How to avoid infrastructure costs nightmare

If you’ve tried scraping “any website,” you’ve met chaos: inconsistent markup, dynamic content, random anti-bot tricks, and that one page that puts the year in an image alt tag for no sane reason. A single BeautifulSoup script works for one site. I wanted something that generalizes:

  • Learn where data lives on a site (selectors, patterns).
  • Run deterministically and fast using those learned rules.
  • Use an LLM only when it actually helps (strict, validated JSON).

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