TheBinMap is a 528-page nationwide directory of liquidation bin stores that I built from zero to live in under 10 weeks. It uses an automated data pipeline — Google Places discovery, AI enrichment, and static page generation — with zero server costs. It ranks on competitive local search terms and has multiple monetization paths. Built with Astro, Python, SQLite, and DeepSeek LLM integration. Live at
thebinmap.com.