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
N
News and Events Feed by Topic
D
DataBreaches.Net
MongoDB | Blog
MongoDB | Blog
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
Engineering at Meta
Engineering at Meta
T
Tailwind CSS Blog
博客园_首页
Microsoft Azure Blog
Microsoft Azure Blog
Y
Y Combinator Blog
博客园 - Franky
Hugging Face - Blog
Hugging Face - Blog
月光博客
月光博客
A
About on SuperTechFans
I
InfoQ
S
Securelist
Last Week in AI
Last Week in AI
S
Schneier on Security
C
CXSECURITY Database RSS Feed - CXSecurity.com
Hacker News: Ask HN
Hacker News: Ask HN
Schneier on Security
Schneier on Security
Know Your Adversary
Know Your Adversary
腾讯CDC
大猫的无限游戏
大猫的无限游戏
S
Security @ Cisco Blogs
博客园 - 三生石上(FineUI控件)
Simon Willison's Weblog
Simon Willison's Weblog
D
Darknet – Hacking Tools, Hacker News & Cyber Security
T
Tor Project blog
美团技术团队
aimingoo的专栏
aimingoo的专栏
G
Google Developers Blog
罗磊的独立博客
Vercel News
Vercel News
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
The Cloudflare Blog
S
Secure Thoughts
www.infosecurity-magazine.com
www.infosecurity-magazine.com
Latest news
Latest news
Recent Announcements
Recent Announcements
Exploit-DB.com RSS Feed
Exploit-DB.com RSS Feed
cs.CV updates on arXiv.org
cs.CV 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
L
LINUX DO - 热门话题
Security Latest
Security Latest
TaoSecurity Blog
TaoSecurity Blog
Cyberwarzone
Cyberwarzone
有赞技术团队
有赞技术团队

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
I built a dev review site in 2 weeks — here's the stack, the rejections, and what I'd do differently
Muhammad Akb · 2026-05-14 · via DEV Community

Muhammad Akbar

A few months ago I tried to find a "best stack under 100 USD a month" article for a side project. Every result was either an enterprise list with line items at thousands per month, or a vague "use Vercel and Supabase" post with no actual numbers.

So I built one. The result is cheapstack.dev — an editorial site that publishes itemized reference stacks for indie SaaS infrastructure on 50–200 USD a month, with every line item, the date prices were verified, and what to swap when traffic crosses specific thresholds.

I'm not going to pretend this is a masterpiece. I want to write this post because the things I learned along the way will probably save someone else two weeks.

The build

Stack:

  • Next.js 16 with output: "export" for static export
  • Cloudflare Workers Static Assets for hosting (free, unlimited bandwidth)
  • IBM Plex Sans + Plex Mono for typography
  • Markdown-driven content layer (no CMS, no backend, no database)

Two-week evening build, mostly weekends. Lighthouse 100/100/100/100 across all pages.

Why Cloudflare Workers, not Vercel

Cheapstack's whole pitch is "real numbers for cheap stacks." Hosting it on Vercel — whose Hobby tier is explicitly non-commercial, and whose Pro tier starts at 20 USD a month — would have been hypocritical the moment I added an affiliate link.

Cloudflare Workers Static Assets bills 0 USD a month, even with commercial use, and edges out Vercel on first-byte latency in 60% of regions. The DX is rougher (you can't just next build and deploy — you need output: "export" and a wrangler config), but for a site that's truly static the trade is worth it.

I tried @opennextjs/cloudflare first because Cheapstack started life as a dynamic Next.js app with edge runtime OG images. Two days of debugging dynamic-route 404s later, I realized I didn't need any of that. Pre-generating the OG image as a 1200x420 PNG and switching to plain static export resolved everything in 30 minutes.

Lesson: if your site has no per-user state and no per-request logic, static export beats every adapter. Adapter complexity buys you flexibility you don't have.

The content layer

I went into this thinking I'd write everything from scratch. Then I realized the actual work was structuring the data so the prose was a thin layer on top.

