diff --git a/tests/trainer/test_trainer_callback.py b/tests/trainer/test_trainer_callback.py
index 4676c0da06e4..76778b01e4b6 100644
--- a/tests/trainer/test_trainer_callback.py
+++ b/tests/trainer/test_trainer_callback.py
@@ -27,7 +27,8 @@
 import shutil
 import tempfile
 import unittest
-from unittest.mock import patch
+from types import SimpleNamespace
+from unittest.mock import Mock, patch
 
 from transformers import (
     DefaultFlowCallback,
@@ -41,6 +42,7 @@
     TrainingArguments,
     is_torch_available,
 )
+from transformers.integrations.integration_utils import SwanLabCallback
 from transformers.testing_utils import require_torch
 from transformers.trainer_callback import CallbackHandler, ExportableState, TrainerControl
 
@@ -732,6 +734,73 @@ class MockArgs:
         self.assertEqual(state.save_steps, 50)
 
 
+class SwanLabCallbackTest(unittest.TestCase):
+    def _create_callback(self, fake_swanlab):
+        with patch("transformers.integrations.integration_utils.is_swanlab_available", return_value=True):
+            with patch.dict("sys.modules", {"swanlab": fake_swanlab}):
+                callback = SwanLabCallback()
+        return callback
+
+    @staticmethod
+    def _create_args():
+        class SwanLabArgs:
+            run_name = "swanlab-run"
+            resume_from_checkpoint = False
+
+            @staticmethod
+            def to_dict():
+                return {}
+
+        return SwanLabArgs()
+
+    @staticmethod
+    def _create_state():
+        return SimpleNamespace(is_world_process_zero=True, trial_name=None)
+
+    @staticmethod
+    def _create_model():
+        class DummyConfig:
+            @staticmethod
+            def to_dict():
+                return {}
+
+        class DummyModel:
+            config = DummyConfig()
+            peft_config = None
+
+            @staticmethod
+            def num_parameters():
+                return 1
+
+        return DummyModel()
+
+    def test_setup_does_not_forward_id_or_resume_by_default(self):
+        fake_swanlab = Mock()
+        fake_swanlab.get_run.return_value = None
+        fake_swanlab.config = {}
+        callback = self._create_callback(fake_swanlab)
+
+        with patch.dict(os.environ, {}, clear=True):
+            callback.setup(self._create_args(), self._create_state(), self._create_model())
+
+        init_kwargs = fake_swanlab.init.call_args.kwargs
+        self.assertNotIn("id", init_kwargs)
+        self.assertNotIn("resume", init_kwargs)
+
+    def test_setup_forwards_id_and_resume_from_env(self):
+        fake_swanlab = Mock()
+        fake_swanlab.get_run.return_value = None
+        fake_swanlab.config = {}
+        callback = self._create_callback(fake_swanlab)
+
+        with patch.dict(os.environ, {"SWANLAB_RUN_ID": "run-123", "SWANLAB_RESUME": "must"}, clear=True):
+            callback.setup(self._create_args(), self._create_state(), self._create_model())
+
+        init_kwargs = fake_swanlab.init.call_args.kwargs
+        self.assertEqual(init_kwargs["id"], "run-123")
+        self.assertEqual(init_kwargs["resume"], "must")
+
+
 class TrainerControlTest(unittest.TestCase):
     """Tests for TrainerControl functionality."""