diff --git a/src/dflow/argo_objects.py b/src/dflow/argo_objects.py
index 85c99668..bc9b4601 100644
--- a/src/dflow/argo_objects.py
+++ b/src/dflow/argo_objects.py
@@ -3,7 +3,6 @@
 import logging
 import os
 import shutil
-import tempfile
 import time
 from collections import UserDict, UserList
 from copy import deepcopy
@@ -13,7 +12,7 @@
 from .config import config, s3_config
 from .io import S3Artifact
 from .op_template import get_k8s_client
-from .utils import download_artifact, get_key, upload_s3
+from .utils import TempDir, download_artifact, get_key, upload_s3
 
 try:
     import kubernetes
@@ -82,7 +81,7 @@ def __getattr__(self, key):
         if ((key == "value" and "value" not in self.data) or
             (key == "type" and "type" not in self.data)) and \
                 hasattr(self, "save_as_artifact"):
-            with tempfile.TemporaryDirectory() as tmpdir:
+            with TempDir() as tmpdir:
                 try:
                     download_artifact(self, path=tmpdir)
                     fs = os.listdir(tmpdir)
@@ -163,7 +162,7 @@ def modify_output_parameter(
             self.outputs.parameters[name].value = jsonpickle.dumps(value)
 
         if hasattr(self.outputs.parameters[name], "save_as_artifact"):
-            with tempfile.TemporaryDirectory() as tmpdir:
+            with TempDir() as tmpdir:
                 path = tmpdir + "/" + name
                 with open(path, "w") as f:
                     f.write(jsonpickle.dumps(value))
diff --git a/src/dflow/io.py b/src/dflow/io.py
index 8eae61b8..57bdf079 100644
--- a/src/dflow/io.py
+++ b/src/dflow/io.py
@@ -1,5 +1,4 @@
 import json
-import tempfile
 from collections import UserDict
 from copy import copy, deepcopy
 from typing import Any, Dict, List, Optional, Union
@@ -7,7 +6,7 @@
 from .common import (CustomArtifact, HTTPArtifact, LocalArtifact, S3Artifact,
                      jsonpickle, param_errmsg, param_regex)
 from .config import config
-from .utils import randstr, s3_config, upload_s3
+from .utils import TempDir, randstr, s3_config, upload_s3
 
 try:
     from argo.workflows.client import (V1alpha1ArchiveStrategy,
@@ -517,7 +516,7 @@ def convert_to_argo(self):
                                             path=self.path,
                                             _from=str(self.value))
                 else:
-                    with tempfile.TemporaryDirectory() as tmpdir:
+                    with TempDir() as tmpdir:
                         path = tmpdir + "/" + self.name
                         with open(path, "w") as f:
                             f.write(jsonpickle.dumps(self.value))
diff --git a/src/dflow/utils.py b/src/dflow/utils.py
index 519aade3..2ec27b3f 100644
--- a/src/dflow/utils.py
+++ b/src/dflow/utils.py
@@ -31,6 +31,14 @@
     pass
 
 
+class TempDir(tempfile.TemporaryDirectory):
+    def cleanup(self):
+        try:
+            return super().cleanup()
+        except Exception:
+            pass
+
+
 def get_key(artifact, raise_error=True):
     if hasattr(artifact, "s3") and hasattr(artifact.s3, "key"):
         return artifact.s3.key
@@ -123,7 +131,7 @@ def download_artifact(
     if key[-4:] == ".tgz" and extract:
         path = os.path.join(path, os.path.basename(key))
         tf = tarfile.open(path, "r:gz")
-        with tempfile.TemporaryDirectory() as tmpdir:
+        with TempDir() as tmpdir:
             tf.extractall(tmpdir)
             tf.close()
 
@@ -219,7 +227,7 @@ def upload_artifact(
     if archive == "default":
         archive = config["archive_mode"]
     cwd = os.getcwd()
-    with tempfile.TemporaryDirectory() as tmpdir:
+    with TempDir() as tmpdir:
         if isinstance(path, dict) or (isinstance(path, list) and any(
                 [isinstance(p, (list, dict)) for p in path])):
             pairs = flatten(path).items()
@@ -320,7 +328,7 @@ def copy_artifact(src, dst, sort=False, **kwargs) -> S3Artifact:
                          key=lambda item: item["order"])["order"] + 1
             for item in src_catalog:
                 item["order"] += offset
-            with tempfile.TemporaryDirectory() as tmpdir:
+            with TempDir() as tmpdir:
                 catalog_dir = os.path.join(tmpdir, config["catalog_dir_name"])
                 os.makedirs(catalog_dir, exist_ok=True)
                 fpath = os.path.join(catalog_dir, str(uuid.uuid4()))
@@ -487,7 +495,7 @@ def catalog_of_artifact(art, storage_client=None, **kwargs) -> List[dict]:
     else:
         client = MinioClient(**kwargs)
     catalog = []
-    with tempfile.TemporaryDirectory() as tmpdir:
+    with TempDir() as tmpdir:
         objs = client.list(prefix=key)
         if len(objs) == 1 and objs[0][-1] == "/":
             key = objs[0]