diff --git a/src/common/database/api/specialized.py b/src/common/database/api/specialized.py
index 7ebd37c32..494fa4283 100644
--- a/src/common/database/api/specialized.py
+++ b/src/common/database/api/specialized.py
@@ -19,6 +19,8 @@ from src.common.database.core.models import (
     UserRelationships,
 )
 from src.common.database.core.session import get_db_session
+from src.common.database.optimization.cache_manager import get_cache
+from src.common.database.utils.decorators import cached, generate_cache_key
 from src.common.logger import get_logger
 
 logger = get_logger("database.specialized")
@@ -179,6 +181,7 @@ async def save_message(
 
 
 # ===== PersonInfo 业务API =====
+@cached(ttl=600, key_prefix="person_info")  # 缓存10分钟
 async def get_or_create_person(
     platform: str,
     person_id: str,
@@ -234,6 +237,11 @@ async def update_person_affinity(
             {"affinity": new_affinity},
         )
         
+        # 使缓存失效
+        cache = await get_cache()
+        cache_key = generate_cache_key("person_info", platform, person_id)
+        await cache.delete(cache_key)
+        
         logger.debug(f"更新好感度: {platform}/{person_id} {affinity_delta:+.2f} -> {new_affinity:.2f}")
         return True
         
@@ -243,6 +251,7 @@ async def update_person_affinity(
 
 
 # ===== ChatStreams 业务API =====
+@cached(ttl=300, key_prefix="chat_stream")  # 缓存5分钟
 async def get_or_create_chat_stream(
     stream_id: str,
     platform: str,
@@ -393,6 +402,7 @@ async def get_usage_statistics(
 
 
 # ===== UserRelationships 业务API =====
+@cached(ttl=300, key_prefix="user_relationship")  # 缓存5分钟
 async def get_user_relationship(
     platform: str,
     user_id: str,
@@ -458,6 +468,11 @@ async def update_relationship_affinity(
             },
         )
         
+        # 使缓存失效
+        cache = await get_cache()
+        cache_key = generate_cache_key("user_relationship", platform, user_id, target_id)
+        await cache.delete(cache_key)
+        
         logger.debug(
             f"更新关系: {platform}/{user_id}->{target_id} "
             f"好感度{affinity_delta:+.2f}->{new_affinity:.2f} "
diff --git a/src/common/database/utils/__init__.py b/src/common/database/utils/__init__.py
index 3782403a5..d59fba36c 100644
--- a/src/common/database/utils/__init__.py
+++ b/src/common/database/utils/__init__.py
@@ -6,7 +6,15 @@
 - 性能监控
 """
 
-from .decorators import cached, db_operation, measure_time, retry, timeout, transactional
+from .decorators import (
+    cached,
+    db_operation,
+    generate_cache_key,
+    measure_time,
+    retry,
+    timeout,
+    transactional,
+)
 from .exceptions import (
     BatchSchedulerError,
     CacheError,
diff --git a/src/common/database/utils/decorators.py b/src/common/database/utils/decorators.py
index 1db687d15..176a5c25b 100644
--- a/src/common/database/utils/decorators.py
+++ b/src/common/database/utils/decorators.py
@@ -18,6 +18,42 @@ from src.common.logger import get_logger
 
 logger = get_logger("database.decorators")
 
+
+def generate_cache_key(
+    key_prefix: str,
+    *args: Any,
+    **kwargs: Any,
+) -> str:
+    """生成与@cached装饰器相同的缓存键
+    
+    用于手动缓存失效等操作
+    
+    Args:
+        key_prefix: 缓存键前缀
+        *args: 位置参数
+        **kwargs: 关键字参数
+        
+    Returns:
+        缓存键字符串
+        
+    Example:
+        cache_key = generate_cache_key("person_info", platform, person_id)
+        await cache.delete(cache_key)
+    """
+    cache_key_parts = [key_prefix]
+    
+    if args:
+        args_str = ",".join(str(arg) for arg in args)
+        args_hash = hashlib.md5(args_str.encode()).hexdigest()[:8]
+        cache_key_parts.append(f"args:{args_hash}")
+    
+    if kwargs:
+        kwargs_str = ",".join(f"{k}={v}" for k, v in sorted(kwargs.items()))
+        kwargs_hash = hashlib.md5(kwargs_str.encode()).hexdigest()[:8]
+        cache_key_parts.append(f"kwargs:{kwargs_hash}")
+    
+    return ":".join(cache_key_parts)
+
 T = TypeVar("T")
 F = TypeVar("F", bound=Callable[..., Awaitable[Any]])