTablePointGet(c *C) {
 	tk.MustQuery("select * from tmp1 where u=13").Check(testkit.Rows("3 13 103"))
 	tk.MustExec("update tmp1 set v=999 where id=2")
 	tk.MustQuery("select * from tmp1 where id=2").Check(testkit.Rows("2 12 999"))
+	tk.MustExec("delete from tmp1 where id=4")
+	tk.MustQuery("select * from tmp1 where id=4").Check(testkit.Rows())
+	tk.MustQuery("select * from tmp1 where u=14").Check(testkit.Rows())
 	tk.MustExec("commit")
 
 	// check point get after transaction
 	tk.MustQuery("select * from tmp1 where id=3").Check(testkit.Rows("3 13 103"))
 	tk.MustQuery("select * from tmp1 where u=13").Check(testkit.Rows("3 13 103"))
 	tk.MustQuery("select * from tmp1 where id=2").Check(testkit.Rows("2 12 999"))
+	tk.MustQuery("select * from tmp1 where id=4").Check(testkit.Rows())
+	tk.MustQuery("select * from tmp1 where u=14").Check(testkit.Rows())
+}
+
+func (s *testSessionSuite) TestLocalTemporaryTableBatchPointGet(c *C) {
+	tk := testkit.NewTestKit(c, s.store)
+	tk.MustExec("set @@tidb_enable_noop_functions=1")
+	tk.MustExec("use test")
+	tk.MustExec("create temporary table tmp1 (id int primary key auto_increment, u int unique, v int)")
+	tk.MustExec("insert into tmp1 values(1, 11, 101)")
+	tk.MustExec("insert into tmp1 values(2, 12, 102)")
+	tk.MustExec("insert into tmp1 values(3, 13, 103)")
+	tk.MustExec("insert into tmp1 values(4, 14, 104)")
+
+	// check point get out transaction
+	tk.MustQuery("select * from tmp1 where id in (1, 3)").Check(testkit.Rows("1 11 101", "3 13 103"))
+	tk.MustQuery("select * from tmp1 where u in (11, 13)").Check(testkit.Rows("1 11 101", "3 13 103"))
+	tk.MustQuery("select * from tmp1 where id in (1, 3, 5)").Check(testkit.Rows("1 11 101", "3 13 103"))
+	tk.MustQuery("select * from tmp1 where u in (11, 13, 15)").Check(testkit.Rows("1 11 101", "3 13 103"))
+
+	// check point get in transaction
+	tk.MustExec("begin")
+	tk.MustQuery("select * from tmp1 where id in (1, 3)").Check(testkit.Rows("1 11 101", "3 13 103"))
+	tk.MustQuery("select * from tmp1 where u in (11, 13)").Check(testkit.Rows("1 11 101", "3 13 103"))
+	tk.MustQuery("select * from tmp1 where id in (1, 3, 5)").Check(testkit.Rows("1 11 101", "3 13 103"))
+	tk.MustQuery("select * from tmp1 where u in (11, 13, 15)").Check(testkit.Rows("1 11 101", "3 13 103"))
+	tk.MustExec("insert into tmp1 values(6, 16, 106)")
+	tk.MustQuery("select * from tmp1 where id in (1, 6)").Check(testkit.Rows("1 11 101", "6 16 106"))
+	tk.MustQuery("select * from tmp1 where u in (11, 16)").Check(testkit.Rows("1 11 101", "6 16 106"))
+	tk.MustExec("update tmp1 set v=999 where id=3")
+	tk.MustQuery("select * from tmp1 where id in (1, 3)").Check(testkit.Rows("1 11 101", "3 13 999"))
+	tk.MustQuery("select * from tmp1 where u in (11, 13)").Check(testkit.Rows("1 11 101", "3 13 999"))
+	tk.MustExec("delete from tmp1 where id=4")
+	tk.MustQuery("select * from tmp1 where id in (1, 4)").Check(testkit.Rows("1 11 101"))
+	tk.MustQuery("select * from tmp1 where u in (11, 14)").Check(testkit.Rows("1 11 101"))
+	tk.MustExec("commit")
+
+	// check point get after transaction
+	tk.MustQuery("select * from tmp1 where id in (1, 3, 6)").Check(testkit.Rows("1 11 101", "3 13 999", "6 16 106"))
+	tk.MustQuery("select * from tmp1 where u in (11, 13, 16)").Check(testkit.Rows("1 11 101", "3 13 999", "6 16 106"))
+	tk.MustQuery("select * from tmp1 where id in (1, 4)").Check(testkit.Rows("1 11 101"))
+	tk.MustQuery("select * from tmp1 where u in (11, 14)").Check(testkit.Rows("1 11 101"))
 }