LinkedIn Profile Scraper - No Login Required

👤 What is LinkedIn Profile Scraper?

LinkedIn Profile Scraper extracts comprehensive profile data from any public LinkedIn profile using nothing more than a profile URL. Get the full work history, education, skills, certifications, languages, company details, follower counts, and 500+ data points per profile.

Works with both standard LinkedIn URLs and Sales Navigator links.

No LinkedIn cookies. No browser extension. No login credentials. No session tokens.

Paste a profile URL, hit Run, get structured data. That is it.

Unlike tools like PhantomBuster, Dux-Soup, or LinkedIn Chrome extensions that require your LinkedIn session cookie (putting your account at risk of suspension), this actor is completely cookieless. Your LinkedIn account is never touched, never exposed, and never at risk.

🔄 Why use this over other LinkedIn tools?

Traditional LinkedIn tools	This Actor
Require your LinkedIn session cookie	No cookie needed, ever
Risk your LinkedIn account getting flagged or banned	Zero risk to your account
Only work with standard LinkedIn URLs	Supports both standard and Sales Navigator URLs
Need a Chrome extension or desktop app running	Runs in the cloud on Apify
Complex setup with proxy configs and browser profiles	Paste a URL and press Run
Break when LinkedIn changes their UI	Maintained and updated regularly

📋 What data do you get from each profile?

Basic profile info

Data point	Example
👤 Full name (first, middle, last)	Mayank Chaba
📝 Profile headline	LinkedIn post engagers to verified leads in 5 mins
📄 About / description	Full bio text
📍 Location (city, state, country)	Gurugram, Haryana, India
🔗 Profile URL	https://linkedin.com/in/mayankchaba
🔗 Sales Navigator URL	Full Sales Navigator deep link
🖼️ Profile picture URL	Direct image URL
🖼️ Background image URL	Direct image URL
👥 Connections count	5,147
📢 Followers count	5,248
🆔 LinkedIn ID	Numeric LinkedIn identifier
🆔 Sales Navigator ID	URN-based Sales Navigator identifier

Status flags

Data point	Example
✍️ Is Creator	true/false
🌟 Is Influencer	true/false
💼 Is Job Seeker	true/false
💎 Is Premium	true/false
🔓 Is Open to Connect	true/false

Work experience (full history)

For each position in the person's career:

Data point	Example
💼 Job title	Founder
🏢 Company name	PostLeads
🔗 Company LinkedIn URL	https://www.linkedin.com/company/postleads/
🌐 Company website	https://datachroma.com
🏭 Company industry	Technology
📊 Company headcount range	11-50
🖼️ Company logo URL	Direct image URL
📍 Job location (city, state, country)	Gurugram
📅 Start date	3-2026
📅 End date	present
📝 Job description	Full description text
📋 Employment type	Full-time, Part-time, etc.

Education, skills, and more

Data point	Example
🎓 Education history	University name, degree, field of study, dates, logo
🛠️ Skills (up to 20)	LinkedIn Lead Generation, B2B Data, Data Enrichment...
📜 Certifications	Name, authority, date, URL
🌍 Languages	Name and proficiency level
🤝 Volunteering	Role, organization, duration
⭐ Featured content	Title, type, URL, image
🌐 Websites	URL and category
🐦 Twitter link	If available on profile
📧 Email	If publicly listed
📱 Phone number	If publicly listed
🎂 Birthday	If publicly listed
👀 Also Viewed profiles	Up to 26 similar profiles with name, headline, URL, follower count

That is 500+ data points per profile. Export your results as JSON, CSV, or Excel, ready for your CRM, enrichment pipeline, analytics dashboard, or lead list.

🚀 How do I scrape a LinkedIn profile?

1. Go to the Input tab above and paste one or more LinkedIn profile URLs (e.g. https://linkedin.com/in/satyanadella or a Sales Navigator link).
2. Click Run.
3. Download your results from the Dataset tab in JSON, CSV, or Excel.

No API keys. No authentication. No cookies. Just profile URLs in, structured data out.

You can also run this actor via the Apify API for bulk enrichment. Feed it a list of hundreds of profile URLs from your CRM and get back enriched records automatically. Trigger runs from Make, Zapier, or your own scripts.

