diff --git a/app/core/cache.py b/app/core/cache.py
index 2b187163..91f60427 100644
--- a/app/core/cache.py
+++ b/app/core/cache.py
@@ -1,13 +1,18 @@
 import inspect
-import os
+import json
+import pickle
 from abc import ABC, abstractmethod
 from functools import wraps
 from typing import Any, Dict, Optional
+from urllib.parse import quote
 
 import redis
 from cachetools import TTLCache
 from cachetools.keys import hashkey
 
+from app.core.config import settings
+from app.log import logger
+
 # 默认缓存区
 DEFAULT_CACHE_REGION = "DEFAULT"
 
@@ -60,6 +65,13 @@ class CacheBackend(ABC):
         """
         pass
 
+    @abstractmethod
+    def close(self) -> None:
+        """
+        关闭缓存连接
+        """
+        pass
+
     @staticmethod
     def get_region(region: str = DEFAULT_CACHE_REGION):
         """
@@ -154,15 +166,32 @@ class CacheToolsBackend(CacheBackend):
             region_cache = self.__get_region_cache(region)
             if region_cache:
                 region_cache.clear()
+                logger.info(f"Cleared cache for region: {region}")
         else:
             # 清除所有区域的缓存
             for region_cache in self._region_caches.values():
                 region_cache.clear()
+            logger.info("Cleared all cache")
+
+    def close(self) -> None:
+        """
+        内存缓存不需要关闭资源
+        """
+        pass
 
 
 class RedisBackend(CacheBackend):
     """
     基于 Redis 实现的缓存后端，支持通过 Redis 存储缓存
+
+    特性：
+    - 支持动态设置缓存的 TTL（Time To Live，存活时间）
+    - 支持分区域（region）管理缓存，不同的 region 采用独立的命名空间
+    - 支持自定义最大内存限制（maxmemory）和内存淘汰策略（如 allkeys-lru）
+
+    限制：
+    - 由于 Redis 的分布式特性，写入和读取可能受到网络延迟的影响
+    - Pickle 反序列化可能存在安全风险，需进一步重构调用来源，避免复杂对象缓存
     """
 
     def __init__(self, redis_url: str = "redis://localhost", ttl: int = 1800):
@@ -174,15 +203,76 @@ class RedisBackend(CacheBackend):
         """
         self.redis_url = redis_url
         self.ttl = ttl
-        self.client = redis.StrictRedis.from_url(redis_url)
+        try:
+            self.client = redis.Redis.from_url(
+                redis_url,
+                decode_responses=False,
+                socket_timeout=30,
+                socket_connect_timeout=5,
+                health_check_interval=60,
+            )
+            # 测试连接，确保 Redis 可用
+            self.client.ping()
+            logger.debug(f"Successfully connected to Redis")
+            self.set_memory_limit()
+        except Exception as e:
+            logger.error(f"Failed to connect to Redis: {e}")
+            raise RuntimeError("Redis connection failed") from e
+
+    def set_memory_limit(self, policy: str = "allkeys-lru"):
+        """
+        动态设置 Redis 最大内存和内存淘汰策略
+        :param policy: 淘汰策略（如 'allkeys-lru'）
+        """
+        try:
+            # 如果有显式值，则直接使用，为 0 时说明不限制，如果未配置，开启 BIG_MEMORY_MODE 时为 "1024mb"，未开启时为 "256mb"
+            maxmemory = settings.CACHE_REDIS_MAXMEMORY or ("1024mb" if settings.BIG_MEMORY_MODE else "256mb")
+            self.client.config_set("maxmemory", maxmemory)
+            self.client.config_set("maxmemory-policy", policy)
+            logger.debug(f"Redis maxmemory set to {maxmemory}, policy: {policy}")
+        except Exception as e:
+            logger.error(f"Failed to set Redis maxmemory or policy: {e}")
 
     @staticmethod
-    def get_redis_key(region, key):
+    def serialize(value: Any) -> bytes:
+        """
+        将值序列化为二进制数据，根据序列化方式标识格式
+        """
+        try:
+            # 尝试 JSON 序列化
+            return b"JSON" + b"\x00" + json.dumps(value).encode("utf-8")
+        except TypeError:
+            # 如果 JSON 序列化失败，使用 Pickle 序列化
+            return b"PICKLE" + b"\x00" + pickle.dumps(value)
+
+    @staticmethod
+    def deserialize(value: bytes) -> Any:
+        """
+        将二进制数据反序列化为原始值，根据格式标识区分序列化方式
+        """
+        format_marker, data = value.split(b"\x00", 1)
+        if format_marker == b"JSON":
+            return json.loads(data.decode("utf-8"))
+        elif format_marker == b"PICKLE":
+            return pickle.loads(data)
+        else:
+            raise ValueError("Unknown serialization format")
+
+    # @staticmethod
+    # def serialize(value: Any) -> bytes:
+    #     return msgpack.packb(value, use_bin_type=True)
+    #
+    # @staticmethod
+    # def deserialize(value: bytes) -> Any:
+    #     return msgpack.unpackb(value, raw=False)
+
+    def get_redis_key(self, region: str, key: str) -> str:
         """
         获取缓存 Key
         """
         # 使用 region 作为缓存键的一部分
-        return f"region:{region}:key:{key}"
+        region = self.get_region(quote(region))
+        return f"{region}:key:{quote(key)}"
 
