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Engineering & Architecture.

Architecture decisions are where software projects either become durable systems or expensive rewrites. This hub collects our production notes on data models, multi-tenant applications, security, AI systems, and the trade-offs behind software that has to keep working after launch.

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Engineering articles

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What Is a Fractional CTO? Roles, Pricing, and When to Hire One
Engineering

What Is a Fractional CTO? Roles, Pricing, and When to Hire One

A fractional CTO gives your startup senior tech leadership without the $300K+ salary. Here's how pricing, engagement models, and responsibilities actually work.

16 min read
Fractional CMO Cost in 2026: Real Pricing Breakdown by Model
Engineering

Fractional CMO Cost in 2026: Real Pricing Breakdown by Model

What does a fractional CMO actually cost in 2026? We break down hourly, retainer, project, and hybrid pricing with real deliverables and three budget examples.

15 min read
What Does a Website Cost in 2026? Real Pricing by Type
Engineering

What Does a Website Cost in 2026? Real Pricing by Type

From $3K DIY builds to $200K enterprise platforms -- a brutally honest pricing breakdown with concrete deliverables for every budget tier.

17 min read
AI Website Builders vs Custom Development: What AI Can't Replace
Engineering

AI Website Builders vs Custom Development: What AI Can't Replace

AI builders like Lovable ship fast demos, but production apps need custom architecture. Here's where the line actually is in 2025.

15 min read
5 Real AI Integration Examples with Actual Costs Breakdown
Engineering

5 Real AI Integration Examples with Actual Costs Breakdown

Forget the hype. Here are five AI integrations we've actually seen in production, what they connect to, and what they really cost to build and run.

16 min read
Best Next.js Boilerplates for Enterprise Projects in 2026
Engineering

Best Next.js Boilerplates for Enterprise Projects in 2026

We've tested dozens of Next.js starter templates so you don't have to. Here are the boilerplates actually worth using for enterprise apps in 2026.

16 min read
Next.js Image Optimization for Core Web Vitals in 2026
Engineering

Next.js Image Optimization for Core Web Vitals in 2026

A practical guide to squeezing every millisecond out of your Next.js images, with real techniques that actually move your Core Web Vitals scores.

15 min read
Next.js Performance Optimization: The Complete 2026 Guide
Engineering

Next.js Performance Optimization: The Complete 2026 Guide

Everything we've learned about making Next.js apps fast in production -- from bundle analysis to edge rendering, with real benchmarks.

17 min read
WordPress vs Squarespace 2026: Honest Guide for Businesses Outgrowing Both
Engineering

WordPress vs Squarespace 2026: Honest Guide for Businesses Outgrowing Both

WordPress and Squarespace both hit walls eventually. Here's what actually matters in 2026 -- and when it's time to move beyond both platforms entirely.

16 min read
Web Design Companies in 2026: An Honest Review & What to Look For
Engineering

Web Design Companies in 2026: An Honest Review & What to Look For

Most web design agency lists are pay-to-play ads. Here's what actually matters when choosing a partner in the modern stack era.

16 min read
Magento Is Dead in 2026: Where the Smart Money Moves
Engineering

Magento Is Dead in 2026: Where the Smart Money Moves

Adobe Commerce costs are spiraling while modern stacks outperform it. Here's where experienced teams are actually moving their ecommerce builds in 2026.

16 min read
Top Headless & Jamstack Web Development Agencies in 2026: An Honest Review
Engineering

Top Headless & Jamstack Web Development Agencies in 2026: An Honest Review

We reviewed 15+ headless and Jamstack agencies so you don't have to. Here's what we actually found--warts and all.

16 min read
From Bolt to Strapi to Custom Architecture: The Real Product Journey
Engineering

From Bolt to Strapi to Custom Architecture: The Real Product Journey

Most products don't start with perfect architecture. Here's what actually happens when you evolve from AI-generated prototypes through headless CMS to custom systems.

12 min read
Strapi AI vs Custom AI Pipelines: Feature & Architecture Comparison
Engineering

Strapi AI vs Custom AI Pipelines: Feature & Architecture Comparison

A deep technical comparison of Strapi's built-in AI features against custom AI pipelines -- covering architecture, cost, flexibility, and when each approach actually makes sense.

14 min read
Building Agent-Powered Apps with Next.js, Supabase & Cron in 2026
Engineering

Building Agent-Powered Apps with Next.js, Supabase & Cron in 2026

A practical guide to architecting autonomous AI agent applications using Next.js on Vercel, Supabase for persistence, and cron-based orchestration patterns.

