diff --git a/backend/geoyoung_api.py b/backend/geoyoung_api.py
index 67e84c9..35cec4b 100644
--- a/backend/geoyoung_api.py
+++ b/backend/geoyoung_api.py
@@ -619,6 +619,12 @@ def api_geoyoung_orders_by_kd():
         
         orders = orders_result.get('orders', [])
         
+        # 각 주문의 items에 KD코드 추가 (enrich)
+        for order in orders:
+            items = order.get('items', [])
+            if items:
+                session._enrich_kd_codes(items)
+        
         # KD코드별 집계
         kd_summary = {}