     def set(self, key: str, value: Any, ttl: int = None, region: str = DEFAULT_CACHE_REGION, **kwargs) -> None:
         """
@@ -194,11 +284,17 @@ class RedisBackend(CacheBackend):
         :param region: 缓存的区
         :param kwargs: kwargs
         """
-        ttl = ttl or self.ttl
-        redis_key = self.get_redis_key(region, key)
-        self.client.setex(redis_key, ttl, value)
+        try:
+            ttl = ttl or self.ttl
+            redis_key = self.get_redis_key(region, key)
+            # 对值进行序列化
+            serialized_value = self.serialize(value)
+            kwargs.pop("maxsize", None)
+            self.client.set(redis_key, serialized_value, ex=ttl, **kwargs)
+        except Exception as e:
+            logger.error(f"Failed to set key: {key} in region: {region}, error: {e}")
 
-    def get(self, key: str, region: str = DEFAULT_CACHE_REGION) -> Any:
+    def get(self, key: str, region: str = DEFAULT_CACHE_REGION) -> Optional[Any]:
         """
         获取缓存的值
 
@@ -206,9 +302,15 @@ class RedisBackend(CacheBackend):
         :param region: 缓存的区
         :return: 返回缓存的值，如果缓存不存在返回 None
         """
-        redis_key = self.get_redis_key(region, key)
-        value = self.client.get(redis_key)
-        return value
+        try:
+            redis_key = self.get_redis_key(region, key)
+            value = self.client.get(redis_key)
+            if value is not None:
+                return self.deserialize(value)  # noqa
+            return None
+        except Exception as e:
+            logger.error(f"Failed to get key: {key} in region: {region}, error: {e}")
+            return None
 
     def delete(self, key: str, region: str = DEFAULT_CACHE_REGION) -> None:
         """
@@ -217,24 +319,40 @@ class RedisBackend(CacheBackend):
         :param key: 缓存的键
         :param region: 缓存的区
         """
-        redis_key = self.get_redis_key(region, key)
-        self.client.delete(redis_key)
+        try:
+            redis_key = self.get_redis_key(region, key)
+            self.client.delete(redis_key)
+        except Exception as e:
+            logger.error(f"Failed to delete key: {key} in region: {region}, error: {e}")
 
     def clear(self, region: Optional[str] = None) -> None:
         """
-        清除 Redis 中指定区域的缓存或全部缓存
+        清除指定区域的缓存或全部缓存
 
         :param region: 缓存的区
         """
-        if region:
-            # 清除指定区域的所有键
-            pattern = f"{region}:*"
-            keys = list(self.client.keys(pattern))
-            if keys:
-                self.client.delete(*keys)
-        else:
-            # 清除所有缓存
-            self.client.flushdb()
+        try:
+            if region:
+                cache_region = self.get_region(quote(region))
+                redis_key = f"{cache_region}:key:*"
+                # self.client.delete(*self.client.keys(redis_key))
+                with self.client.pipeline() as pipe:
+                    for key in self.client.scan_iter(redis_key):
+                        pipe.delete(key)
+                    pipe.execute()
+                logger.info(f"Cleared Redis cache for region: {region}")
+            else:
+                self.client.flushdb()
+                logger.info("Cleared all Redis cache")
+        except Exception as e:
+            logger.error(f"Failed to clear cache, region: {region}, error: {e}")
+
+    def close(self) -> None:
+        """
+        关闭 Redis 客户端的连接池
+        """
+        if self.client:
+            self.client.close()
 
 
 def get_cache_backend(maxsize: int = 1000, ttl: int = 1800) -> CacheBackend:
@@ -245,10 +363,23 @@ def get_cache_backend(maxsize: int = 1000, ttl: int = 1800) -> CacheBackend:
     :param ttl: 缓存的默认存活时间，单位秒
     :return: 返回缓存后端实例
     """
-    cache_type = os.getenv("CACHE_TYPE", "cachetools").lower()
+    cache_type = settings.CACHE_BACKEND_TYPE
+    logger.debug(f"Cache backend type from settings: {cache_type}")
 
