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Migrating a Crawl Pipeline from Firecrawl: Keep the Document Contract Stable

This story is from 2026-10-16. It is preserved in the archive; the latest stories are on the live feed.

Changing crawl providers is a workflow migration, not a base-URL edit. Firecrawl's current Crawl API starts a job, returns a job ID, and exposes status and paginated results. Its Python SDK can wait for a crawl and return all results. Nstdata's docs describe async crawl submission, status polling,…

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  1. 2026-10-16 08:53 · DEV Community — AI
    Migrating a Crawl Pipeline from Firecrawl: Keep the Document Contract Stable

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