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Web Scraping & Research

Scrape LinkedIn with Bright Data MCP and Gemini

When you run it, a Gemini agent uses the Bright Data MCP server to scrape LinkedIn profile pages from a list of URLs.

What it does

# LinkedIn Web Scraping with Bright Data MCP Server & Google Gemini ## Overview Automated workflow: LinkedIn Web Scraping with Bright Data MCP Server & Google Gemini. This workflow integrates 13 different services: stickyNote, httpRequest, code, lmChatGoogleGemini, readWriteFile. It contains 27 nodes and follows best practices for error handling and security. ## Workflow Details - Total Nodes: 27 - Node Types: 13 - Error Handling: ✅ Implemented - Security: ✅ Hardened (no sensitive data) - Documentation: ✅ Complete ## Node Breakdown - When clicking ‘Test workflow’: manualTrigger - Sticky Note1: stickyNote - Set the URLs: set - Bright Data MCP Client For LinkedIn Person: mcpClient - Sticky Note: stickyNote - List all tools for Bright Data: mcpClient - Bright Data MCP Client For LinkedIn Company: mcpClient - Set the LinkedIn Company URL: set - Webhook for LinkedIn Company Web Scraper: httpRequest - LinkedIn Data Extractor: informationExtractor - ... and 17 more nodes ## Usage Instructions 1. Configure Credentials: Set up all required API keys and credentials 2. Update Variables: Replace any placeholder values with actual data 3. Test Workflow: Run in test mode to verify functionality 4. Deploy: Activate the workflow for production use ## Security Notes - All sensitive data has been removed or replaced with placeholders - Error handling is implemented for reliability - Follow security best practices when configuring credentials ## Troubleshooting - Check error logs if workflow fails - Verify all credentials are properly configured - Ensure all required services are accessible

The steps

  1. When clicking ‘Test workflow’
  2. Set the URLs
  3. Bright Data MCP Client For LinkedIn Person
  4. List all tools for Bright Data
  5. Bright Data MCP Client For LinkedIn Company
  6. Set the LinkedIn Company URL
  7. Webhook for LinkedIn Company Web Scraper
  8. LinkedIn Data Extractor
  9. Google Gemini Chat Model
  10. List all available tools for Bright Data
  11. Code
  12. Merge
  13. Aggregate
  14. Create a binary data for LinkedIn person info extract

40 steps in total.

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