惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

酷 壳 – CoolShell
酷 壳 – CoolShell
GbyAI
GbyAI
SecWiki News
SecWiki News
Project Zero
Project Zero
C
Cisco Blogs
Simon Willison's Weblog
Simon Willison's Weblog
P
Privacy International News Feed
D
Darknet – Hacking Tools, Hacker News & Cyber Security
Scott Helme
Scott Helme
A
Arctic Wolf
Security Latest
Security Latest
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
P
Privacy & Cybersecurity Law Blog
Apple Machine Learning Research
Apple Machine Learning Research
T
Tailwind CSS Blog
The Hacker News
The Hacker News
T
Tenable Blog
雷峰网
雷峰网
有赞技术团队
有赞技术团队
V
V2EX
C
CXSECURITY Database RSS Feed - CXSecurity.com
T
Threat Research - Cisco Blogs
T
Threatpost
AWS News Blog
AWS News Blog
L
LINUX DO - 热门话题
Application and Cybersecurity Blog
Application and Cybersecurity Blog
K
KPMG report finds enterprise disconnect between AI and its ROI | CIO
S
SegmentFault 最新的问题
月光博客
月光博客
Spread Privacy
Spread Privacy
S
Secure Thoughts
宝玉的分享
宝玉的分享
博客园 - 三生石上(FineUI控件)
Forbes - Security
Forbes - Security
T
The Exploit Database - CXSecurity.com
G
GRAHAM CLULEY
The Last Watchdog
The Last Watchdog
Y
Y Combinator Blog
I
Intezer
博客园 - 【当耐特】
B
Blog RSS Feed
Attack and Defense Labs
Attack and Defense Labs
I
InfoQ
博客园 - 叶小钗
Cyberwarzone
Cyberwarzone
V2EX - 技术
V2EX - 技术
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
Hugging Face - Blog
Hugging Face - Blog
H
Help Net Security
C
CERT Recently Published Vulnerability Notes

