Sabelo Thwala

I build data and AI products. I take the data a business already has and turn it into something it can use: a pipeline that runs on its own, analysis people actually trust, a product that earns its keep. The work ships, and it stays shipped.

I use what the stage calls for. Early on, that's Vercel and Supabase: fast to deploy, fast to iterate, something real in front of users before anything is over-built. When the product earns the complexity, I move to cloud infrastructure for the full architecture: identity, API management, data layers built to scale. I work across AWS, GCP, and Azure, Azure being my current home. The AI layer runs on Claude's API. The front end depends on what the product needs. Right tool, right moment.