diff --git a/.github/workflows/ci-java.yml b/.github/workflows/ci-java.yml
index e112f3ab..374fb460 100644
--- a/.github/workflows/ci-java.yml
+++ b/.github/workflows/ci-java.yml
@@ -24,7 +24,7 @@ permissions:
 
 jobs:
   spotless-check:
-    if: github.event_name == 'pull_request' && github.event.pull_request.draft == false
+    if: github.event.pull_request.draft == false
     name: Lint Check
     runs-on: ubuntu-latest
 
diff --git a/.github/workflows/ci-python.yml b/.github/workflows/ci-python.yml
index 84b1e919..75584368 100644
--- a/.github/workflows/ci-python.yml
+++ b/.github/workflows/ci-python.yml
@@ -22,7 +22,7 @@ permissions:
 
 jobs:
   lint:
-    if: github.event_name == 'pull_request' && github.event.pull_request.draft == false
+    if: github.event.pull_request.draft == false
     name: Lint & Format Check
     runs-on: ubuntu-latest
     defaults:
diff --git a/apps/pre-processing-service/app/service/crawl_service.py b/apps/pre-processing-service/app/service/crawl_service.py
index 52f68578..4122bb2e 100644
--- a/apps/pre-processing-service/app/service/crawl_service.py
+++ b/apps/pre-processing-service/app/service/crawl_service.py
@@ -28,7 +28,7 @@ async def crawl_product_detail(self, request: RequestSadaguCrawl) -> dict:
 
             if not product_detail:
                 logger.error(f"상품 상세 정보 크롤링 실패: url={request.product_url}")
-                raise InvalidItemDataException("상품 상세 정보 크롤링 실패")
+                raise InvalidItemDataException()
 
             product_title = product_detail.get("title", "Unknown")[:50]
             logger.success(
@@ -56,7 +56,7 @@ async def crawl_product_detail(self, request: RequestSadaguCrawl) -> dict:
             logger.error(
                 f"크롤링 서비스 오류: job_id={request.job_id}, product_url={request.product_url}, error='{e}'"
             )
-            raise InvalidItemDataException(f"상품 상세 크롤링 오류: {e}")
+            raise InvalidItemDataException()
         finally:
             await crawler.close()
             logger.debug("크롤러 리소스 정리 완료")
diff --git a/apps/pre-processing-service/app/service/match_service.py b/apps/pre-processing-service/app/service/match_service.py
index 613f301a..5816957a 100644
--- a/apps/pre-processing-service/app/service/match_service.py
+++ b/apps/pre-processing-service/app/service/match_service.py
@@ -92,4 +92,4 @@ def match_products(self, request: RequestSadaguMatch) -> dict:
             logger.error(
                 f"매칭 서비스 오류: job_id={request.job_id}, keyword='{keyword}', error='{e}'"
             )
-            raise InvalidItemDataException(f"키워드 매칭 실패: {str(e)}")
+            raise InvalidItemDataException()
diff --git a/apps/pre-processing-service/app/service/search_service.py b/apps/pre-processing-service/app/service/search_service.py
index a130db46..6fb09c0f 100644
--- a/apps/pre-processing-service/app/service/search_service.py
+++ b/apps/pre-processing-service/app/service/search_service.py
@@ -102,7 +102,7 @@ async def search_products(self, request: RequestSadaguSearch) -> dict:
             logger.error(
                 f"검색 서비스 오류: job_id={request.job_id}, keyword='{keyword}', error='{e}'"
             )
-            raise InvalidItemDataException(f"상품 검색 실패: {str(e)}")
+            raise InvalidItemDataException()
 
         finally:
             await crawler.close()
diff --git a/apps/pre-processing-service/app/service/similarity_service.py b/apps/pre-processing-service/app/service/similarity_service.py
index bd573eec..0ccb6b2c 100644
--- a/apps/pre-processing-service/app/service/similarity_service.py
+++ b/apps/pre-processing-service/app/service/similarity_service.py
@@ -174,4 +174,4 @@ def select_product_by_similarity(self, request: RequestSadaguSimilarity) -> dict
             logger.error(
                 f"유사도 분석 서비스 오류: job_id={request.job_id}, keyword='{keyword}', error='{e}'"
             )
-            raise InvalidItemDataException(f"유사도 분석 실패: {str(e)}")
+            raise InvalidItemDataException()