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

GbyAI
GbyAI
阮一峰的网络日志
阮一峰的网络日志
C
Check Point Blog
Stack Overflow Blog
Stack Overflow Blog
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
酷 壳 – CoolShell
酷 壳 – CoolShell
M
MIT News - Artificial intelligence
L
LangChain Blog
Microsoft Azure Blog
Microsoft Azure Blog
博客园 - Franky
WordPress大学
WordPress大学
博客园_首页
Y
Y Combinator Blog
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
V
Visual Studio Blog
L
LINUX DO - 最新话题
S
Security @ Cisco Blogs
K
KPMG report finds enterprise disconnect between AI and its ROI | CIO
Help Net Security
Help Net Security
大猫的无限游戏
大猫的无限游戏
Hugging Face - Blog
Hugging Face - Blog
The GitHub Blog
The GitHub Blog
Schneier on Security
Schneier on Security
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
U
Unit 42
Jina AI
Jina AI
雷峰网
雷峰网
罗磊的独立博客
让小产品的独立变现更简单 - ezindie.com
让小产品的独立变现更简单 - ezindie.com
博客园 - 【当耐特】
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
人人都是产品经理
人人都是产品经理
Microsoft Security Blog
Microsoft Security Blog
V
V2EX
N
News and Events Feed by Topic
V2EX - 技术
V2EX - 技术
宝玉的分享
宝玉的分享
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
Exploit-DB.com RSS Feed
Exploit-DB.com RSS Feed
Hacker News - Newest:
Hacker News - Newest: "LLM"
P
Proofpoint News Feed
N
Netflix TechBlog - Medium
Martin Fowler
Martin Fowler
O
OpenAI News
P
Proofpoint News Feed
H
Help Net Security
S
Securelist
Vercel News
Vercel News
Hacker News: Ask HN
Hacker News: Ask HN
博客园 - 三生石上(FineUI控件)

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
Distributed Scheduled Job Locking with Redis
Fathma Siddique · 2026-06-27 · via DEV Community

We had a simple scheduled job: every hour, pull new products from a third party API. It worked fine on one server. Then we scaled to ten.

Suddenly, every hour, all ten servers fired the same job at the same time. Ten servers hitting the same third party API for the same data, ten times the work for a job that only needed to run once. It was pure waste: extra load, extra API calls, extra cost, for nothing. And in the worst case, if the job wasn't careful about how it wrote to the database, you could end up with duplicate rows or repeated updates piling up underneath all that wasted effort.

Here's how we fixed it.

The fix: only one server should win

The idea is simple. Every server's scheduler still fires on time, same as before. But before any of them actually do the work, they race to grab a lock. Whoever gets it runs the job. Everyone else just steps aside.

If the winner finishes, it lets go of the lock. If it crashes mid-job, the lock lets go on its own after a short timeout, so nobody's stuck waiting, and the next scheduled run picks it up fresh.

That's the whole idea. No permanent "leader" to manage, no failover logic to write by hand. Just a lock, held only for as long as the job runs.

Redis does this in one line

SET lock:import-products <unique-token> NX EX 60

NX means "only set this if it doesn't already exist." That's the lock itself. EX 60 means it disappears on its own after 60 seconds, so a crash never leaves it stuck. Both happen in one atomic step, so there's no gap for two servers to slip through at once.

That's it. One command, one Redis instance most teams already have running anyway.

Putting it into code

const { createClient } = require('redis');
const crypto = require('crypto');

const client = createClient({ url: 'redis://localhost:6379' });
await client.connect();

async function runWithLock(jobName, jobFn, { ttlSeconds = 60 } = {}) {
  const lockKey = `lock:${jobName}`;
  const token = crypto.randomUUID();

  const acquired = await client.set(lockKey, token, { NX: true, EX: ttlSeconds });
  if (!acquired) {
    console.log(`[${jobName}] Another server has it, skipping`);
    return;
  }

  try {
    await jobFn();
  } finally {
    // Only release the lock if it's still ours, never blindly delete it
    const releaseScript = `
      if redis.call("GET", KEYS[1]) == ARGV[1] then
        return redis.call("DEL", KEYS[1])
      else
        return 0
      end
    `;
    await client.eval(releaseScript, { keys: [lockKey], arguments: [token] });
  }
}

cron.schedule('0 * * * *', () => {
  runWithLock('import-products', async () => {
    await importProductsFromThirdParty();
  });
});

Two small things make this safe rather than just simple.

The first is the random token. If you released the lock with a plain DEL, here's the trap: your lock expires because the job ran a little long, another server grabs it and starts working, and then your own cleanup code fires and deletes their lock. Now a third server can jump in too. Tagging each attempt with its own token, and only deleting when the token still matches, closes that door.

The second is the tiny Lua script for the release. Checking the token and deleting need to happen as one atomic step. Redis runs Lua scripts that way, so there's no gap for another server to slide into between the check and the delete.

What happens when things go wrong

If a server dies before grabbing the lock, nothing happens. It just never started.

If a server dies after grabbing the lock, the lock sits there until its timer runs out, then lets go on its own. Nobody picks up the half-finished work mid-run. The next scheduled tick just starts clean.

If Redis itself restarts, every lock disappears with it, so briefly anyone can grab one. That's rare, and usually fine to live with.

One more piece: make the writes themselves safe too

Locking stops two servers from running at once. It doesn't promise a job finishes cleanly every time. If a run dies halfway through, the next attempt might touch some of the same records again.

The fix is to write in a way that's safe to repeat. Upsert by a stable ID instead of blindly inserting, so running the same import twice doesn't double anything up. Locking handles the "only one at a time" problem. Idempotent writes handle the "what if it runs twice anyway" problem. You want both.