diff --git a/.gitea/workflows/deploy.yml b/.gitea/workflows/deploy.yml
index 453a226..6560421 100644
--- a/.gitea/workflows/deploy.yml
+++ b/.gitea/workflows/deploy.yml
@@ -295,7 +295,7 @@ jobs:
   # Job 4: M-AI-03 Synthetic E2E
   # ═══════════════════════════════════════════════════════════
   m-ai-03-synthetic-e2e:
-    needs: current-integration
+    needs: build-and-unit
     runs-on: prod
     steps:
       - name: Restore build artifacts
@@ -309,6 +309,12 @@ jobs:
           docker start mysql redis 2>/dev/null || true
           sleep 2
 
+      - name: Apply database migrations
+        run: |
+          cd $WORKDIR
+          DATABASE_URL="${{ secrets.DATABASE_URL }}" npx prisma migrate deploy
+        timeout-minutes: 5
+
       - name: M-AI-03 Gate E2E
         run: |
           cd $WORKDIR
diff --git a/src/modules/ai-job/ai-job-creation.service.ts b/src/modules/ai-job/ai-job-creation.service.ts
index 34df2c8..b133dfc 100644
--- a/src/modules/ai-job/ai-job-creation.service.ts
+++ b/src/modules/ai-job/ai-job-creation.service.ts
@@ -73,13 +73,16 @@ export class AiJobCreationService {
 
     // 3. Build snapshot（事务外：依赖外部 DB 读取，不应占用事务时间）
     //    Admin Retry 可传入预构建的 snapshot content（复用原 Snapshot 内容）
+    //    synthetic_job 跳过真实 snapshot（不需要真实用户数据表）
     const snapshot = input.retrySnapshotContent
       ? input.retrySnapshotContent
-      : await this.snapshotBuilder.buildSnapshot(
-          input.userId,
-          input.targetType,
-          input.targetId,
-        );
+      : input.jobType === 'synthetic_job'
+        ? { _synthetic: true, targetType: input.targetType, targetId: input.targetId }
+        : await this.snapshotBuilder.buildSnapshot(
+            input.userId,
+            input.targetType,
+            input.targetId,
+          );
 
     const contentHash = this.computeHash(JSON.stringify(snapshot));