diff --git a/fastdeploy/config.py b/fastdeploy/config.py
index 8400e90da..166c5ff1f 100644
--- a/fastdeploy/config.py
+++ b/fastdeploy/config.py
@@ -31,7 +31,7 @@ from fastdeploy.model_executor.layers.quantization.quant_base import QuantConfig
 from fastdeploy.multimodal.registry import MultimodalRegistry
 from fastdeploy.platforms import current_platform
 from fastdeploy.scheduler import SchedulerConfig
-from fastdeploy.utils import ceil_div, check_unified_ckpt, get_host_ip, get_logger
+from fastdeploy.utils import ceil_div, check_unified_ckpt, get_host_ip, get_logger, console_logger
 
 logger = get_logger("config", "config.log")
 
@@ -967,6 +967,12 @@ class CacheConfig:
     def _verify_args(self):
         if self.gpu_memory_utilization > 1.0:
             raise ValueError("GPU memory utilization must be less than 1.0. Got " f"{self.gpu_memory_utilization}.")
+        if self.gpu_memory_utilization >= 0.95:
+            console_logger.warning(
+                f"GPU memory utilization is set to {self.gpu_memory_utilization}, which is >= 0.95. "
+                "This may cause out-of-memory (OOM) issues during inference due to GPU memory fluctuations. "
+                "It is recommended to configure gpu_memory_utilization below 0.9 for stable operation."
+            )
         if self.kv_cache_ratio > 1.0:
             raise ValueError("KV cache ratio must be less than 1.0. Got " f"{self.kv_cache_ratio}.")
 
diff --git a/tests/utils/test_config.py b/tests/utils/test_config.py
index c68154013..74bbafb70 100644
--- a/tests/utils/test_config.py
+++ b/tests/utils/test_config.py
@@ -1,4 +1,6 @@
 import unittest
+import logging
+from unittest.mock import patch
 
 from fastdeploy import envs
 from fastdeploy.config import (
@@ -79,6 +81,38 @@ class TestConfig(unittest.TestCase):
         fd_config.init_cache_info()
         assert fd_config.disaggregate_info["role"] == "prefill"
 
+    def test_gpu_memory_utilization_warning(self):
+        """Test that a warning is issued when gpu_memory_utilization >= 0.95"""
+        with patch('fastdeploy.utils.console_logger') as mock_logger:
+            # Test case 1: gpu_memory_utilization = 0.95 should trigger warning
+            cache_config = CacheConfig({"gpu_memory_utilization": 0.95})
+            mock_logger.warning.assert_called_once()
+            warning_call = mock_logger.warning.call_args[0][0]
+            self.assertIn("0.95", warning_call)
+            self.assertIn("out-of-memory", warning_call)
+            self.assertIn("below 0.9", warning_call)
+            
+            # Reset mock
+            mock_logger.reset_mock()
+            
+            # Test case 2: gpu_memory_utilization = 0.99 should trigger warning
+            cache_config = CacheConfig({"gpu_memory_utilization": 0.99})
+            mock_logger.warning.assert_called_once()
+            
+            # Reset mock
+            mock_logger.reset_mock()
+            
+            # Test case 3: gpu_memory_utilization = 0.9 should NOT trigger warning
+            cache_config = CacheConfig({"gpu_memory_utilization": 0.9})
+            mock_logger.warning.assert_not_called()
+            
+            # Reset mock
+            mock_logger.reset_mock()
+            
+            # Test case 4: gpu_memory_utilization = 0.8 should NOT trigger warning
+            cache_config = CacheConfig({"gpu_memory_utilization": 0.8})
+            mock_logger.warning.assert_not_called()
+
 
 if __name__ == "__main__":
     unittest.main()