💡 Who is this for?

Sales and Business Development Teams Enrich your CRM with fresh LinkedIn data. Feed in a list of prospect profile URLs and get back job titles, company names, industries, headcount ranges, and more. Build targeted outreach lists without manual research.

Recruiters and Talent Acquisition Pull complete candidate profiles at scale. Get work history, education, skills, certifications, and languages for every candidate. Identify job seekers, creators, and open-to-connect profiles automatically.

Marketers and Growth Teams Build audience profiles for LinkedIn campaigns. Understand your target market's job titles, industries, company sizes, and skill sets. Use the "Also Viewed" data to discover new prospects similar to your best customers.

Agencies and Consultants Deliver enriched lead lists to clients without asking for their LinkedIn credentials. Combine standard LinkedIn URLs with Sales Navigator links in the same run for maximum flexibility.

Researchers and Analysts Collect structured career data at scale for labor market research, competitive intelligence, or academic studies. Every field is machine-readable and export-ready.

💰 How much does it cost to scrape LinkedIn profiles?

LinkedIn Profile Scraper uses Apify's pay-per-usage model. You only pay for the compute resources your run consumes. No monthly subscription, no per-seat fees.

A typical run scraping a single profile costs fractions of a dollar. You can test it for free using Apify's free tier credits before committing to any paid plan.

Need to enrich thousands of profiles? Use Apify's API to trigger bulk runs programmatically and pipe results directly into your CRM or data warehouse.

⚙️ Input parameters

Parameter	Type	Required	Description
profileUrls	Array of strings	Yes	LinkedIn profile URLs to scrape (standard or Sales Navigator)

One field. Paste your URLs and run. Works with both linkedin.com/in/username and linkedin.com/sales/people/... formats.

📦 Output example

Here is a simplified example of what you get for each profile:

{
  "full_name": "Mayank Chaba",
  "first_name": "Mayank",
  "last_name": "Chaba",
  "profile_headline": "LinkedIn post engagers to verified leads in 5 mins",
  "location": "Gurugram, Haryana, India",
  "country": "India",
  "description": "Every viral LinkedIn post is a lead list hiding in plain sight...",
  "connections": 5147,
  "followers": 5248,
  "profile_link": "https://linkedin.com/in/mayankchaba",
  "linkedin_sales_link": "https://www.linkedin.com/sales/lead/...",
  "avatar_url": "https://media.licdn.com/dms/image/...",
  "is_creator": true,
  "is_premium": false,
  "is_job_seeker": false,
  "job_title": "Founder",
  "current_company_name": "PostLeads",
  "current_company_linkedin_url": "https://www.linkedin.com/company/postleads/",
  "company_industry": "Technology",
  "experience": [
    {
      "job_title": "Founder",
      "company_name": "PostLeads",
      "company_url": "https://www.linkedin.com/company/postleads/",
      "company_industry": "Technology",
      "job_location": "Gurugram",
      "job_started_on": "3-2026",
      "job_still_working": true
    },
    {
      "job_title": "Partner",
      "company_name": "SoukMedia LLC",
      "job_started_on": "3-2022",
      "job_still_working": true
    }
  ],
  "education": [
    {
      "university_name": "UPES",
      "fields_of_study": ["Chemical Engineering"],
      "started_on": { "year": 2013 },
      "ended_on": { "year": 2017 }
    }
  ],
  "skills": [
    "LinkedIn Lead Generation",
    "B2B Data",
    "Data Enrichment",
    "B2B Prospecting",
    "Sales Operations"
  ],
  "certification": [
    {
      "name": "Google Ads Fundamentals",
      "authority": "Google Ads"
    }
  ],
  "language": [
    { "name": "English", "proficiency": "Professional working proficiency" },
    { "name": "Hindi", "proficiency": "Native or bilingual proficiency" }
  ],
  "also_viewed": [
    {
      "first_name": "John",
      "last_name": "Smith",
      "headline": "VP Sales at TechCorp",
      "url": "https://linkedin.com/in/johnsmith",
      "follower_count": 12400
    }
  ]
}

The full output contains 500+ fields. You can download the dataset extracted by LinkedIn Profile Scraper in various formats such as JSON, CSV, HTML table, or Excel. You can also access it programmatically via the Apify API.

