Extract LinkedIn Post Engagement Data with Airtop

This n8n workflow extracts key engagement metrics and audience data from any LinkedIn post URL using an Airtop profile logged into LinkedIn. It captures total reactions, comments, reposts, and a detailed list of interactors including their full names, job titles, and profile URLs. Ideal for content creators, marketers, and researchers analyzing post performance.

The process begins with manual or external triggering, mapping the required Airtop profile and post URL inputs. Airtop launches a browser session to load the post securely, mimicking human interaction to avoid detection. An AI agent then intelligently scrapes and structures the data via precise prompts, ensuring accurate extraction even from dynamic pages.

Benefits include time-saving automation of manual data collection, enabling scalable analysis across multiple posts. Use cases span lead generation by identifying engaged professionals, performance tracking for social media strategies, and audience profiling for targeted outreach. Outputs are clean JSON, ready for CRM integration, dashboards, or further processing.

High-value for B2B marketing teams, this workflow leverages premium tools like Airtop for reliable LinkedIn scraping, reducing risks and effort compared to custom scripts.