Make.com LinkedIn scraper
Make.com LinkedIn scraper extracts work history, skills, education, and contact info from profile URLs without cookies. Connect it to Make.com for automated lead enrichment.
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What data you can get with Make.com LinkedIn scraper
Full name, headline, work experience with company details, education, skills, certifications, verified emails, and mobile numbers for paying users. Consistent JSON output.
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 Make.com LinkedIn scraper with Apify
Use Make.com's Apify integration or HTTP module to trigger the Actor with profile URLs. Route enriched contact data to your CRM or email platform automatically.
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 Make.com LinkedIn scraper03
Open LinkedIn scraper in Apify Console and configure your input parameters. Click Start to run the Actor and preview the data structure you receive in your Make scenario.
Integrate LinkedIn scraper via Make.com04
Search for Apify in the Make module library and add the "Run an Actor" module to your scenario. Connect using OAuth or paste your API token. Select your Actor, configure the input, and use "Get Dataset Items" to retrieve results for downstream modules.
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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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Use Make.com's HTTP module or the native Apify integration to trigger Actor runs and retrieve dataset results via webhook or polling.
The Actor extracts profile info (name, headline, summary), work history with company data, education, skills, certifications, and attempts to find email addresses and phone numbers.
No. LinkedIn Profile Scraper operates without requiring authentication cookies or login credentials.
You pay for Apify platform usage. The free tier includes prepaid platform usage to get started. Bulk processing of multiple profiles in a single run maximizes efficiency.
Yes. Set up a Make.com scenario that triggers the Actor whenever new leads enter your CRM and routes enriched data back automatically.