Traditional web scraping requires writing custom scripts, maintaining selectors, and dealing with anti-bot challenges. Scaling automation pipelines manually requires continuous developer toil.
Architected a full-stack Next.js platform with a topological execution planner, shared browser session contexts, and credit-based Stripe monetization.
Extracted structured data accuracy reached 99% with zero runtime schema violations and sub-second queue leasing across worker pools.