I built visual execution tools for SQL and Python - here's why

Qatabase is an educational platform that visualizes SQL and Python code execution step-by-step, closing the gap between writing code and understanding how it runs internally. It offers 40 courses with 1,000+ exercises, interactive visualizers, guided projects, skill roadmaps, and tiered certificates, with a free tier and a Pro plan at $12–24/month.