diff --git a/functions/dist/couples/aggregateOutcomes.js b/functions/dist/couples/aggregateOutcomes.js
index ace4b369..0bbe2aa9 100644
--- a/functions/dist/couples/aggregateOutcomes.js
+++ b/functions/dist/couples/aggregateOutcomes.js
@@ -86,11 +86,27 @@ function extractCoupleOutcome(outcomeDocs) {
 }
 exports.aggregateOutcomeStats = (0, scheduler_1.onSchedule)({ schedule: 'every 24 hours', memory: '512MiB', timeoutSeconds: 300 }, async () => {
     const db = admin.firestore();
+    // Paginate the couple scan (was an unbounded couples.get()) and read each page's outcomes in
+    // parallel (was one serial outcomes.get() per couple → O(couples) round-trips). couples.length
+    // still counts every couple, so the aggregate + totalCouples are unchanged.
     const couples = [];
-    const couplesSnap = await db.collection('couples').get();
-    for (const couple of couplesSnap.docs) {
-        const outcomesSnap = await couple.ref.collection('outcomes').get();
-        couples.push(extractCoupleOutcome(outcomesSnap.docs.map((d) => ({ id: d.id, data: d.data() }))));
+    const PAGE_SIZE = 200;
+    let lastDoc;
+    for (;;) {
+        let query = db.collection('couples').orderBy('__name__').limit(PAGE_SIZE);
+        if (lastDoc)
+            query = query.startAfter(lastDoc);
+        const page = await query.get();
+        if (page.empty)
+            break;
+        const pageOutcomes = await Promise.all(page.docs.map(async (couple) => {
+            const outcomesSnap = await couple.ref.collection('outcomes').get();
+            return extractCoupleOutcome(outcomesSnap.docs.map((d) => ({ id: d.id, data: d.data() })));
+        }));
+        couples.push(...pageOutcomes);
+        lastDoc = page.docs[page.docs.length - 1];
+        if (page.size < PAGE_SIZE)
+            break;
     }
     const stats = aggregate(couples);
     await db.collection('aggregate_stats').doc('outcomes').set(Object.assign(Object.assign({}, stats), { totalCouples: couples.length, generatedAt: admin.firestore.Timestamp.now() }));
diff --git a/functions/dist/couples/aggregateOutcomes.js.map b/functions/dist/couples/aggregateOutcomes.js.map
index cc0c9d19..cc70a62b 100644
--- a/functions/dist/couples/aggregateOutcomes.js.map
+++ b/functions/dist/couples/aggregateOutcomes.js.map
@@ -1 +1 @@
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diff --git a/functions/dist/questions/assignDailyQuestion.js b/functions/dist/questions/assignDailyQuestion.js
index 6d09d9e2..042511d3 100644
--- a/functions/dist/questions/assignDailyQuestion.js
+++ b/functions/dist/questions/assignDailyQuestion.js
@@ -63,35 +63,43 @@ exports.assignDailyQuestion = (0, scheduler_1.onSchedule)({ schedule: '0 23 * *
         log_1.logger.error('[assignDailyQuestion] questions pool not seeded — skipping assignment');
         return;
     }
-    const couplesSnap = await db.collection('couples').get();
     const assignedAt = admin.firestore.FieldValue.serverTimestamp();
     const expiresAt = timestampAt6PmCst(nextDay);
-    const writes = couplesSnap.docs.map(async (coupleDoc) => {
-        var _a;
-        const coupleId = coupleDoc.id;
-        const docRef = db
-            .collection('couples')
-            .doc(coupleId)
-            .collection('daily_question')
-            .doc(today);
-        try {
-            await docRef.create({
-                questionId,
-                date: today,
-                assignedAt,
-                expiresAt,
-            });
-        }
-        catch (err) {
-            if ((err === null || err === void 0 ? void 0 : err.code) === 6 || ((_a = err === null || err === void 0 ? void 0 : err.message) === null || _a === void 0 ? void 0 : _a.includes('ALREADY_EXISTS'))) {
-                // Already assigned for today — idempotent.
-                return;
+    // Paginate the couple scan so we never load every couple into memory at once, and each write
+    // burst is bounded to a page (instead of an unbounded parallel fan-out). Ordering by __name__
+    // needs no custom index. create() is idempotent — ALREADY_EXISTS (code 6) is the no-op path.
+    const PAGE_SIZE = 300;
+    let scanned = 0;
+    let lastDoc;
+    for (;;) {
+        let query = db.collection('couples').orderBy('__name__').limit(PAGE_SIZE);
+        if (lastDoc)
+            query = query.startAfter(lastDoc);
+        const page = await query.get();
+        if (page.empty)
+            break;
+        scanned += page.size;
+        await Promise.allSettled(page.docs.map(async (coupleDoc) => {
+            var _a;
+            const docRef = db
+                .collection('couples')
+                .doc(coupleDoc.id)
+                .collection('daily_question')
+                .doc(today);
+            try {
+                await docRef.create({ questionId, date: today, assignedAt, expiresAt });
             }
-            log_1.logger.error(`[assignDailyQuestion] failed for ${coupleId}`, { error: String(err) });
-        }
-    });
-    await Promise.all(writes);
-    log_1.logger.log(`[assignDailyQuestion] assigned ${questionId} to ${couplesSnap.size} couples for ${today}`);
+            catch (err) {
+                if ((err === null || err === void 0 ? void 0 : err.code) === 6 || ((_a = err === null || err === void 0 ? void 0 : err.message) === null || _a === void 0 ? void 0 : _a.includes('ALREADY_EXISTS')))
+                    return; // idempotent
+                log_1.logger.error(`[assignDailyQuestion] failed for ${coupleDoc.id}`, { error: String(err) });
+            }
+        }));
+        lastDoc = page.docs[page.docs.length - 1];
+        if (page.size < PAGE_SIZE)
+            break;
+    }
+    log_1.logger.log(`[assignDailyQuestion] assigned ${questionId} to ${scanned} couples for ${today}`);
 });
 /**
  * Callable function for immediate daily question assignment.
diff --git a/functions/dist/questions/assignDailyQuestion.js.map b/functions/dist/questions/assignDailyQuestion.js.map
index 9e23d263..9682dcf5 100644
--- a/functions/dist/questions/assignDailyQuestion.js.map
+++ b/functions/dist/questions/assignDailyQuestion.js.map
@@ -1 +1 @@
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\ No newline at end of file
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\ No newline at end of file
diff --git a/functions/src/couples/aggregateOutcomes.ts b/functions/src/couples/aggregateOutcomes.ts
index fed43681..b8d44bb5 100644
--- a/functions/src/couples/aggregateOutcomes.ts
+++ b/functions/src/couples/aggregateOutcomes.ts
@@ -96,13 +96,26 @@ export const aggregateOutcomeStats = onSchedule(
   async () => {
     const db = admin.firestore()
 
