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In this video, I show you how to build an AI-powered LinkedIn profiles scraper using n8n to automate data extraction quickly and without any coding.

Time Stamps

[00:00] – Demo: Scrape LinkedIn profiles from a Google query into Sheets
[01:16] – How the wildcard search works (site:linkedin.com/in + role + location)
[02:00] – Setting up the n8n flow: Chat Trigger → Basic LLM Chain
[03:20] – Crafting the system prompt + structured JSON output (query builder)
[06:00] – Pagination logic with If node and {{$runIndex}} (page limit)
[08:11] – Adding a Wait node to avoid rate limits
[09:40] – Serper/Google Search API setup, API key, and HTTP node (import cURL)
[16:20] – Splitting results (Split Out) and mapping fields (title/link/snippet)
[18:40] – Appending rows to Google Sheets (credentials, columns, run)
[21:30] – Looping more pages, pin/unpin data, troubleshooting timeouts & fixes

#LinkedInScraper #N8N #Automation