Building a White-Label SaaS Platform With React and AWS
One codebase, many brands. How tenant resolution, theming, custom domains and configuration fit together without forking the product per client.
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12 articles · no filler
Notes from the parts
Notes from the parts
nobody demos.
Technical debt that hides behind a green build. Errors you never hear about. URLs that quietly decide whether anyone finds you. Authentication models people confuse for each other. I write about the unglamorous things, because those are the ones that actually cost teams time.
Reading list
AI & engineering — 5 articles
Where the tooling actually helps, where it quietly hurts, and how to keep the engineering standard while the pace goes up.
01Introducing AI Into a Team Without Losing Code QualityOctober 15, 2026 · 6 min · Leadership
02Using AI to Understand a Large Existing CodebaseOctober 12, 2026 · 6 min · Engineering Practice
03AI for Software Engineers Without Losing Engineering QualitySeptember 21, 2026 · 7 min · Engineering Practice
04SEO for AI Search Engines: ChatGPT, Google SGE and Bing AIFebruary 7, 2026 · 5 min · Search & Discovery
05Using AI Without Losing Engineering DisciplineJanuary 17, 2026 · 4 min · Engineering Practice
06What Frontend Developers Actually Need to Know About AIJanuary 4, 2026 · 4 min · Frontend Engineering
07New Year, New UI: Building Smarter Interfaces with AIJanuary 1, 2026 · 4 min · UI Engineering
08Ollama Explained: Run Language Models Locally on Your PCAugust 31, 2025 · 4 min · Developer Tooling
The archive
Every article
Making Technical Decisions When There Is No Perfect Answer
Every option is wrong in a different way and the team is waiting. A way to decide, record the reasoning, and stay able to change your mind later.
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Handling an Urgent Production Bug Mid-Sprint
Production is broken and the sprint is half done. How to triage, who to pull in, what to tell the client, and how to protect the rest of the team.
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Explaining Technical Problems to Non-Technical Clients
The deploy failed, the vendor feed is late, the estimate moved. How to explain a technical problem so a client stays confident rather than alarmed.
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How to Delegate Technical Work Without Micromanaging
Handing over work without hovering, and without discovering three days later that it went somewhere you never intended. What to specify and what to leave open.
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Introducing AI Into a Team Without Losing Code Quality
Rolling AI tooling out across a team is a standards problem, not a licensing one. What to agree on before everyone starts generating code.
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Using AI to Understand a Large Existing Codebase
Dropped into two hundred thousand lines you did not write. How to use AI to build an accurate mental model fast, and where it will confidently mislead you.
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How to Design a Multi-Tenant SaaS Application
Tenant isolation, shared schemas, per-client configuration and the blast radius of a bad deploy. The decisions you cannot cheaply reverse later.
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Understanding AWS Lambda From a Frontend Perspective
Cold starts, timeouts, concurrency and payload limits, explained as the things that actually show up in your interface rather than as cloud trivia.
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AWS Architecture Every Senior Frontend Engineer Should Know
You do not need to be a cloud engineer, but you do need to know where your request goes. The AWS surface a senior frontend engineer is expected to reason about.
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Keeping a React Application Maintainable After 100+ Features
Feature one hundred is where most React codebases stop being fun. The habits that keep a large application changeable rather than merely working.
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API Timeouts, Lambda Failures and Random 500 Errors
A practical path through a production incident across the browser, API Gateway, Lambda, AppSync and the services behind them, in the order that narrows it down.
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Designing Frontend Architecture for Large SaaS Applications
Module boundaries, permissions, API layers and shared components: the structural decisions that decide whether year three of a codebase is pleasant or painful.
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AI for Software Engineers Without Losing Engineering Quality
A concrete workflow for Claude, ChatGPT and coding assistants: what to hand over, what to never hand over, and how review keeps speed from becoming rework.
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From Developer to Lead Engineer: What Actually Changes
Nobody hands you a manual. What genuinely changes about planning, delegation, decisions and code review the week you start leading a team.
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How I Debug Production Bugs That Only Happen Sometimes
The bug reproduces for one user, on one day, and never on your machine. A methodical way to corner intermittent failures instead of guessing at them.
Read articleBuilding a White-Label SaaS Platform With React and AWS
One codebase, many brands. How tenant resolution, theming, custom domains and configuration fit together without forking the product per client.
Read article
SEO for AI Search Engines: ChatGPT, Google SGE and Bing AI
Search stopped being a list of links and became a single answer. Here is how content earns its place inside that answer.
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Frontend Technical Debt: How It Sneaks In Quietly
Nothing is broken, every build is green - and yet the codebase resists change. A field guide to the debt nobody logs as a bug.
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Using AI Without Losing Engineering Discipline
Generated code is cheap. Judgment is not. How to move fast with modern tooling without quietly mortgaging your codebase.
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What Frontend Developers Actually Need to Know About AI
No model training, no research papers. Just the interface problems that land on your desk the moment a product gets smarter.
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New Year, New UI: Building Smarter Interfaces with AI
Progress in frontend work is not writing more code. It is reducing noise, reinforcing fundamentals, and designing systems that hold.
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Ollama Explained: Run Language Models Locally on Your PC
Private, offline, and free after the download. A practical walkthrough of running open models on your own machine.
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AWS Cognito: User Pools vs Identity Pools
One answers "who are you?", the other answers "what can you touch?". The complete developer guide, with a theme-park analogy that sticks.
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URL Structure Standards: The Complete Guide for Developers
Slugs vs IDs, hierarchy, query parameters, hash fragments and encoding - the conventions that keep a URL space clean for years.
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React + Honeycomb: Real-Time Error Logging and Monitoring
Stop finding out about production errors from support tickets. A complete Honeycomb setup with ErrorBoundary, structured events and alerts.
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SEO Best Practices: On-Page and Off-Page Optimization
The full checklist - titles, descriptions, headings, internal links, sitemaps, backlinks and reputation - with the markup to match.
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What Is SEO? A Step-by-Step Guide for Beginners
From meta tags and sitemaps to robots.txt, indexing and Search Console - how a page actually becomes findable.
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