🔗 Integrations

LinkedIn Profile Scraper works with the full Apify ecosystem:

• API access to trigger runs and fetch results programmatically
• Scheduling for daily, weekly, or custom recurring scrapes
• Webhooks to get notified when a run completes
• Make (Integromat) to connect to 1,000+ apps
• Zapier to automate workflows without code
• Google Sheets to pipe results directly into a spreadsheet
• MCP Server to use this actor as a tool inside Claude, Cursor, or any MCP-compatible AI agent

🧩 Other LinkedIn Actors by data-slayer

Need more LinkedIn data? Check out our other actors:

Actor	What it does	Link
LinkedIn Profile Posts Scraper	Scrape all recent posts and reposts from any LinkedIn profile URL	Try it
LinkedIn Post Analytics Scraper	Get deep engagement analytics from any individual LinkedIn post URL	Try it
LinkedIn Company Scraper	Scrape full company profiles with 900+ data points including funding and investors	Try it
LinkedIn Company Posts Scraper	Scrape all recent posts from any LinkedIn company page	Try it

Combine multiple actors for powerful workflows. For example, scrape a person's full profile here, then use our Profile Posts Scraper to see what they are actively posting about. Or use our Company Scraper to enrich the company they work at with funding data, investor names, and office locations.

❓ Frequently Asked Questions

Do I need to provide my LinkedIn cookies or login? No. You provide LinkedIn profile URLs. That is it. Your LinkedIn account is never involved.

Will my LinkedIn account get banned? No. This actor never uses your LinkedIn session, so your account is never at risk. This is fundamentally different from tools like PhantomBuster, Dux-Soup, or Linked Helper that operate through your browser session.

Does it work with Sales Navigator URLs? Yes. You can mix standard LinkedIn profile URLs (linkedin.com/in/username) and Sales Navigator URLs (linkedin.com/sales/people/...) in the same run.

How many profiles can I scrape? As many as you need. Pass hundreds or thousands of profile URLs in a single run. Apify handles concurrency and scaling automatically.

What data is included? The actor returns 500+ data points per profile, including full name, headline, about section, complete work experience history (with company details, industry, headcount, location), education, skills (up to 20), certifications, languages, volunteering, featured content, websites, social links, and up to 26 "Also Viewed" similar profiles. See the data table above for the full breakdown.

Does it find email addresses? The actor returns the email address if it is publicly listed on the LinkedIn profile. It does not guess or enrich emails from external databases.

How is this different from LinkedIn's official API? LinkedIn's API requires app approval, OAuth, and limits what third-party apps can read. Most profile fields are restricted. This actor gives you immediate access to all public profile data with zero setup or approval process.

What is the difference between this and other profile scrapers on Apify? This actor returns 500+ fields per profile, including the full "Also Viewed" network (26 similar profiles), featured content, volunteering, and complete job location breakdowns. Many competitors return a fraction of this data. It also supports Sales Navigator URLs out of the box.

🔒 Is scraping LinkedIn profiles legal?

This actor extracts only publicly available LinkedIn data. It reads the same information anyone can see by visiting a LinkedIn profile in their browser without being logged in. It does not access private data, bypass authentication, or use any LinkedIn credentials.

Because it is cookieless, there is zero risk to your personal LinkedIn account. You are not logging in, so there is nothing to flag, restrict, or ban.

🎯 Tips for best results

• Use full LinkedIn profile URLs like https://www.linkedin.com/in/username for the most reliable results.
• Sales Navigator links work too. Just paste them alongside standard URLs.
• Bulk process by pasting hundreds of URLs at once instead of running one at a time.
• Use the "Also Viewed" data as a free lead discovery tool. Each profile gives you up to 26 similar profiles you might not have found otherwise.
• Combine with our Post Analytics Scraper to get both static profile data and dynamic content performance for the same person.

💬 Feedback and Support

We actively maintain this actor and ship improvements based on user feedback. If you run into any issues or have ideas for new features:

• Create an issue on the Actor's Issues tab in Apify Console
• Rate the actor if it helped you, it helps others find it too

We typically respond within 24 hours.