n8n LinkedIn profile scraper
n8n LinkedIn Profile Scraper turns profile URLs into structured contact data (names, job history, education, skills, emails) without cookies or session tokens. Pair it with n8n.
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What data you can get with n8n LinkedIn profile scraper
Each profile returns full name, headline, summary, work history with company details, education, skills, certifications, languages, and publications.
Output
{ "urn": "ACoAAABxN1IBk82L_jCY2opFKNZpSCCcsr6X1MU", "email": "bill.gates@example.com", "fullName": "Bill Gates", "headline": "Co-chair, Bill & Melinda Gates Foundation", "lastName": "Gates", "firstName": "Bill", "followers": 15000, "connections": 500, "linkedinUrl": "https://www.linkedin.com/in/williamhgates", "mobileNumber": "+1234567890", "publicIdentifier": "williamhgates", "linkedinPublicUrl": "https://linkedin.com/in/williamhgates"}How to set up n8n LinkedIn profile scraper with Apify
Send a batch of LinkedIn profile URLs to the Actor. It processes them concurrently, handles anti-bot measures internally, and returns one normalized JSON object per profile.
Sign up for Apify account01
Creating an account is quick and free. No credit card required. Your account gives you access to more than 20,000+ scrapers and APIs.
Get your Apify API token02
Go to Settings in Apify Console and navigate to the API & Integrations tab. There, create a new token and save it for later.
Test run LinkedIn profile scraper03
Open LinkedIn profile scraper in Apify Console and configure your input parameters. Click Start to run the Actor and preview the data structure you receive in your n8n workflow.
Integrate LinkedIn profile scraper via n8n04
Add the Apify node to your n8n workflow. Select Run Actor as the operation, choose your Actor, and pass your input configuration as JSON. Enable Wait for finish to retrieve results directly in subsequent nodes.
Never get blocked
Every plan (free included) comes with Apify Proxy, which is great for avoiding blocking and giving you access to geo-specific content.
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Monitor your runs
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Use the HTTP Request node to call the Apify API. Authenticate with your API token, specify the LinkedIn profile scraper Actor ID and input parameters, then trigger the run. For short scrapes, you can wait for results synchronously. For longer runs, use webhooks to notify your workflow when data is ready.
Apify offers a free tier with prepaid platform usage - enough for testing and small-scale scraping. Paid plans are available for larger data volumes. No credit card required to try the free tier.
No. Most Apify Actors work through a simple web interface where you configure URLs and extraction settings. Connect the LinkedIn profile scraper Actor to n8n using the HTTP Request node with no coding required. For advanced customizations, you can modify Actor inputs or write custom extraction logic.
Apify Actors automatically rotate proxies, manage browser fingerprints, solve CAPTCHAs, and handle rate limiting. When a site adds new protections, the Apify team updates the Actors. You get reliable data extraction without managing infrastructure or chasing site changes.