DEV Community

Authentication Security Deep Dive: From Brute Force to Salted Hashing (With Java Examples) Why AI Systems Don’t Fail — They Drift Spilling beans for how i learn for exam😁"Reinforcement Learning Cheat Sheet" I Replaced Chrome with Safari for AI Browser Automation. Here's What Broke (and What Finally Worked) How Python Borrows Other People's Work The $40 Architecture: Processing 1 Billion API Requests with 99.99% Uptime Vibe Coding: A Workflow Guide (From Zero to SaaS) Most webhook security guides protect the wrong side. The scary part is delivery. Headless CMS for TanStack Start: Build a Blog with Cosmic EU Age Verification App "Hacked in 2 Minutes" — What Actually Happened Comfy Cloud’s delete function does not actually remove files Running AI Models on GPU Cloud Servers: A Beginner Guide Event-driven media intelligence with AWS Step Functions and Bedrock I scored 500 AI prompts across 8 quality dimensions — here's what broke How to Call Google Gemini API from Next.js (Free Tier, No Backend Needed) The Portal Protocol: Reclaiming Human Connection in the Age of AI How to Fix Your Team's Scattered Knowledge Problem With a Self-Hosted Forum Intro to tc Cloud Functors: A Graph-First Mental Model for the Modern Cloud Designing Multi-Tenant Backends With Both Ownership and Team Access I Built a Neumorphic CSS Library with 77+ Components — Here's What I Learned PostgreSQL Performance Optimization: Why Connection Pooling Is Critical at Scale Cómo construí un SaaS multi-rubro para gestionar expensas en Argentina con FastAPI + Vue 3 🚀 I Built an Ethical Hacking Scanner Tool – Open Source Project I Replaced /usage and /context in Claude Code With a Single Statusline A Pythonic Way to Handle Emails (IMAP/SMTP) with Auto-Discovery and AI-Ready Design I Collected 8.9 Million Polymarket Price Points — Here's What I Found About How Markets Really Move EcoTrack AI — Carbon Footprint Tracker & Dashboard Everyone's Using AI. No One Agrees How. 5 self-hosted ebook managers worth trying in 2026 Building Your First AI Agent with LangChain: From Chatbot to Autonomous Assistant Common SOC 2 Failures (Real World) Stop Vibe-Checking Your AI App: A Practical Guide to Evals How to Use SonarQube and SonarScanner Locally to Level Up Your Code Quality Your Next To-Do App Is Dead — I Replaced Mine with an OpenClaw AI Sign a Nostr event in 60 lines of Python using coincurve — no nostr-sdk, no nbxplorer, no rust toolchain ITGC Audit Explained Like You’re in Big 4 Patch Tuesday abril 2026: Microsoft parcha 163 vulnerabilidades y un zero-day en SharePoint Stop scraping everything: a better way to track competitor price changes Listing on MCPize + the Official MCP Registry while routing payments OUTSIDE the marketplace — how I kept 100% of my x402 revenue Building an AI-Powered Risk Intelligence System Using Serverless Architecture Why We Ripped Function Overloading Out of Our AI Toolchain Testing AI-Generated Code: How to Actually Know If It Works SaaS Churn Is Killing Your Business. Here Is What to Do About It (Without a Support Team) The Speed of AI Is No Longer Linear - And Self-Improving Models Are Why How to Implement RBAC for MCP Tools: A Practical Guide for Engineering Teams From Standard Quote to Persuasive Proposal: AI Automation for Arborists I built a CLI that scaffolds complete multi-tenant SaaS apps Axios CVE-2025–62718: The Silent SSRF Bug That Could Be Hiding in Your Node.js App Right Now The dashboard that ended our friendship Data Pipelines Explained Simply (and How to Build Them with Python) The Hidden Cost of AI Systems Nobody Talks About. undefined vs undeclared, and how typeof behaves Switching from file-based jobs to NATS/Kafka in Rust without changing code io_uring Adventures: Rust Servers That Love Syscalls Why Agentic AI is Killing the Traditional Database The POUR principles of web accessibility for developers and designers Quantum Neural Network 3D — A Deep Dive into Interactive WebGL Visualization How To Install Caveman In Codex On macOS And Windows Automation Pipeline Reliability: Why Your Workflow Breaks When Nobody Is Watching I Built an 'Open World' AI Coding Agent — It Works From ANY Folder From Freelancing to Product: A Tech Service Company's SaaS Transformation China's AI Giants: Adding Tencent Hunyuan & ByteDance Doubao to AI University (74 Providers) On the Vibe Coders and Their Lies clerk: Auto-Summarize Your Claude Code Sessions AI Weekly — 2026/04/10–04/17 | The Model Lockdown Is Here, but the Toolchain Is the Real Battleground AI 週報 — 2026/04/10–2026/04/17 模型封鎖潮來了,但工具鏈才是真戰場 Maybe this is how Open-Source apps are born... 🚀 Fine-Tune LLMs with LoRA and QLoRA: 2026 Guide tRPC v11 + Next.js App Router: End-to-End Type Safety Without the Boilerplate ShadCN UI in 2026: Why I Stopped Installing Component Libraries and Started Owning My Components SaaS Billing in React Server Components: Stripe + Supabase Without a Single `useEffect` Join our DEV Weekend Challenge — $1,000 in Prizes Across TEN winners! Submissions Due April 20 at 6:59 AM UTC. Implementing FSRS Spaced Repetition in Flutter + Supabase — Adding Memory Science to an AI Learning App "I Texted My Localhost From the Train — Claude Code Fixed the Bug Before I Got Home" I Built a Sales Prep AI and It Went Deeper Than Expected Design to Code #2: One JSON, Eleven Outputs Solving the 100M-Row Problem: A Summary Table Pattern for High-Volume Push Notification Logs Flutter Web With Wasm: What Actually Changes For Developers I Built 50 Royalty-Free Soundtracks for My Side Project in a Weekend Using AI Music Generation The Vibe Coding Security Checklist: 7 Things to Check Before You Ship Stop Letting Googlebot Guess Fix Your React App's SEO Right Desconstruindo o Streaming do LinkedIn: Como Criar um Engine de Extração de Vídeo de Alta Performance com HLS e FFmpeg (EDA Part-1) EDA (Exploratory Data Analysis) Explained With Real Life — Why Looking at Your Data Is the Most Important Step in Machine Learning Brand Relationship Management at Scale: Our 4-Touch Outreach System for 200+ Brands Why String.fromEnvironment() Might Return an Empty String in Dart JGuardrails 1.0.0 — Hardening Java LLM Apps Against Jailbreaks, Toxicity, and Prompt Injection Plan and Schedule a Full Week of Threads Content From One Claude Conversation Coding Cat Oran Ep3, Five Tables Changed Everything Updated: BFF Pattern I'm done watching freelancers get buried by 200 proposals. So I'm building the alternative. This is my first post BFS Algorithm in Java Step by Step Tutorial with Examples Tracking LLM Pricing Monthly: An Open Dataset for 22 AI Models How We Measure Content ROI on a Comparison Site: Revenue Attribution Without Perfect Data Introducing Nova AI Ops: The AI-Native Operating System for SRE Teams I built a free desktop video downloader for Windows — Grabbit How Talkie OCR Helps Vision-Impaired & Dyslexic Users Read the World Around Them VRCFaceTracking安装和iPhone面捕配置教程,有bug Even CrowdStrike Can't See Your Agents The Automation Gold Rush: What n8n Workflows and Claude Are Opening Up for Developers Right Now
Async Job Queues in Next.js — Handling Long-Running Tasks Without Timeouts
Aon infotech · 2026-06-19 · via DEV Community
Cover image for Async Job Queues in Next.js — Handling Long-Running Tasks Without Timeouts

