Writing & Videos

Notes from real systems work

Articles and build logs on ecommerce automation, product-data pipelines, marketplace integrations, and AI-assisted development — written from things I've actually built.
Article
What AI-Native Development Looks Like Inside a Real Business
A practical look at using Claude Code, Codex, Cursor, and Gemini as part of a real, accountable engineering workflow.
Article
Why Ecommerce Product-Import Pipelines Fail
The failure modes I see repeatedly in supplier feed and product-import systems — and how to design around them.
Article
How I Manage Product Data Across 200,000+ Ecommerce SKUs
The practical patterns I rely on to keep a large, multi-source catalogue clean, current, and trustworthy.