LinkedIn scraping API
Our LinkedIn scraping API gives you programmatic access to LinkedIn scraping data that isn't available through any official API. Get data on comprehensive profile information, email addresses, company details, work experience, education history, and more. And the best part? You can try the LinkedIn scraping API entirely for free, no credit card required.
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Integrate our LinkedIn scraping API
Access the LinkedIn scraping API using Python, JavaScript, CLI, cURL, OpenAPI, or MCP. Choose your preferred option and start extracting LinkedIn scraping data in minutes.
Python
JavaScript
HTTP
MCP
1from apify_client import ApifyClient2
3# Initialize the ApifyClient with your Apify API token4# Replace '<YOUR_API_TOKEN>' with your token.5client = ApifyClient("<YOUR_API_TOKEN>")6
7# Prepare the Actor input8run_input = { "profileUrls": [9 "https://www.linkedin.com/in/williamhgates",10 "http://www.linkedin.com/in/jeannie-wyrick-b4760710a",11 ] }12
13# Run the Actor and wait for it to finish14run = client.actor("dev_fusion/linkedin-profile-scraper").call(run_input=run_input)15
16# Fetch and print Actor results from the run's dataset (if there are any)17print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])18for item in client.dataset(run["defaultDatasetId"]).iterate_items():19 print(item)20
21# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-startGet data with LinkedIn scraping API
Extract LinkedIn profile data by providing LinkedIn profile URLs. The LinkedIn scraping API returns structured JSON data with names, occupations, headlines, summaries, job history, education, skills, languages, honors, certifications, company information, and email addresses when available.
Input
{ "profileUrls": [ "<https://www.linkedin.com/in/williamhgates>", "<http://www.linkedin.com/in/jeannie-wyrick-b4760710a>" ]}Output
[ { "urn": "ACoAAA8BYqEBCGLg_vT_ca6mMEqkpp9nVffJ3hc", "about": "Chair of the Gates Foundation. Founder of Breakthrough Energy. Co-founder of Microsoft. Voracious reader. Avid traveler. Active blogger.", "email": "bill.gates@gatesfoundation.org", "promos": [], "skills": [], "courses": [], "patents": [], "updates": [], "fullName": "Bill Gates", "headline": "Chair, Gates Foundation and Founder, Breakthrough Energy", "jobTitle": "Co-chair", "lastName": "Gates", "projects": [], "firstName": "Bill", "followers": 38914463, "interests": [], "languages": [], "educations": [], "highlights": [], "profilePic": "https://media.licdn.com/dms/image/v2/D5603AQF-RYZP55jmXA/profile-displayphoto-shrink_200_200/B56ZRi8g.aGsAY-/0/1736826818802?e=1762387200&v=beta&t=9WVVq-mEfwKiuHsuAjz8jlE77gj3jwyvmNnDYgp0sV4", "testScores": [], "companyName": "Gates Foundation", "companySize": "1001-5000", "connections": 8, "experiences": [], "linkedinUrl": "https://www.linkedin.com/in/williamhgates", "mobileNumber": null, "publications": [], "organizations": [], "verifications": [], "companyWebsite": "gatesfoundation.org", "creatorWebsite": { "link": "https://gatesnot.es/tgn", "name": "https://gatesnot.es/tgn" }, "openConnection": null, "companyIndustry": "Investment Management", "companyLinkedin": "linkedin.com/company/bill-&-melinda-gates-foundation", "honorsAndAwards": [], "recommendations": [], "volunteerCauses": [], "companyFoundedIn": 2000, "publicIdentifier": "williamhgates", "addressCountryOnly": "United States", "addressWithCountry": "Seattle, Washington, United States", "currentJobDuration": "25 yrs 10 mos", "volunteerAndAwards": [], "addressWithoutCountry": "Seattle, Washington", "profilePicHighQuality": "https://media.licdn.com/dms/image/v2/D5603AQF-RYZP55jmXA/profile-displayphoto-shrink_800_800/B56ZRi8g.aGsAc-/0/1736826818808?e=1762387200&v=beta&t=_fMi8DjHXxJQ-lNHpR4irqb3vjBWoMWatKXdp5BHPts", "licenseAndCertificates": [], "currentJobDurationInYrs": 