Indeed Company Scraper & AI Summarizer with Airtable & Gemini

This n8n workflow extracts company profile data from Indeed using Bright Data's Web Unlocker for reliable scraping, even on dynamic pages. It pulls company URLs from Airtable, fetches raw HTML content, and processes it through Google Gemini LLM to generate clean, structured summaries and insights. The transformed data is then stored back in Airtable for easy querying and forwarded via webhook for integration with other tools.

Ideal for recruiters, HR teams, market researchers, founders, and investors, it eliminates manual scraping inconsistencies, saves hours of research time, and delivers AI-enhanced, searchable records. No coding required—perfect for no-code automation enthusiasts building data enrichment pipelines.

Key benefits include automated on-demand triggering, robust anti-blocking scraping, intelligent summarization, and seamless data flow to Airtable and downstream systems. Use cases span competitive analysis, partner scouting, client profiling, and talent acquisition research.