diff --git a/br/pkg/storage/gcs.go b/br/pkg/storage/gcs.go
index 9cc0041c8e377..5e20a74771493 100644
--- a/br/pkg/storage/gcs.go
+++ b/br/pkg/storage/gcs.go
@@ -172,6 +172,12 @@ func (s *GCSStorage) GetOptions() *backuppb.GCS {
 func (s *GCSStorage) DeleteFile(ctx context.Context, name string) error {
 	object := s.objectName(name)
 	err := s.GetBucketHandle().Object(object).Delete(ctx)
+	// for delete single file, files are deleted should be considered
+	if err != nil {
+		if goerrors.Is(err, storage.ErrObjectNotExist) {
+			return nil
+		}
+	}
 	return errors.Trace(err)
 }
 
diff --git a/br/pkg/storage/gcs_test.go b/br/pkg/storage/gcs_test.go
index 1aafed239b821..eb2f0690ce4a7 100644
--- a/br/pkg/storage/gcs_test.go
+++ b/br/pkg/storage/gcs_test.go
@@ -112,6 +112,9 @@ func TestGCS(t *testing.T) {
 	err = stg.DeleteFile(ctx, keyDelete)
 	require.NoError(t, err)
 
+	err = stg.DeleteFile(ctx, keyDelete)
+	require.NoError(t, err)
+
 	exist, err = stg.FileExists(ctx, keyDelete)
 	require.NoError(t, err)
 	require.False(t, exist)