From local
scraper to
reproducible workload.
The maintenance phase strengthened the AI-powered
scraping and outreach system across reliability,
performance, deployment, and infrastructure.
Docker and Kubernetes improved reproducibility,
browser updates improved compatibility, and the
wider team contributions improved configuration,
testing, database reliability, and application
maintainability.