Contentful vs Extractor

“Mature API, excellent SDKs, and the content model is flexible. The enterprise choice for headless CMS.”

“Schema-driven extraction with LLM fallback is exactly right. Traditional scrapers break on every site redesign — Extractor adapts because it understands the content semantically. The TypeScript-first approach with strong typing on outputs is chef's kiss for building data pipelines.”

“Expensive for what it is. Sanity and Payload offer better DX at lower cost. Only justified for enterprise compliance needs.”

“LLM extraction costs add up fast at scale. But for the use cases where you need it — scraping sites with unpredictable layouts, extracting from pages that change frequently — the reliability improvement over CSS selectors easily justifies the token spend.”

“The editor experience is functional but uninspiring. Sanity's customizable studio is more pleasant to work in.”

“I have been using this to pull structured data from competitor landing pages and product directories. The schema definition is intuitive and the extraction quality is surprisingly consistent even across wildly different page designs.”