diff --git a/python/ray/autoscaler/_private/cluster_dump.py b/python/ray/autoscaler/_private/cluster_dump.py
index bb7ef0f23..c4411d0b6 100644
--- a/python/ray/autoscaler/_private/cluster_dump.py
+++ b/python/ray/autoscaler/_private/cluster_dump.py
@@ -84,8 +84,8 @@ class Archive:
     """
 
     def __init__(self, file: Optional[str] = None):
-        self.file = file or tempfile.mktemp(
-            prefix="ray_logs_", suffix=".tar.gz")
+        self.file = file or tempfile.mkstemp(
+            prefix="ray_logs_", suffix=".tar.gz")[1]
         self.tar = None
         self._lock = threading.Lock()
 
@@ -409,8 +409,8 @@ def create_and_get_archive_from_remote_node(remote_node: Node,
     cat = "node" if not remote_node.is_head else "head"
 
     cli_logger.print(f"Collecting data from remote node: {remote_node.host}")
-    tmp = tempfile.mktemp(
-        prefix=f"ray_{cat}_{remote_node.host}_", suffix=".tar.gz")
+    tmp = tempfile.mkstemp(
+        prefix=f"ray_{cat}_{remote_node.host}_", suffix=".tar.gz")[1]
     with open(tmp, "wb") as fp:
         try:
             subprocess.check_call(cmd, stdout=fp, stderr=sys.stderr)
diff --git a/python/ray/cluster_utils.py b/python/ray/cluster_utils.py
index ce8e2c2c8..baf248b96 100644
--- a/python/ray/cluster_utils.py
+++ b/python/ray/cluster_utils.py
@@ -62,7 +62,7 @@ class AutoscalingCluster:
         ray.init("auto").
         """
         subprocess.check_call(["ray", "stop", "--force"])
-        fake_config = tempfile.mktemp()
+        _, fake_config = tempfile.mkstemp()
         with open(fake_config, "w") as f:
             f.write(json.dumps(self._config))
         cmd = [
diff --git a/python/ray/serve/tests/test_fastapi.py b/python/ray/serve/tests/test_fastapi.py
index b6fbc6ddc..87472804d 100644
--- a/python/ray/serve/tests/test_fastapi.py
+++ b/python/ray/serve/tests/test_fastapi.py
@@ -172,7 +172,7 @@ def test_fastapi_features(serve_instance):
             })
 
     def run_background(background_tasks: BackgroundTasks):
-        path = tempfile.mktemp()
+        _, path = tempfile.mkstemp()
 
         def write_to_file(p):
             with open(p, "w") as f:
diff --git a/python/ray/tune/tests/test_checkpoint_manager.py b/python/ray/tune/tests/test_checkpoint_manager.py
index 216341f12..3b577083f 100644
--- a/python/ray/tune/tests/test_checkpoint_manager.py
+++ b/python/ray/tune/tests/test_checkpoint_manager.py
@@ -136,7 +136,7 @@ class CheckpointManagerTest(unittest.TestCase):
 
         tmpfiles = []
         for i in range(3):
-            tmpfile = tempfile.mktemp()
+            _, tmpfile = tempfile.mkstemp()
             with open(tmpfile, "wt") as fp:
                 fp.write("")
             tmpfiles.append(tmpfile)
diff --git a/python/ray/tune/tests/test_trial_scheduler.py b/python/ray/tune/tests/test_trial_scheduler.py
index 49cd2183d..7fafd041c 100644
--- a/python/ray/tune/tests/test_trial_scheduler.py
+++ b/python/ray/tune/tests/test_trial_scheduler.py
@@ -2091,7 +2091,7 @@ class AsyncHyperBandSuite(unittest.TestCase):
             TrialScheduler.STOP)
 
     def testAsyncHBSaveRestore(self):
-        tmpfile = tempfile.mktemp()
+        _, tmpfile = tempfile.mkstemp()
 
         scheduler = AsyncHyperBandScheduler(
             metric="episode_reward_mean",
diff --git a/release/tune_tests/cloud_tests/workloads/run_cloud_test.py b/release/tune_tests/cloud_tests/workloads/run_cloud_test.py
index 7ecc7cede..15a2a6a6c 100644
--- a/release/tune_tests/cloud_tests/workloads/run_cloud_test.py
+++ b/release/tune_tests/cloud_tests/workloads/run_cloud_test.py
@@ -389,7 +389,7 @@ def fetch_remote_directory_content(
         local_dir: str,
 ):
     def _pack(dir: str):
-        tmpfile = tempfile.mktemp()
+        _, tmpfile = tempfile.mkstemp()
         with tarfile.open(tmpfile, "w:gz") as tar:
             tar.add(dir, arcname="")
 
@@ -399,7 +399,7 @@ def fetch_remote_directory_content(
         return stream
 
     def _unpack(stream: str, dir: str):
-        tmpfile = tempfile.mktemp()
+        _, tmpfile = tempfile.mkstemp()
 
         with open(tmpfile, "wb") as f:
             f.write(stream)