My first instinct was to build one FastAPI app that does everything: Scrapes jobs; Analyzes profiles; Matches candidates; Finds emails; Ship ...

Going to the database repeatedly is slow and operations-heavy. Caching stores recent/frequent data in a faster layer (memory) ...

On January 1, 2026, California launched something unprecedented: the Delete Request and Opt-Out Platform (DROP), enabling ...