diff --git a/pkg/etcd/client_test.go b/pkg/etcd/client_test.go
index efa03c6d795..42220d48e9d 100644
--- a/pkg/etcd/client_test.go
+++ b/pkg/etcd/client_test.go
@@ -24,6 +24,7 @@ import (
 	"github.com/pingcap/errors"
 	"github.com/stretchr/testify/require"
 	"go.etcd.io/etcd/clientv3"
+	"go.etcd.io/etcd/etcdserver/api/v3rpc/rpctypes"
 )
 
 type mockClient struct {
@@ -43,6 +44,10 @@ func (m *mockClient) Put(ctx context.Context, key, val string, opts ...clientv3.
 	return nil, errors.New("mock error")
 }
 
+func (m *mockClient) Txn(ctx context.Context) clientv3.Txn {
+	return &mockTxn{ctx: ctx}
+}
+
 type mockWatcher struct {
 	clientv3.Watcher
 	watchCh      chan clientv3.WatchResponse
@@ -82,6 +87,32 @@ func TestRetry(t *testing.T) {
 	_, err = retrycli.Put(context.TODO(), "", "")
 	require.NotNil(t, err)
 	require.Containsf(t, errors.Cause(err).Error(), "mock error", "err:%v", err.Error())
+
+	ctx, cancel := context.WithCancel(context.Background())
+	defer cancel()
+
+	// Test Txn case
+	// case 0: normal
+	rsp, err := retrycli.Txn(ctx, nil, nil, nil)
+	require.Nil(t, err)
+	require.False(t, rsp.Succeeded)
+
+	// case 1: errors.ErrReachMaxTry
+	_, err = retrycli.Txn(ctx, TxnEmptyCmps, nil, nil)
+	require.Regexp(t, ".*CDC:ErrReachMaxTry.*", err)
+
+	// case 2: errors.ErrReachMaxTry
+	_, err = retrycli.Txn(ctx, nil, TxnEmptyOpsThen, nil)
+	require.Regexp(t, ".*CDC:ErrReachMaxTry.*", err)
+
+	// case 3: context.DeadlineExceeded
+	_, err = retrycli.Txn(ctx, TxnEmptyCmps, TxnEmptyOpsThen, nil)
+	require.Equal(t, context.DeadlineExceeded, err)
+
+	// other case: mock error
+	_, err = retrycli.Txn(ctx, TxnEmptyCmps, TxnEmptyOpsThen, TxnEmptyOpsElse)
+	require.Containsf(t, errors.Cause(err).Error(), "mock error", "err:%v", err.Error())
+
 	maxTries = originValue
 }
 
@@ -276,3 +307,44 @@ func TestRevisionNotFallBack(t *testing.T) {
 	// while WatchCh was reset
 	require.Equal(t, *watcher.rev, revision)
 }
+
+type mockTxn struct {
+	ctx  context.Context
+	mode int
+}
+
+func (txn *mockTxn) If(cs ...clientv3.Cmp) clientv3.Txn {
+	if cs != nil {
+		txn.mode += 1
+	}
+	return txn
+}
+
+func (txn *mockTxn) Then(ops ...clientv3.Op) clientv3.Txn {
+	if ops != nil {
+		txn.mode += 1 << 1
+	}
+	return txn
+}
+
+func (txn *mockTxn) Else(ops ...clientv3.Op) clientv3.Txn {
+	if ops != nil {
+		txn.mode += 1 << 2
+	}
+	return txn
+}
+
+func (txn *mockTxn) Commit() (*clientv3.TxnResponse, error) {
+	switch txn.mode {
+	case 0:
+		return &clientv3.TxnResponse{}, nil
+	case 1:
+		return nil, rpctypes.ErrNoSpace
+	case 2:
+		return nil, rpctypes.ErrTimeoutDueToLeaderFail
+	case 3:
+		return nil, context.DeadlineExceeded
+	default:
+		return nil, errors.New("mock error")
+	}
+}
diff --git a/pkg/orchestrator/etcd_worker.go b/pkg/orchestrator/etcd_worker.go
index 823f7c37608..2dec376abcf 100644
--- a/pkg/orchestrator/etcd_worker.go
+++ b/pkg/orchestrator/etcd_worker.go
@@ -202,7 +202,7 @@ func (worker *EtcdWorker) Run(ctx context.Context, session *concurrency.Session,
 		if len(pendingPatches) > 0 {
 			// Here we have some patches yet to be uploaded to Etcd.
 			pendingPatches, err = worker.applyPatchGroups(ctx, pendingPatches)
-			if isRetryableError(err) {
+			if cerrors.ErrEtcdTryAgain.Equal(err) {
 				continue
 			}
 			if err != nil {
@@ -254,13 +254,6 @@ func (worker *EtcdWorker) Run(ctx context.Context, session *concurrency.Session,
 	}
 }
 
-func isRetryableError(err error) bool {
-	err = errors.Cause(err)
-	return cerrors.ErrEtcdTryAgain.Equal(err) ||
-		cerrors.ErrReachMaxTry.Equal(err) ||
-		context.DeadlineExceeded == err
-}
-
 func (worker *EtcdWorker) handleEvent(_ context.Context, event *clientv3.Event) {
 	if worker.isDeleteCounterKey(event.Kv.Key) {
 		switch event.Type {