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Firecrawl: Web Data Collection for AI Applications When Traditional Scrapers Fall Short

Posted by By admin February 27, 2026
When BeautifulSoup returned "Please enable JavaScript" at 2 AM the night before a deadline, Firecrawl was what saved the entire pipeline. A practical guide to using Firecrawl to collect clean web data for AI and RAG pipelines with Python.
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