16 min read
How We Built a 137K Listing Directory Platform with Next.js and Vercel ISR
Engineering

How We Built a 137K Listing Directory Platform with Next.js and Vercel ISR

Real architecture decisions behind a directory platform serving 137,000+ listings with sub-second page loads using Next.js ISR on Vercel.

12 min read
When You've Outgrown Strapi CMS: Building with Payload + Supabase
Engineering

When You've Outgrown Strapi CMS: Building with Payload + Supabase

Strapi got you started, but now it's holding you back. Here's how to recognize the signs and migrate to a Payload + Supabase stack that actually scales.

16 min read
Building a Directory Website: Why CMS Tools Break at 10,000 Listings
Engineering

Building a Directory Website: Why CMS Tools Break at 10,000 Listings

Directory websites aren't blogs. Here's why every major CMS hits a wall at 10K listings and what architecture actually works at scale.

16 min read
MCP Server Development: Deploy on Vercel with Next.js for SaaS
Engineering

MCP Server Development: Deploy on Vercel with Next.js for SaaS

How to build and deploy Model Context Protocol servers on Vercel using Next.js -- a practical guide for SaaS teams shipping AI-powered features in 2026.

15 min read
ISR at Scale: Running 25,000+ Pages with Incremental Static Regeneration on Vercel
Engineering

ISR at Scale: Running 25,000+ Pages with Incremental Static Regeneration on Vercel

What we learned deploying 25,000+ ISR pages on Vercel in production -- the wins, the gotchas, and the real costs nobody talks about.

16 min read
Next.js i18n at Scale: 30 Languages, 91K Pages, Vercel ISR
Engineering

Next.js i18n at Scale: 30 Languages, 91K Pages, Vercel ISR

How we shipped a Next.js site with 30 locales and 91,000 pages using Vercel ISR without blowing up build times or our budget.

17 min read
Make Your Content AI-Ready Without Migrating to Sanity
Engineering

Make Your Content AI-Ready Without Migrating to Sanity

You don't need to rip out your CMS to prepare for AI. Here's how to structure content for AI consumption in WordPress, Payload CMS, Supabase, and beyond.

17 min read
Structured Content vs WordPress HTML Blobs: Why AI Can't Read Your Site
Engineering

Structured Content vs WordPress HTML Blobs: Why AI Can't Read Your Site

Your WordPress content is trapped in HTML soup. Here's why AI tools, search engines, and your future self can't make sense of it -- and what to do about it.

17 min read
Best Headless CMS for AI Integration in 2026: A Builder's Honest Take
Engineering

Best Headless CMS for AI Integration in 2026: A Builder's Honest Take

After building 40+ headless projects, here's what actually works when you need AI-powered content pipelines. Spoiler: the marketing pages won't tell you this.

16 min read
We Enriched 28,840 Records with AI: Lessons from Bulk Data Processing
Engineering

We Enriched 28,840 Records with AI: Lessons from Bulk Data Processing

We ran 28,840 records through Claude's API for content enrichment. Here's what actually worked, what broke, and the real costs involved.

15 min read
The Vercel + Next.js + Supabase + Claude API Stack: No CMS Needed
Engineering

The Vercel + Next.js + Supabase + Claude API Stack: No CMS Needed

Why the Vercel/Next.js/Supabase/Claude API stack is replacing traditional CMS setups in 2026, and how to build with it from scratch.

16 min read
How We Translated 118 Pages Into 30 Languages for $22 Each
Engineering

How We Translated 118 Pages Into 30 Languages for $22 Each

We used AI translation to localize an entire website -- 118 pages across 30 languages -- spending just $22 per language. Here's exactly how we did it.

15 min read
MCP Server for Your CMS: Let AI Agents Read and Write Content
Engineering

MCP Server for Your CMS: Let AI Agents Read and Write Content

Build a Model Context Protocol server that gives AI agents structured access to your CMS. We cover Payload, Supabase, and WordPress with real implementation code.

18 min read
Content Staging and Releases Without Vendor Lock-In
Engineering

Content Staging and Releases Without Vendor Lock-In

How to build a content staging pipeline using open infrastructure like Supabase feature flags and Sanity content releases -- without getting trapped.

17 min read
RAG vs MCP Explained Simply: Which One Your Business Needs
Engineering

RAG vs MCP Explained Simply: Which One Your Business Needs

RAG and MCP are everywhere in AI conversations right now. Here's what they actually do, how they differ, and which one makes sense for your company's data.

17 min read
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