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Dev.to
Dev.to
7/16/2026
How to Build a Competitor Intelligence Agent with CrewAI and ZenRows

How to Build a Competitor Intelligence Agent with CrewAI and ZenRows

Short summary

This tutorial demonstrates building a competitor intelligence agent using CrewAI and ZenRows, addressing why CrewAI's built-in ScrapeWebsiteTool fails on anti-bot-protected sites like Yelp. It shows how to integrate ZenRows as a reliable retrieval layer with a 99.93% success rate on protected websites, then walks through setting up researcher and analysis agents powered by Claude. The guide covers both custom tool setup and an MCP server alternative approach.

  • CrewAI's ScrapeWebsiteTool fails on Cloudflare-protected competitor pages, producing unreliable agent outputs
  • ZenRows integration provides a reliable scraping layer with 99.93% success rate on protected websites
  • Tutorial covers custom tool setup and MCP server alternative for building competitor intelligence agents with Claude

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