diff --git a/transfer_queue/config.yaml b/transfer_queue/config.yaml
index 9503afa..98983e5 100644
--- a/transfer_queue/config.yaml
+++ b/transfer_queue/config.yaml
@@ -24,6 +24,9 @@ backend:
     # ZMQ Server IP & Ports (automatically generated during init)
     zmq_info: null
 
+  RayStore:
+    client_name: RayStorageClient
+
   # For Yuanrong:
   # TODO
 
diff --git a/transfer_queue/storage/__init__.py b/transfer_queue/storage/__init__.py
index bac9a4c..04b0745 100644
--- a/transfer_queue/storage/__init__.py
+++ b/transfer_queue/storage/__init__.py
@@ -16,6 +16,7 @@
 from .managers import (
     AsyncSimpleStorageManager,
     MooncakeStorageManager,
+    RayStorageManager,
     TransferQueueStorageManager,
     TransferQueueStorageManagerFactory,
     YuanrongStorageManager,
@@ -31,4 +32,5 @@
     "AsyncSimpleStorageManager",
     "MooncakeStorageManager",
     "YuanrongStorageManager",
+    "RayStorageManager",
 ]
diff --git a/transfer_queue/storage/managers/__init__.py b/transfer_queue/storage/managers/__init__.py
index 9702bb1..77954bb 100644
--- a/transfer_queue/storage/managers/__init__.py
+++ b/transfer_queue/storage/managers/__init__.py
@@ -16,6 +16,7 @@
 from .base import TransferQueueStorageManager
 from .factory import TransferQueueStorageManagerFactory
 from .mooncake_manager import MooncakeStorageManager
+from .ray_storage_manager import RayStorageManager
 from .simple_backend_manager import AsyncSimpleStorageManager
 from .yuanrong_manager import YuanrongStorageManager
 
@@ -25,4 +26,5 @@
     "AsyncSimpleStorageManager",
     "YuanrongStorageManager",
     "MooncakeStorageManager",
+    "RayStorageManager",
 ]
diff --git a/transfer_queue/storage/managers/ray_storage_manager.py b/transfer_queue/storage/managers/ray_storage_manager.py
new file mode 100644
index 0000000..79d37f3
--- /dev/null
+++ b/transfer_queue/storage/managers/ray_storage_manager.py
@@ -0,0 +1,40 @@
+# Copyright 2025 Huawei Technologies Co., Ltd. All Rights Reserved.
+# Copyright 2025 The TransferQueue Team
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import logging
+import os
+from typing import Any
+
+from transfer_queue.storage.managers.base import KVStorageManager
+from transfer_queue.storage.managers.factory import TransferQueueStorageManagerFactory
+from transfer_queue.utils.zmq_utils import ZMQServerInfo
+
+logger = logging.getLogger(__name__)
+logger.setLevel(os.getenv("TQ_LOGGING_LEVEL", logging.WARNING))
+
+
+@TransferQueueStorageManagerFactory.register("RayStore")
+class RayStorageManager(KVStorageManager):
+    """Storage manager for Ray-RDT backend."""
+
+    def __init__(self, controller_info: ZMQServerInfo, config: dict[str, Any]):
+        client_name = config.get("client_name", None)
+
+        if client_name is None:
+            logger.info("Missing 'client_name' in config, using default value('RayStorageClient')")
+            config["client_name"] = "RayStorageClient"
+        elif client_name != "RayStorageClient":
+            raise ValueError(f"Invalid 'client_name': {client_name} in config. Expecting 'RayStorageClient'")
+        super().__init__(controller_info, config)