Aon infotech

Most Next.js tutorials cover the happy path — a request comes in, the server responds quickly, done. But what happens when the task takes 15 seconds? Server functions time out. Users get errors. The experience breaks.

Here's the pattern that solves it, used in production for any long-running server-side task.


Why Standard API Routes Break on Long Tasks

Next.js API routes (and serverless functions generally) have execution time limits. On Vercel's free tier, that's 10 seconds. Even on paid plans, holding a connection open for 30+ seconds is unreliable — networks drop, browsers time out, proxies intervene.

The naive approach:

// ❌ This breaks on long tasks
export async function POST(request) {
  const result = await doSomethingThatTakes20Seconds();
  return Response.json({ result }); // Often never reaches here
}

The fix is to decouple job submission from job completion.


The Async Queue Pattern

Client submits job → API returns job ID immediately →
Client polls status endpoint → 
Worker processes job in background →
Status endpoint returns result when ready

Three pieces: submit endpoint, status endpoint, and background worker.


Step 1 — Submit Endpoint (Returns Immediately)

// app/api/jobs/submit/route.js
import { createJob } from '@/lib/queue';

export async function POST(request) {
  const { payload } = await request.json();

  if (!payload) {
    return Response.json(
      { error: 'Payload required' },
      { status: 400 }
    );
  }

  // Create job — returns immediately with an ID
  const jobId = await createJob({ payload });

  return Response.json({
    jobId,
    status: 'queued',
  });
}

The client gets a jobId back in milliseconds. The actual work hasn't started yet.


