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Preparing web content for Bedrock knowledge bases with Crawl4AI

What happened

AI digest

On 3 November 2026, the AWS Machine Learning Blog published an article on using the open-source Python crawler Crawl4AI to pre-process web sources that need fine-grained control in Amazon Bedrock Knowledge Bases: each web page is written as a Markdown file plus a metadata sidecar file and uploaded to Amazon S3, then ingested through the knowledge base's S3 data source. The report does not mention earlier implementations or previous progress.

Written by AI from the reports · updated 3 h ago

Timeline

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Nov 3
  1. AWS Machine Learning Blog
    Prepare web content for Amazon Bedrock Knowledge Bases with Crawl4AI

    This post shows how to use Crawl4AI, an open source web crawler, as a content preparation layer for Amazon Bedrock Knowledge Bases, handling JavaScript rendering, selective extraction, and custom metadata enrichment before web content reaches an Amazon S3 data source.

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