25.83, "profilePicAllDimensions": [], "topSkillsByEndorsements": null }, { "urn": "ACoAABt_nacBhrbuCWC2KtgmRRpggAqSv275RDE", "about": null, "email": null, "promos": [], "skills": [], "courses": [], "patents": [], "updates": [], "fullName": "Jeannie Wyrick", "headline": "Service Coordinator at AMETEK Chandler Engineering", "jobTitle": "Service Coordinator - Ametek Chandler Engineering", "lastName": "Wyrick", "projects": [], "firstName": "Jeannie", "followers": 121, "interests": [], "languages": [], "educations": [], "highlights": [], "profilePic": null, "testScores": [], "companyName": "Chandler Engineering", "companySize": "51-200", "connections": 119, "experiences": [], "linkedinUrl": "http://www.linkedin.com/in/jeannie-wyrick-b4760710a", "mobileNumber": null, "publications": [], "organizations": [], "verifications": [], "companyWebsite": "chandlereng.com", "openConnection": null, "companyIndustry": "Oil & Energy", "companyLinkedin": "linkedin.com/company/chandlereng", "honorsAndAwards": [], "recommendations": [], "volunteerCauses": [], "companyFoundedIn": 1949, "publicIdentifier": "jeannie-wyrick-b4760710a", "addressCountryOnly": "United States", "addressWithCountry": "Tulsa Metropolitan Area", "currentJobDuration": "3 yrs 10 mos", "volunteerAndAwards": [], "addressWithoutCountry": "Tulsa Metropolitan Area", "profilePicHighQuality": null, "licenseAndCertificates": [], "currentJobDurationInYrs": 3.83, "profilePicAllDimensions": [], "topSkillsByEndorsements": "Customer Service, Microsoft Office, Microsoft Excel, Microsoft Word, Manufacturing" }]Sign up for Apify account01
Creating an account is quick and free — no credit card required. Your account gives you access to more than 5,000 scrapers and APIs.
Get your Apify API token02
Go to settings in the Apify console and navigate to the “API & Integrations” tab. There, create a new token and save it for later.
Integrate LinkedIn scraping API03
Navigate to the LinkedIn scraping API page and click on the API dropdown menu in the top right corner. In the dropdown menu, you can see API clients, API endpoints, and more.
Get your LinkedIn scraping data via API04
Now, you can use the API and get the data you need from LinkedIn scraping.
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No, LinkedIn does not provide an official public API for scraping comprehensive profile data including email addresses. This actor serves as an alternative solution that extracts publicly available LinkedIn profile information without requiring cookies or authentication, making it accessible for lead generation and research purposes.
Yes, you can try the LinkedIn scraping API for free with Apify's free tier. New users receive free credits to test the actor's capabilities. The actor is priced at $10.00 per 1,000 results, making it cost-effective for both small tests and large-scale data extraction projects.
You can extract comprehensive LinkedIn profile data including personal information (names, occupations, headlines, summaries), professional details (job history, education, skills, languages, honors, certifications), company information (company name, industry, website, LinkedIn URL), email addresses, and for paying users, mobile numbers when available.
Web scraping LinkedIn data is generally legal when collecting publicly available information and following ethical practices. However, you should comply with LinkedIn's terms of service, respect robots.txt guidelines, implement reasonable request rates, and ensure compliance with applicable data protection laws like GDPR when processing personal information.
Getting started is simple: provide a list of LinkedIn profile URLs as input to the actor. The scraper automatically filters LinkedIn profile URLs and extracts all available data without requiring cookies or authentication. You can run the actor through the Apify platform, API, or integrate it with other tools and workflows.