+    // Paginate the couple scan (was an unbounded couples.get()) and read each page's outcomes in
+    // parallel (was one serial outcomes.get() per couple → O(couples) round-trips). couples.length
+    // still counts every couple, so the aggregate + totalCouples are unchanged.
     const couples: CoupleOutcome[] = []
-    const couplesSnap = await db.collection('couples').get()
-    for (const couple of couplesSnap.docs) {
-      const outcomesSnap = await couple.ref.collection('outcomes').get()
-      couples.push(
-        extractCoupleOutcome(outcomesSnap.docs.map((d) => ({ id: d.id, data: d.data() })))
+    const PAGE_SIZE = 200
+    let lastDoc: FirebaseFirestore.QueryDocumentSnapshot | undefined
+    for (;;) {
+      let query = db.collection('couples').orderBy('__name__').limit(PAGE_SIZE)
+      if (lastDoc) query = query.startAfter(lastDoc)
+      const page = await query.get()
+      if (page.empty) break
+      const pageOutcomes = await Promise.all(
+        page.docs.map(async (couple) => {
+          const outcomesSnap = await couple.ref.collection('outcomes').get()
+          return extractCoupleOutcome(outcomesSnap.docs.map((d) => ({ id: d.id, data: d.data() })))
+        })
       )
+      couples.push(...pageOutcomes)
+      lastDoc = page.docs[page.docs.length - 1]
+      if (page.size < PAGE_SIZE) break
     }
 
     const stats = aggregate(couples)
diff --git a/functions/src/questions/assignDailyQuestion.ts b/functions/src/questions/assignDailyQuestion.ts
index 8c4dec9f..55504cb1 100644
--- a/functions/src/questions/assignDailyQuestion.ts
+++ b/functions/src/questions/assignDailyQuestion.ts
@@ -29,38 +29,43 @@ export const assignDailyQuestion = onSchedule(
       return
     }
 
-    const couplesSnap = await db.collection('couples').get()
     const assignedAt = admin.firestore.FieldValue.serverTimestamp()
     const expiresAt = timestampAt6PmCst(nextDay)
 
-    const writes = couplesSnap.docs.map(async (coupleDoc) => {
-      const coupleId = coupleDoc.id
-      const docRef = db
-        .collection('couples')
-        .doc(coupleId)
-        .collection('daily_question')
-        .doc(today)
+    // Paginate the couple scan so we never load every couple into memory at once, and each write
+    // burst is bounded to a page (instead of an unbounded parallel fan-out). Ordering by __name__
+    // needs no custom index. create() is idempotent — ALREADY_EXISTS (code 6) is the no-op path.
+    const PAGE_SIZE = 300
+    let scanned = 0
+    let lastDoc: FirebaseFirestore.QueryDocumentSnapshot | undefined
+    for (;;) {
+      let query = db.collection('couples').orderBy('__name__').limit(PAGE_SIZE)
+      if (lastDoc) query = query.startAfter(lastDoc)
+      const page = await query.get()
+      if (page.empty) break
+      scanned += page.size
 
-      try {
-        await docRef.create({
-          questionId,
-          date: today,
-          assignedAt,
-          expiresAt,
+      await Promise.allSettled(
+        page.docs.map(async (coupleDoc) => {
+          const docRef = db
+            .collection('couples')
+            .doc(coupleDoc.id)
+            .collection('daily_question')
+            .doc(today)
+          try {
+            await docRef.create({ questionId, date: today, assignedAt, expiresAt })
+          } catch (err: any) {
+            if (err?.code === 6 || err?.message?.includes('ALREADY_EXISTS')) return // idempotent
+            logger.error(`[assignDailyQuestion] failed for ${coupleDoc.id}`, { error: String(err) })
+          }
         })
-      } catch (err: any) {
-        if (err?.code === 6 || err?.message?.includes('ALREADY_EXISTS')) {
-          // Already assigned for today — idempotent.
-          return
-        }
-        logger.error(`[assignDailyQuestion] failed for ${coupleId}`, { error: String(err) })
-      }
-    })
+      )
 
-    await Promise.all(writes)
-    logger.log(
-      `[assignDailyQuestion] assigned ${questionId} to ${couplesSnap.size} couples for ${today}`
-    )
+      lastDoc = page.docs[page.docs.length - 1]
+      if (page.size < PAGE_SIZE) break
+    }
+
+    logger.log(`[assignDailyQuestion] assigned ${questionId} to ${scanned} couples for ${today}`)
   }
 )