diff --git a/.jules/bolt.md b/.jules/bolt.md
index b45f9caa..5e0ef58b 100644
--- a/.jules/bolt.md
+++ b/.jules/bolt.md
@@ -60,3 +60,7 @@ Optimized metric route processing to O(N) by creating a mapping of routes direct
 ## 2026-06-25 - Avoid Map allocations in frontend ERD loops and mutate asyncpg records in-place
 **Learning:** The frontend `snapshotToGraph` iterates over thousands of columns to generate the graph, so repeated lookups and redundant collection assignments increase GC pressure. Backend snapshot column dictionaries are freshly instantiated for the payload, so `add_column_examples` can safely fill missing fields in place.
 **Action:** Reuse existing collections while aggregating relational data, create `Map`/`Set` entries only on first use, and check for missing example fields before calling expensive inference helpers.
+
+## 2024-07-03 - [Avoid Array Spreads and flatMap in Hot Path Search Filters]
+**Learning:** In frontend performance, massive array spreads and `.flatMap()` in heavily executed loops (like React's search filters over hundreds of nodes and columns) cause unnecessary memory allocations and garbage collection overhead.
+**Action:** Replace array-based operations with explicit `for` loops that use early returns or `break` (short-circuiting). This significantly reduces memory pressure and execution time by skipping further evaluation once a match is found.
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 6437e94a..0969035c 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -12,3 +12,8 @@
 ### 🐛 개선 (Improvements)
 - 불필요한 백엔드 포맷팅 이슈(`ruff` 포맷) 해결.
 - 테스트 커버리지를 높이기 위해 기본 단위 테스트 환경(jsdom, @testing-library) 구축 및 활용.
+
+### 변경 사항 (성능 개선)
+* **프론트엔드 최적화:** ERD 다이어그램의 테이블 검색 필터(App.tsx의 `searchMatchedNodeIds` 내부) 성능을 크게 개선했습니다.
+  * 기존의 배열 복사(array spread) 및 `.flatMap()`, `.join()` 연산을 제거하고 명시적인 `for` 루프와 단락 평가(short-circuit) 기법을 적용했습니다.
+  * 이로 인해 매 타이핑 시마다 발생하는 거대한 메모리 할당 및 가비지 컬렉션 부하가 줄어들어, 대규모 테이블 렌더링 시 응답 속도와 UI 성능이 개선되었습니다.
diff --git a/frontend/src/App.tsx b/frontend/src/App.tsx
index e99700c5..ca9828d5 100644
--- a/frontend/src/App.tsx
+++ b/frontend/src/App.tsx
@@ -182,18 +182,29 @@ export default function App() {
     if (!normalizedNodeSearch) return new Set<string>();
     const matches = new Set<string>();
     for (const node of nodes) {
-      const haystack = [
-        node.data.title,
-        node.data.comment ?? "",
-        ...node.data.columns.flatMap((column) => [
-          column.column_name,
-          column.data_type,
-          column.column_comment ?? "",
-        ]),
-      ]
-        .join(" ")
-        .toLocaleLowerCase();
-      if (haystack.includes(normalizedNodeSearch)) {
+      // ⚡ Bolt: Avoid massive array spreads and .flatMap in hot paths.
+      // Use explicit loops to short-circuit matching early without allocating memory.
+      if (node.data.title.toLocaleLowerCase().includes(normalizedNodeSearch)) {
+        matches.add(node.id);
+        continue;
+      }
+      if (node.data.comment?.toLocaleLowerCase().includes(normalizedNodeSearch)) {
+        matches.add(node.id);
+        continue;
+      }
+
+      let matchedInColumns = false;
+      for (const column of node.data.columns) {
+        if (
+          column.column_name.toLocaleLowerCase().includes(normalizedNodeSearch) ||
+          column.data_type.toLocaleLowerCase().includes(normalizedNodeSearch) ||
+          column.column_comment?.toLocaleLowerCase().includes(normalizedNodeSearch)
+        ) {
+          matchedInColumns = true;
+          break;
+        }
+      }
+      if (matchedInColumns) {
         matches.add(node.id);
       }
     }