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

D
Docker
Simon Willison's Weblog
Simon Willison's Weblog
H
Help Net Security
F
Fortinet All Blogs
H
Heimdal Security Blog
S
Schneier on Security
L
LangChain Blog
博客园 - Franky
酷 壳 – CoolShell
酷 壳 – CoolShell
NISL@THU
NISL@THU
P
Palo Alto Networks Blog
J
Java Code Geeks
博客园 - 【当耐特】
The Last Watchdog
The Last Watchdog
W
WeLiveSecurity
www.infosecurity-magazine.com
www.infosecurity-magazine.com
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
V
Vulnerabilities – Threatpost
I
InfoQ
Recorded Future
Recorded Future
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
C
CERT Recently Published Vulnerability Notes
T
Tenable Blog
腾讯CDC
C
Check Point Blog
量子位
M
MIT News - Artificial intelligence
GbyAI
GbyAI
罗磊的独立博客
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
B
Blog
小众软件
小众软件
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
C
CXSECURITY Database RSS Feed - CXSecurity.com
Stack Overflow Blog
Stack Overflow Blog
P
Proofpoint News Feed
P
Privacy & Cybersecurity Law Blog
V2EX - 技术
V2EX - 技术
T
Threatpost
Engineering at Meta
Engineering at Meta
Attack and Defense Labs
Attack and Defense Labs
T
Tailwind CSS Blog
S
Securelist
The Cloudflare Blog
博客园 - 叶小钗
L
LINUX DO - 最新话题
T
Troy Hunt's Blog
C
Cyber Attacks, Cyber Crime and Cyber Security
爱范儿
爱范儿

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
A homemade CI/CD pipeline with GitHub Actions
Marius · 2026-06-28 · via DEV Community

In the previous article on hosting a Next.js app on a VPS, I'd left the deployment pipeline as a rough sketch: four lines to say "it ships to production on its own when you push." That's the piece I want to open up here, because it's what separates a VPS you fuss over by hand from infrastructure you can forget about.

There's a stubborn myth that CI/CD is a big-company thing, with a dedicated DevOps team and six-figure tooling. Not true. The pipeline that deploys this portfolio fits in two YAML files, you can read it in five minutes, and it gives me back exactly the comfort I liked about Vercel: I push to master, I go grab a coffee, the app is live when I'm back. The one thing I gained along the way is knowing precisely what happens between the git push and the running container.

Four steps, in this order

Deployment is a chain. On every push to master, GitHub Actions runs lint, security scan, image build, and deploy. What matters is the needs: as long as a step fails, the following ones don't start. A critical vulnerability caught by the scan, and the image never gets built. At all.

jobs:
  lint:        # ESLint
    runs-on: ubuntu-latest
    # ...
  security:    # Trivy scan (reusable workflow)
    uses: ./.github/workflows/security.yml
  build-push:  # build the Docker image → push to GHCR
    needs: [lint, security]
    # ...
  deploy:      # SSH to the VPS → docker compose pull && up -d
    needs: [build-push]
    # ...

Lint first, because it's the cheapest step and there's no point building an image if ESLint is already screaming. The scan next, as a barrier. Then the build, which produces the Docker image and pushes it to GHCR, GitHub's container registry (private, in my case). And finally the deploy, which connects over SSH to the VPS, pulls the new image and restarts the container. Four links, each blocking the next. That's the whole secret.

The security scan is in the path, not in a review "for later"

This is the one I won't budge on. Dependency security, in a lot of projects, is a Dependabot opening PRs you read on Friday if there's time left (so, never). I've put it where it can't be ignored: on the deployment path. Trivy scans the repo's filesystem on every push, and if a critical or high CVE is hanging around, the pipeline fails before the build.

