LinkedIn Profile Scraper (No Cookies) – Bulk & API

By EnrichGrid, the LinkedIn data API for sales, recruiting and AI agents.

Scrape public LinkedIn profiles in bulk without cookies, login or a LinkedIn account. Paste LinkedIn profile URLs or usernames and get clean, structured JSON for every person: name, headline, current job title and company, seniority, location, work experience, education, skills, certifications and more. Download the data as JSON, CSV or Excel, or send it straight to your CRM, Google Sheets, n8n, Make, Zapier or your own code.

• ✅ No cookies, no login. Your LinkedIn account is never used, so it can't be restricted.
• ✅ Bulk. Up to 10,000 LinkedIn profiles per run, 10 to 50 in parallel.
• ✅ Pay only for found profiles. From $0.70 per 1,000 profiles. Profiles that are not found are free.
• ✅ Fast. Recently collected profiles come back in seconds.
• ✅ API ready. Run it through the Apify API, or call the real-time HTTP endpoint (Standby mode).

What data can you scrape from a LinkedIn profile?

Group	Fields
Person	first_name, last_name, headline, summary, slug, token, member_id, photo_url
Current job	current_title, current_company_name, current_company_id, seniority, job_function, sub_role, current_companies (with company firmographics)
Location	location, location_country, region, geo_id
Career	sections.experiences (every position with company and dates), sections.educations, sections.skills
More	industry, certifications, courses, honors, volunteering, publications, patents, recommendations, personal_website
Audience	num_connections (the exact number, not just "500+"), follower_count, last_refreshed_at

The available fields depend on what each person shows on their public profile. Emails and phone numbers are not included.

How to scrape LinkedIn profiles

1. Click Try for free.
2. Paste LinkedIn profile URLs or usernames into LinkedIn profile URLs or usernames, one per line.
3. Click Start, then download the results from the Output tab as JSON, CSV, Excel or HTML.

Input example

{
  "profileUrls": [
    "https://www.linkedin.com/in/reidhoffman",
    "satyanadella"
  ],
  "maxConcurrency": 10
}

Accepted formats: https://www.linkedin.com/in/username, the bare username, or a LinkedIn profile ID that starts with ACoAA.

Output example

A real result for Reid Hoffman (LinkedIn co-founder). Every field the Actor returns is shown; long lists and texts are shortened here for readability.