     if cache_type == "redis":
-        return RedisBackend(redis_url=os.getenv("REDIS_URL", "redis://localhost"))
+        redis_url = settings.CACHE_BACKEND_URL
+        if redis_url:
+            try:
+                logger.debug(f"Attempting to use RedisBackend with URL: {redis_url}, TTL: {ttl}")
+                return RedisBackend(redis_url=redis_url, ttl=ttl)
+            except RuntimeError:
+                logger.warning("Falling back to CacheToolsBackend due to Redis connection failure.")
+        else:
+            logger.debug("Cache backend type is redis, but no valid REDIS_URL found. "
+                         "Falling back to CacheToolsBackend.")
+
+    # 如果不是 Redis，回退到内存缓存
+    logger.debug(f"Using CacheToolsBackend with default maxsize: {maxsize}, TTL: {ttl}")
     return CacheToolsBackend(maxsize=maxsize, ttl=ttl)
 
 
@@ -330,7 +461,6 @@ def cached(region: Optional[str] = None, maxsize: int = 1000, ttl: int = 1800,
             """
             # 清理缓存区
             cache_backend.clear(region=cache_region)
-            print(f"{cache_region} region cache is cleared")
 
         wrapper.cache_region = cache_region
         wrapper.cache_clear = cache_clear
@@ -341,3 +471,15 @@ def cached(region: Optional[str] = None, maxsize: int = 1000, ttl: int = 1800,
 
 # 缓存后端实例
 cache_backend = get_cache_backend()
+
+
+def close_cache() -> None:
+    """
+    关闭缓存后端连接并清理资源
+    """
+    try:
+        if cache_backend:
+            cache_backend.close()
+            logger.info("Cache backend closed successfully.")
+    except Exception as e:
+        logger.info(f"Error while closing cache backend: {e}")
diff --git a/app/core/config.py b/app/core/config.py
index babe3408..adf30688 100644
--- a/app/core/config.py
+++ b/app/core/config.py
@@ -71,6 +71,12 @@ class ConfigModel(BaseModel):
     DB_TIMEOUT: int = 60
     # SQLite 是否启用 WAL 模式，默认关闭
     DB_WAL_ENABLE: bool = False
+    # 缓存类型，支持 cachetools 和 redis，默认使用 cachetools
+    CACHE_BACKEND_TYPE: str = "cachetools"
+    # 缓存连接字符串，仅外部缓存（如 Redis、Memcached）需要
+    CACHE_BACKEND_URL: Optional[str] = None
+    # Redis 缓存最大内存限制，未配置时，如开启大内存模式时为 "1024mb"，未开启时为 "256mb"
+    CACHE_REDIS_MAXMEMORY: Optional[str] = None
     # 配置文件目录
     CONFIG_DIR: Optional[str] = None
     # 超级管理员
@@ -351,7 +357,7 @@ class Settings(BaseSettings, ConfigModel, LogConfigModel):
             return default, True
 
     @validator('*', pre=True, always=True)
-    def generic_type_validator(cls, value: Any, field): # noqa
+    def generic_type_validator(cls, value: Any, field):  # noqa
         """
         通用校验器，尝试将配置值转换为期望的类型
         """
diff --git a/app/scheduler.py b/app/scheduler.py
index 3b1fbeae..5e118d0b 100644
--- a/app/scheduler.py
+++ b/app/scheduler.py
@@ -15,7 +15,6 @@ from app.chain.recommend import RecommendChain
 from app.chain.site import SiteChain
 from app.chain.subscribe import SubscribeChain
 from app.chain.tmdb import TmdbChain
-from app.chain.torrents import TorrentsChain
 from app.chain.transfer import TransferChain
 from app.core.config import settings
 from app.core.event import EventManager
diff --git a/app/startup/modules_initializer.py b/app/startup/modules_initializer.py
index 66e59733..96a845f1 100644
--- a/app/startup/modules_initializer.py
+++ b/app/startup/modules_initializer.py
@@ -2,6 +2,7 @@ import sys
 
 from fastapi import FastAPI
 
+from app.core.cache import close_cache
 from app.core.config import global_vars, settings
 from app.core.module import ModuleManager
 from app.log import logger
@@ -129,6 +130,8 @@ def shutdown_modules(_: FastAPI):
     Monitor().stop()
     # 停止线程池
     ThreadHelper().shutdown()
+    # 停止缓存连接
+    close_cache()
     # 停止数据库连接
     close_database()
     # 停止前端服务