- name: Run Trivy vulnerability scanner
  uses: aquasecurity/trivy-action@master
  with:
    scan-type: "fs"
    scan-ref: "."
    severity: "CRITICAL,HIGH"
    ignore-unfixed: true   # don't block on what can't be fixed yet
    exit-code: "1"         # fail the run if a fix exists

The nuance that makes this livable is ignore-unfixed: true. Without that setting, the scan blocks you on vulnerabilities for which no fix exists upstream yet. You end up stuck, unable to deploy because of a flaw you can do strictly nothing about, and the temptation grows to turn the scan off "just for now." Bad idea, we know how that ends. With ignore-unfixed, the rule is clean: if a critical flaw has a fix available, you fix it before merging, full stop. If it doesn't, the pipeline lets you through and you keep an eye on it. Blocking on the unfixable isn't rigour, it's just self-sabotage.

In practice, that gives you mornings where the push fails with a Trivy report pointing at a version of Next to update. A yarn up next@<fixed-version>, a commit of the package.json and the lockfile, and you're off again. That friction, I want it. It's what keeps known vulnerabilities from sleeping six months in production.

From build to running container

The build step takes the image described by the Dockerfile (multi-stage, standalone output, I covered it in the previous article) and pushes it to GHCR tagged latest and sha-<commit>. The NEXT_PUBLIC_* variables get passed as build-args at this point, because they're inlined into the bundle at next build time. Everything that has to be visible browser-side is frozen here.

The deploy itself is almost boring, it's that simple, and that's exactly what you want from a deploy. An SSH action opens a session on the VPS and runs three commands there: a docker login to GHCR, a docker compose pull to fetch the fresh image, an up -d to swap the running container for the new one. No visible downtime, the old one keeps running until the new one is ready. None of these commands holds a single secret in plain text: the SSH key, the registry credentials, the target host, it all lives in GitHub secrets and resolves at runtime. The repo itself knows nothing. That's the ground rule, and it's non-negotiable: a committed secret is a burned secret, even in a private repo.

Validate on the PR, don't discover in production

Here's the first refinement I added after the fact, and one I'd put on any project from day one now. The deployment pipeline only fires on master. As long as I'm working on a branch, nothing builds, nothing ships. The catch is you don't want to merge blind either and find out the build breaks once it's on master, when the failure already kicks off the machine.

Hence a second workflow, pr-check, completely separate, that fires on Pull Requests. It runs lint, typecheck and build, but it deploys nothing.

on:
  pull_request:
    branches: ["master"]

The typecheck in particular is worth its weight in gold: ESLint catches style, but it's tsc that catches the real type errors, the ones that blow up a build. When a PR is green, I know the code compiles, the types hold, and the image builds. The merge becomes a formality instead of a gamble. Production is never again the first place I find out something doesn't pass.

Two details that prevent dumb damage

Editing a README should never trigger a full redeploy. Rebuilding a Docker image, pushing it, SSH, pull, restart, all that for a typo in a markdown file, is absurd. A paths-ignore on the trigger settles it.

on:
  push:
    branches: ["master"]
    paths-ignore:
      - "**.md"
      - "docs/**"
  workflow_dispatch:

I kept workflow_dispatch alongside, so I can force a deploy by hand from the GitHub UI if I do change something that only touches docs but still needs to ship. The service entrance, basically.

The other detail cost me a real scare before I put it in place. Picture two merges back to back, a minute apart. Two deployment pipelines start almost together, each builds its image, connects to the VPS out of order. That's exactly what happened to me: the two deploys collided, and the race was won by the image that was barely a second stale. The slower run's pull arrived last and overwrote production with the previous version. Green build on both sides, and yet the wrong version live. The kind of bug that makes you doubt your own sanity.

The countermeasure is three lines:

concurrency:
  group: deploy-production
  cancel-in-progress: true

One production deploy at a time. If a new one starts while another is still running, the old one is cancelled outright. The most recent commit always wins, by construction, and never again by chance. The race hasn't existed since.

None of this is wizardry. It's two YAML files, a few guardrails learned by banging into things a bit, and the same reflex as a managed platform: you push, it's live. The difference is that I know what's in the box, what it costs me, and that the day I want to change a link in the chain, it's there, readable, mine.

If you want to set up this kind of pipeline on your project, let's talk.