diff --git a/litellm/caching/redis_cache.py b/litellm/caching/redis_cache.py
index 0451336b80..960d19c3f8 100644
--- a/litellm/caching/redis_cache.py
+++ b/litellm/caching/redis_cache.py
@@ -637,6 +637,23 @@ class RedisCache(BaseCache):
                 "litellm.caching.caching: get() - Got exception from REDIS: ", e
             )
 
+    def _run_redis_mget_operation(self, keys: List[str]) -> List[Any]:
+        """
+        Wrapper to call `mget` on the redis client
+
+        We use a wrapper so RedisCluster can override this method
+        """
+        return self.redis_client.mget(keys=keys)  # type: ignore
+
+    async def _async_run_redis_mget_operation(self, keys: List[str]) -> List[Any]:
+        """
+        Wrapper to call `mget` on the redis client
+
+        We use a wrapper so RedisCluster can override this method
+        """
+        async_redis_client = self.init_async_client()
+        return await async_redis_client.mget(keys=keys)  # type: ignore
+
     def batch_get_cache(
         self,
         key_list: Union[List[str], List[Optional[str]]],
@@ -661,7 +678,7 @@ class RedisCache(BaseCache):
                 cache_key = self.check_and_fix_namespace(key=cache_key or "")
                 _keys.append(cache_key)
             start_time = time.time()
-            results: List = self.redis_client.mget(keys=_keys)  # type: ignore
+            results: List = self._run_redis_mget_operation(keys=_keys)
             end_time = time.time()
             _duration = end_time - start_time
             self.service_logger_obj.service_success_hook(
@@ -757,7 +774,6 @@ class RedisCache(BaseCache):
         `.mget` does not support None keys. This will filter out None keys.
         """
         # typed as Any, redis python lib has incomplete type stubs for RedisCluster and does not include `mget`
-        _redis_client: Any = self.init_async_client()
         key_value_dict = {}
         start_time = time.time()
         _key_list = [key for key in key_list if key is not None]
@@ -766,7 +782,7 @@ class RedisCache(BaseCache):
             for cache_key in _key_list:
                 cache_key = self.check_and_fix_namespace(key=cache_key)
                 _keys.append(cache_key)
-            results = await _redis_client.mget(keys=_keys)
+            results = await self._async_run_redis_mget_operation(keys=_keys)
             ## LOGGING ##
             end_time = time.time()
             _duration = end_time - start_time
diff --git a/litellm/caching/redis_cluster_cache.py b/litellm/caching/redis_cluster_cache.py
index 397ea89790..2e7d1de17f 100644
--- a/litellm/caching/redis_cluster_cache.py
+++ b/litellm/caching/redis_cluster_cache.py
@@ -5,7 +5,7 @@ Key differences:
 - RedisClient NEEDs to be re-used across requests, adds 3000ms latency if it's re-created
 """
 
-from typing import TYPE_CHECKING, Any, Optional
+from typing import TYPE_CHECKING, Any, List, Optional
 
 from litellm.caching.redis_cache import RedisCache
 
@@ -26,19 +26,34 @@ else:
 class RedisClusterCache(RedisCache):
     def __init__(self, *args, **kwargs):
         super().__init__(*args, **kwargs)
-        self.redis_cluster_client: Optional[RedisCluster] = None
+        self.redis_async_redis_cluster_client: Optional[RedisCluster] = None
+        self.redis_sync_redis_cluster_client: Optional[RedisCluster] = None
 
     def init_async_client(self):
         from redis.asyncio import RedisCluster
 
         from .._redis import get_redis_async_client
 
-        if self.redis_cluster_client:
-            return self.redis_cluster_client
+        if self.redis_async_redis_cluster_client:
+            return self.redis_async_redis_cluster_client
 
