diff --git a/replicator/filetree.go b/replicator/filetree.go
index 779d3bc..379f529 100644
--- a/replicator/filetree.go
+++ b/replicator/filetree.go
@@ -118,7 +118,13 @@ func (tree FileTree) Del(ctx context.Context, key Key, version Version) error {
 		}
 	}
 
-	return os.Remove(tree.realpath(key))
+	if err := os.Remove(tree.realpath(key)); os.IsNotExist(err) {
+		return nil
+	} else if err != nil {
+		return err
+	}
+
+	return nil
 }
 
 func (tree FileTree) realpath(key Key) string {