diff --git a/.jules/bolt.md b/.jules/bolt.md
index a94bc51..df68c26 100644
--- a/.jules/bolt.md
+++ b/.jules/bolt.md
@@ -1,3 +1,7 @@
 ## 2026-06-08 - [Avoid Re-Querying Static DB Data if Cache Exists]
 **Learning:** In applications using frequent polling (like a live traffic dashboard), direct database queries for static or slow-changing data (like model catalogs/prices) can cause unnecessary DB load. The application already maintained an in-memory cache for models `getCachedPoolModels()`, but `getTraffic` was directly querying the DB using `prisma.cachedModel.findMany` instead of utilizing the cache.
 **Action:** Always check if a caching layer or service already exists for lookup/reference data before writing direct database queries, especially on high-frequency endpoints.
+
+## 2026-06-10 - [Avoid N+1 queries in mapping collections]
+**Learning:** In applications mapping over records (`allAccounts.map`) and awaiting queries inside (`await store.getLocalKeys(req.user.id, account.id)`), an N+1 query vulnerability exists which leads to excessive database load when the collection size is large.
+**Action:** Always batch related data queries prior to mapping over collections by retrieving data with an `IN` clause and aggregating them into a Map object that can be queried continuously in memory.
diff --git a/server/controllers/PoolController.js b/server/controllers/PoolController.js
index dd0f71b..9a46840 100644
--- a/server/controllers/PoolController.js
+++ b/server/controllers/PoolController.js
@@ -51,6 +51,12 @@ class PoolController extends BaseController {
     try {
       const allAccounts = await store.getAllAccountsWithKeys(req.user.id);
 
+      // ⚡ Bolt: Fetch all local keys for all accounts in one query instead of N queries
+      const localKeysMap = await store.getLocalKeysForAccounts(
+        req.user.id,
+        allAccounts.map((a) => a.id)
+      );
+
       const accountResults = await Promise.allSettled(
         allAccounts.map(async (account) => {
           throwIfAborted(requestAbort.signal);
@@ -87,7 +93,7 @@ class PoolController extends BaseController {
           }
 
           // Get local DB records to merge isPooled + hasKeyString
-          const localKeys = await store.getLocalKeys(req.user.id, account.id);
+          const localKeys = localKeysMap.get(account.id) || [];
           const localMap = new Map(localKeys.map((k) => [k.hash, k]));
 
           const enrichedKeys = liveKeys.map((k) => {
diff --git a/server/services/store.js b/server/services/store.js
index f10868c..9ee3281 100644
--- a/server/services/store.js
+++ b/server/services/store.js
@@ -1129,6 +1129,35 @@ export async function getLocalKeys(userId, accountId) {
   });
 }
 
+export async function getLocalKeysForAccounts(userId, accountIds) {
+  if (!accountIds || accountIds.length === 0) return new Map();
+
+  const keys = await prisma.key.findMany({
+    where: { accountId: { in: accountIds }, account: { userId } },
+  });
+
+  const map = new Map();
+  for (const accountId of accountIds) {
+    map.set(accountId, []);
+  }
+
+  for (const keyRecord of keys) {
+    let key = null;
+    if (keyRecord.key) {
+      try {
+        key = decrypt(keyRecord.key) || null;
+      } catch (err) {
+        logger.warn(`[STORE] Failed to decrypt local key hash=${keyRecord.hash}: ${err.message}`);
+        key = null;
+      }
+    }
+    const enriched = { ...keyRecord, key };
+    map.get(keyRecord.accountId).push(enriched);
+  }
+
+  return map;
+}
+
 export async function registerKeyString(userId, hash, rawKeyString) {
   const normalizedKey = rawKeyString?.trim();
   if (!normalizedKey) {