         _redis_client = get_redis_async_client(
             connection_pool=self.async_redis_conn_pool, **self.redis_kwargs
         )
         if isinstance(_redis_client, RedisCluster):
-            self.redis_cluster_client = _redis_client
+            self.redis_async_redis_cluster_client = _redis_client
+
         return _redis_client
+
+    def _run_redis_mget_operation(self, keys: List[str]) -> List[Any]:
+        """
+        Overrides `_run_redis_mget_operation` in redis_cache.py
+        """
+        return self.redis_client.mget_nonatomic(keys=keys)  # type: ignore
+
+    async def _async_run_redis_mget_operation(self, keys: List[str]) -> List[Any]:
+        """
+        Overrides `_async_run_redis_mget_operation` in redis_cache.py
+        """
+        async_redis_cluster_client = self.init_async_client()
+        return await async_redis_cluster_client.mget_nonatomic(keys=keys)  # type: ignore
diff --git a/litellm/proxy/proxy_config.yaml b/litellm/proxy/proxy_config.yaml
index e493b26dd8..a8479264e9 100644
--- a/litellm/proxy/proxy_config.yaml
+++ b/litellm/proxy/proxy_config.yaml
@@ -15,3 +15,4 @@ litellm_settings:
   cache_params:
     type: redis
     ttl: 600
+    redis_startup_nodes: [{"host": "127.0.0.1", "port": "7100"}] 
diff --git a/tests/litellm/caching/test_redis_cluster_cache.py b/tests/litellm/caching/test_redis_cluster_cache.py
new file mode 100644
index 0000000000..a23a1296f2
--- /dev/null
+++ b/tests/litellm/caching/test_redis_cluster_cache.py
@@ -0,0 +1,66 @@
+import json
+import os
+import sys
+from unittest.mock import MagicMock, patch
+
+import pytest
+from fastapi.testclient import TestClient
+
+sys.path.insert(
+    0, os.path.abspath("../../..")
+)  # Adds the parent directory to the system path
+
+from litellm.caching.redis_cluster_cache import RedisClusterCache
+
+
+@patch("litellm._redis.init_redis_cluster")
+def test_redis_cluster_batch_get(mock_init_redis_cluster):
+    """
+    Test that RedisClusterCache uses mget_nonatomic instead of mget for batch operations
+    """
+    # Create a mock Redis client
+    mock_redis = MagicMock()
+    mock_redis.mget_nonatomic.return_value = [None, None]  # Simulate no cache hits
+    mock_init_redis_cluster.return_value = mock_redis
+
+    # Create RedisClusterCache instance with mock client
+    cache = RedisClusterCache(
+        startup_nodes=[{"host": "localhost", "port": 6379}],
+        password="hello",
+    )
+
+    # Test batch_get_cache
+    keys = ["key1", "key2"]
+    cache.batch_get_cache(keys)
+
+    # Verify mget_nonatomic was called instead of mget
+    mock_redis.mget_nonatomic.assert_called_once()
+    assert not mock_redis.mget.called
+
+
+@pytest.mark.asyncio
+@patch("litellm._redis.init_redis_cluster")
+async def test_redis_cluster_async_batch_get(mock_init_redis_cluster):
+    """
+    Test that RedisClusterCache uses mget_nonatomic instead of mget for async batch operations
+    """
+    # Create a mock Redis client
+    mock_redis = MagicMock()
+    mock_redis.mget_nonatomic.return_value = [None, None]  # Simulate no cache hits
+
+    # Create RedisClusterCache instance with mock client
+    cache = RedisClusterCache(
+        startup_nodes=[{"host": "localhost", "port": 6379}],
+        password="hello",
+    )
+
+    # Mock the init_async_client to return our mock redis client
+    cache.init_async_client = MagicMock(return_value=mock_redis)
+
+    # Test async_batch_get_cache
+    keys = ["key1", "key2"]
+    await cache.async_batch_get_cache(keys)
+
+    # Verify mget_nonatomic was called instead of mget
+    mock_redis.mget_nonatomic.assert_called_once()
+    assert not mock_redis.mget.called