diff --git a/apps/api/app/api/routes/templates_editor/clips.py b/apps/api/app/api/routes/templates_editor/clips.py
index 7c6b5e77a..5bbdc7c73 100755
--- a/apps/api/app/api/routes/templates_editor/clips.py
+++ b/apps/api/app/api/routes/templates_editor/clips.py
@@ -99,11 +99,19 @@ def _build_asset_url_map(
         logger.warning("获取存储服务失败，跳过asset_url生成")
         return {aid: None for aid in asset_ids}
 
+    # 批量查询所有 Asset（单次 SQL IN 查询，避免 N+1）
+    try:
+        assets = asset_repo.find_by_ids(asset_ids)
+        asset_map = {a.id: a for a in assets}
+    except Exception:
+        logger.warning("批量查询素材失败: asset_ids=%s", asset_ids, exc_info=True)
+        return {aid: None for aid in asset_ids if aid}
+
     for aid in asset_ids:
         if not aid:
             continue
         try:
-            asset = asset_repo.find_by_id(aid)
+            asset = asset_map.get(aid)
             if asset is None:
                 result[aid] = None
                 continue
diff --git a/packages/adapters/sqlalchemy_impl/asset_repository.py b/packages/adapters/sqlalchemy_impl/asset_repository.py
index 0c4077c14..b0c5d03b9 100755
--- a/packages/adapters/sqlalchemy_impl/asset_repository.py
+++ b/packages/adapters/sqlalchemy_impl/asset_repository.py
@@ -101,6 +101,13 @@ class SQLAlchemyAssetRepository:
             return None
         return self._to_domain(model)
 
+    def find_by_ids(self, asset_ids: list[str]) -> list[Asset]:
+        """批量查询素材（单次 SQL IN 查询，避免 N+1）。"""
+        if not asset_ids:
+            return []
+        models = self.session.query(AssetModel).filter(AssetModel.id.in_(asset_ids)).all()
+        return [self._to_domain(m) for m in models]
+
     def get(self, asset_id: str) -> Asset | None:
         return self.find_by_id(asset_id)