{
  "token": "ACoAAAAABL0B3SGhqeNX998wiOuk_8hYA6ojLwg",
  "member_id": 1213,
  "slug": "reidhoffman",
  "first_name": "Reid",
  "last_name": "Hoffman",
  "headline": "Co-Founder, LinkedIn, Manas AI & Inflection AI. Founding Team, PayPal.  Author of Superagency.  Podcaster of Possible and Masters of Scale.",
  "current_company_id": 106067845,
  "location_country": "US",
  "last_refreshed_at": "2026-11-05T22:16:25.997112+00:00",
  "current_title": "Co-Founder, Executive Board Chair",
  "seniority": "owner",
  "job_function": "general_management",
  "sub_role": "co founder executive board chair",
  "summary": "My current priority is investing in and building with AI to benefit humanity.  Recently, I've co-founded Inflection.AI and ManasAI.co.  \n\nI am active in all fac…",
  "current_company_name": "Manas AI",
  "industry": "Venture Capital and Private Equity Principals",
  "industry_id": 106,
  "location": "United States",
  "region": "na",
  "geo_id": 103644278,
  "photo_root_url": "https://media.licdn.com/dms/image/v2/D5603AQHW7wKzPb3DAg/profile-displayphoto…",
  "photo_segment": "800_800/profile-displayphoto-shrink_800_800/0/17182162363…",
  "num_connections": 4332,
  "follower_count": 2799713,
  "personal_website": "https://www.superagency.ai/",
  "photo_url": "https://media.licdn.com/dms/image/v2/D5603AQHW7wKzPb3DAg/profile-displayphoto…",
  "recommendations": [
    {
      "recommender_urn": "urn:li:ts_profile:ACoAAAAqJ6sBiCJWv-zPjtx19BOkhyFeXniPKHc",
      "text": "In spite of his achievements and respect in the tech industry, Reid was one of the first people who…",
      "relationship": "WORKED_IN_DIFFERENT_COMPANIES",
      "created": 1387505868663
    }
  ],
  "certifications": [],
  "courses": [],
  "honors": [
    {
      "position": 0,
      "title": "Martin Luther King \"Salute to Greatness\"​",
      "issuer": "Martin Luther King Jr. Center",
      "issued_on": "01/2012"
    }
  ],
  "volunteering": [
    {
      "position": 0,
      "role": "Member, Board of Directors",
      "company_name": "Mozilla",
      "company_id": 13948,
      "cause": "scienceAndTechnology",
      "description": "Evangelists and champions of the free and open web-platform, Firefox. Firefox allows consumers the e…",
      "started_on": "08/2005",
      "ended_on": "12/2016"
    }
  ],
  "publications": [
    {
      "position": 0,
      "name": "The Startup of You",
      "publisher": "Crown",
      "description": "People should lead their lives as entrepreneurs — not necessarily starting companies, but investing…",
      "url": "www.startupofyou.com",
      "published_on": "02/2012",
      "authors_count": 2
    }
  ],
  "websites_extra": [],
  "patents": [],
  "test_scores": [],
  "sections": {
    "experiences": [
      {
        "title": "Co-Founder, Executive Board Chair",
        "company_name": "Manas AI",
        "company_id": 106067845,
        "location": null,
        "description": "Manas AI leverages proprietary AI, generative computational chemistry, and best in class biology to…",
        "started_on": "2025-01-01",
        "ended_on": null,
        "is_current": true,
        "employment_status": null,
        "started_on_display": "2025-01",
        "ended_on_display": null,
        "is_top_card": true,
        "entreprise": {
          "website_url": "https://www.manasai.co/",
          "slug": "manas-ai",
          "name": "Manas AI",
          "industry": "Biotechnology Research",
          "staff_count": 32,
          "staff_count_range": "11-50",
          "country_code": null,
          "region": "unknown",
          "founded_year": null,
          "revenue_range": null,
          "company_type": "Privately Held",
          "follower_count": 8798,
          "hq_city": null,
          "hq_region": null,
          "description": "Disrupting drug development.",
          "tagline": "Disrupting drug development.",
          "specialties": null,
          "logo_url": "https://media.licdn.com/dms/image/v2/D4D0BAQHehetLvQnNEg/company-logo_200_200…",
          "claimable": false,
          "linkedin_url": "https://www.linkedin.com/company/manas-ai/"
        }
      },
      {
        "title": "Co-Founder and founding CEO",
        "company_name": "LinkedIn",
        "company_id": 1337,
        "location": "Palo Alto, California, United States",
        "description": "We launched LinkedIn to establish a platform that not only facilitated professional connections but…",
        "started_on": "2003-05-01",
        "ended_on": "2016-12-01",
        "is_current": false,
        "employment_status": "Full-time",
        "started_on_display": "2003-05",
        "ended_on_display": "2016-12",
        "is_top_card": false,
        "entreprise": {
          "website_url": "https://careers.linkedin.com",
          "slug": "linkedin",
          "name": "LinkedIn",
          "industry": "Software Development",
          "staff_count": 23314,
