Web Data Ingestion

Four tests separate production-ready scraping APIs from demos that fail at scale.

Crawlers need content-change signals, not metadata timestamps, to keep AI retrieval current.

Discover which pagination pattern hides in your target and how to scrape every page.

Three duplication types require three separate detection methods, not one aggressive filter.

Removing boilerplate and structural noise improves embedding quality and retrieval.

Define your ingestion scope with sitemaps before fetching any pages.

Learn which detection layer blocked your scraper and how to fix it.

Scaling crawlers requires respecting server limits and following robots.txt rules carefully.

Cleaning up HTML for LLMs saves tokens and improves accuracy by orders of magnitude.