Every tool on the site lives in one file:

// src/lib/tools.ts
type Tool = {
  slug: string;
  name: string;
  category: ToolCategory;
  pricing: { tier: string; usd: number; verified: string }[];
  affiliate: string | null;
  // ... more fields
};

export const TOOLS: Record<string, Tool> = {
  digitalocean: { ... },
  postmark: { ... },
  // ~70 tools
};

Enter fullscreen mode Exit fullscreen mode

Stack guides, comparison pages, and tool roundups all pull from this single registry. When DigitalOcean changes their pricing, I update one entry and 11 pages reflect it. When an affiliate program approves me, I drop the tracking URL into the affiliate field and every link to that tool across the site updates.

This is mundane infrastructure but it's the difference between a site that decays in 3 months and a site that stays accurate for years.

Affiliate programs: the reality of being new

I applied to 12 affiliate programs in week one. Here's the score so far:

Program Status
DigitalOcean (via Awin) Declined — "site too new"
Squarespace (via Impact / Acceleration Partners) Declined — "site not yet live or traffic levels below necessary"
Hostinger (direct) Pending review, day 4 of 3–7
8 other Impact-network brands Auto-deferred 30–60 days

So far: 0 approved, 2 declined, 1 pending, 9 deferred. The "site too new" pattern across every network was demoralizing — I'd built the whole monetization architecture on the assumption that applying with a live, polished site would be enough.

It's not. Affiliate networks gate on traffic signal, not site quality. The site needs to show up in Google for 30+ days with consistent search clicks before most programs unlock.

This was a real lesson: the FTC disclosures on cheapstack are mostly aspirational at the moment. Every tool link has rel="sponsored nofollow noopener" and a clear disclosure — even though most of them don't pay me anything. I left the architecture in because (a) when programs do approve me, the wiring is already there, and (b) the credibility hit of adding affiliate disclosures later would be worse than declaring intent on day one.

What's actually on the site

For the curious:

  • 6 stack guides — itemized monthly bills for SaaS-100 (~87 USD/mo), MVP-50, marketplace-150, course-100, newsletter-25, landing-15
  • 8 comparisons — Firebase vs Supabase, Postmark vs Resend, Beehiiv vs Ghost, Neon vs PlanetScale, Clerk vs Auth.js, Vercel vs Cloudflare Pages, Stripe vs Lemon Squeezy, Stripe vs Paddle
  • 12 tool roundups — hosting, databases, transactional email, newsletter platforms, domain registrars, SEO tools, CRM, landing builders, payments, analytics, headless CMS, auth services
  • 8 framework deep-dives — Next.js, Astro, SvelteKit, Remix, Nuxt, SolidStart, Qwik, RedwoodSDK

Everything's at cheapstack.dev if you want to see how it shipped.

Early signal

Four days post-launch, before any external traffic push:

  • Google Search Console: 41 impressions, position 12.1 average
  • Indexed: 8 of 47 pages (normal week-1 curve)
  • Most interesting query: "affordable node.js headless cms under 50/month" — exactly the kind of long-tail commercial-intent query the site was designed for

Position 12 means page 2 of Google. With backlinks and another month of indexing it could realistically move to page 1 for that query. That's the whole game.

What I'd do differently

  1. Skip the OpenNext adapter entirely. Static export from day one. Two days saved.
  2. Apply to affiliate programs only after 30 days of traffic. Day-one applications are a coin flip and rejection cool-down windows are 60–90 days.
  3. Write less, structure more. The articles that are working are the ones with strong data tables and clean comparisons. Prose-heavy pieces sit in the middle of the rankings.
  4. Start the newsletter on day one. I held off until "the site was ready." That was wrong. The newsletter is the only thing you actually own — everything else (Google rank, affiliate approvals, social reach) is rented from someone else.

What's next

  • More long-tail comparison pages targeting the queries already showing up in GSC
  • A weekly newsletter when I cross 100 organic visits/day
  • Real receipts from working indie builds (if you're running profitable on a 50–200 USD/mo stack, I'd love to feature your build — with permission)

If you've built anything similar — editorial site, affiliate engine, programmatic SEO play — I'd love to hear what worked and what didn't. The two-week timeline only worked because I made a lot of decisions fast; some of them are probably wrong.

Site: cheapstack.dev