diff --git a/app/api/api_recommendation.py b/app/api/api_recommendation.py
index 24ab52c..ac1e9ec 100644
--- a/app/api/api_recommendation.py
+++ b/app/api/api_recommendation.py
@@ -141,6 +141,9 @@ router = APIRouter()
 async def startup_event():
     """启动时初始化增量监听任务"""
     try:
+        # 屏蔽 apscheduler 的 INFO 日志
+        logging.getLogger("apscheduler").setLevel(logging.WARNING)
+
         # 确保 Milvus 集合已创建（若已存在则直接返回）
         try:
             create_collection()
diff --git a/app/service/recommendation_system/incremental_listener.py b/app/service/recommendation_system/incremental_listener.py
index bc662ee..5e554eb 100644
--- a/app/service/recommendation_system/incremental_listener.py
+++ b/app/service/recommendation_system/incremental_listener.py
@@ -308,6 +308,10 @@ class IncrementalListener:
 
 def start_background_listener(scheduler: BackgroundScheduler):
     """将增量监听任务注册到后台调度器"""
+    # 降低 apscheduler 的日志级别，避免大量刷屏
+    logging.getLogger('apscheduler.executors.default').setLevel(logging.WARNING)
+    logging.getLogger('apscheduler.scheduler').setLevel(logging.WARNING)
+    
     listener = IncrementalListener()
     scheduler.add_job(
         listener.process_once,