Step 2 — Status Endpoint (Polling Target)

// app/api/jobs/[jobId]/route.js
import { getJobStatus } from '@/lib/queue';

export async function GET(request, { params }) {
  const { jobId } = params;
  const job = await getJobStatus(jobId);

  if (!job) {
    return Response.json(
      { error: 'Job not found' },
      { status: 404 }
    );
  }

  return Response.json({
    jobId,
    status: job.status, // 'queued' | 'processing' | 'completed' | 'failed'
    result: job.result,
    error: job.error,
    createdAt: job.createdAt,
    completedAt: job.completedAt,
  });
}


Step 3 — Simple In-Memory Queue (Development)

// lib/queue.js
const jobs = new Map();

export async function createJob({ payload }) {
  const jobId = crypto.randomUUID();

  jobs.set(jobId, {
    id: jobId,
    payload,
    status: 'queued',
    result: null,
    error: null,
    createdAt: new Date().toISOString(),
    completedAt: null,
  });

  // Process asynchronously — don't await
  processJob(jobId).catch(console.error);

  return jobId;
}

export async function getJobStatus(jobId) {
  return jobs.get(jobId) ?? null;
}

async function processJob(jobId) {
  const job = jobs.get(jobId);
  if (!job) return;

  jobs.set(jobId, { ...job, status: 'processing' });

  try {
    const result = await runTask(job.payload);
    jobs.set(jobId, {
      ...job,
      status: 'completed',
      result,
      completedAt: new Date().toISOString(),
    });
  } catch (error) {
    jobs.set(jobId, {
      ...job,
      status: 'failed',
      error: error.message,
      completedAt: new Date().toISOString(),
    });
  }
}

Important: In-memory storage resets on server restart and doesn't work across multiple instances. For production, replace Map with Redis or a database.


Step 4 — Frontend Polling

'use client';
import { useState, useCallback, useEffect, useRef } from 'react';

export function useJobPoller() {
  const [status, setStatus] = useState('idle');
  const [result, setResult] = useState(null);
  const [error, setError] = useState(null);
  const pollerRef = useRef(null);

  const stopPolling = useCallback(() => {
    if (pollerRef.current) {
      clearInterval(pollerRef.current);
      pollerRef.current = null;
    }
  }, []);

  const startJob = useCallback(async (payload) => {
    setStatus('submitting');
    setResult(null);
    setError(null);

    try {
      const submitRes = await fetch('/api/jobs/submit', {
        method: 'POST',
        headers: { 'Content-Type': 'application/json' },
        body: JSON.stringify({ payload }),
      });

      const { jobId } = await submitRes.json();
      setStatus('queued');

      pollerRef.current = setInterval(async () => {
        const statusRes = await fetch(`/api/jobs/${jobId}`);
        const data = await statusRes.json();
        setStatus(data.status);

        if (data.status === 'completed') {
          setResult(data.result);
          stopPolling();
        }
        if (data.status === 'failed') {
          setError(data.error);
          stopPolling();
        }
      }, 2000);

    } catch (err) {
      setStatus('failed');
      setError(err.message);
    }
  }, [stopPolling]);

  useEffect(() => () => stopPolling(), [stopPolling]);

  return { startJob, status, result, error };
}


Production Considerations

Concern Solution
Job persistence Replace Map with Redis or database
Multiple instances External queue (BullMQ, SQS, etc.)
Job expiry TTL on stored jobs
Polling overhead WebSockets for high-frequency updates
Stuck jobs Timeout detection + auto-fail

When to Use This Pattern

Use async queues when:

  • Task duration exceeds 5-10 seconds reliably
  • You need progress feedback during processing
  • Task failure should be recoverable without losing the request Skip it when:
  • Task completes in under 3 seconds consistently

- Simplicity matters more than edge case handling

What I Built With This

I implemented this exact pattern in pixova.io — a free AI image generator. Every generation request goes through this async queue: the UI gets a job ID instantly, polls every 2 seconds, and renders the image when the GPU inference completes. The queue handles cold starts, retries, and timeout detection cleanly.

If you want to see the end-user experience this powers — open pixova.io, type a prompt, and watch the polling happen in real time in your network tab.

Questions about specific parts of the implementation? Comments open.