          "staff_count_range": "10001+",
          "country_code": "US",
          "region": "na",
          "founded_year": null,
          "revenue_range": null,
          "company_type": "Public Company",
          "follower_count": 34633854,
          "hq_city": "Sunnyvale",
          "hq_region": "CA",
          "description": "Founded in 2003, LinkedIn connects the world's professionals to make them more productive and succes…",
          "tagline": null,
          "specialties": [
            "Online Professional Network",
            "Jobs",
            "People Search"
          ],
          "logo_url": "https://media.licdn.com/dms/image/v2/C560BAQHaVYd13rRz3A/company-logo_200_200…",
          "claimable": false,
          "linkedin_url": "https://www.linkedin.com/company/linkedin/"
        }
      }
    ],
    "educations": [
      {
        "school_name": "Stanford University",
        "school_id": 1792,
        "degree_name": "B.S.",
        "field_of_study": "Symbolic Systems",
        "started_on": "1985-01-01",
        "ended_on": "1990-01-01",
        "grade": null,
        "activities": "Marshall Scholar, Dinkelspiel Award, Golden Grant, Founder of the Symbolic Systems Forum",
        "description": null,
        "started_on_display": "1985",
        "ended_on_display": "1990",
        "is_top_card": false,
        "ecole": {
          "slug": "stanford-university",
          "description": "Stanford University pursues its founding mission of research and education with a spirit of optimism…",
          "logo_url": "https://media.licdn.com/dms/image/v2/C560BAQHr9suxyJBXMw/company-logo_200_200…",
          "website": "http://stanford.edu",
          "slogan": null,
          "staff_count": 28894,
          "student_count": null,
          "school_type": "SocialMediaPosting",
          "address_street": "450 Jane Stanford Way",
          "address_locality": "Stanford",
          "address_region": "CA",
          "address_postal": "94305",
          "address_country": "US",
          "linkedin_url": "https://www.linkedin.com/school/stanford-university/"
        },
        "kind": "institution"
      }
    ],
    "skills": [
      {
        "name": "Product Management",
        "endorsement_count": 188,
        "assessment_verified": null
      },
      {
        "name": "Venture Capital",
        "endorsement_count": 139,
        "assessment_verified": null
      },
      {
        "name": "Business Development",
        "endorsement_count": 97,
        "assessment_verified": null
      }
    ]
  },
  "current_companies": [
    {
      "company_id": 106067845,
      "company_name": "Manas AI",
      "titles": [
        "Co-Founder, Executive Board Chair"
      ],
      "entreprise": {
        "website_url": "https://www.manasai.co/",
        "slug": "manas-ai",
        "name": "Manas AI",
        "industry": "Biotechnology Research",
        "staff_count": 32,
        "staff_count_range": "11-50",
        "country_code": null,
        "region": "unknown",
        "founded_year": null,
        "revenue_range": null,
        "company_type": "Privately Held",
        "follower_count": 8798,
        "hq_city": null,
        "hq_region": null,
        "description": "Disrupting drug development.",
        "tagline": "Disrupting drug development.",
        "specialties": null,
        "logo_url": "https://media.licdn.com/dms/image/v2/D4D0BAQHehetLvQnNEg/company-logo_200_200…",
        "claimable": false,
        "linkedin_url": "https://www.linkedin.com/company/manas-ai/"
      },
      "is_top_card": true
    }
  ]
}

In the full record this profile has 33 positions, 6 schools, 42 skills, 10 recommendations, 9 honors, 14 volunteering roles and 6 publications. Fields stay empty or null when the person has not filled them in.

Each run also saves an OUTPUT record with a summary: how many profiles were delivered, not found or failed, and which inputs were not found.

How much does it cost to scrape LinkedIn profiles?

You pay only for profiles that are found and saved to the dataset. Profiles that are not found, invalid URLs and errors are free. The higher your Apify plan, the lower the price:

Apify plan	Price per 1,000 profiles
Free	$1.50
Starter	$1.20
Scale	$0.90
Business	$0.70

Each run also has a tiny start fee of $0.00005. Platform usage is included in the price.

On the Apify Free plan the Actor processes up to 25 profiles per day, so you can test it on your own data. Any paid Apify plan removes this limit.

Use cases

• Lead generation and CRM enrichment. Add job title, company, seniority and location to leads in HubSpot, Salesforce, Pipedrive or Google Sheets.
• Recruiting and sourcing. Get candidates' work experience, education and skills in one table.
• Sales intelligence. Research decision makers and their companies before outreach.
• AI agents and LLM apps. Give your agent structured LinkedIn profile data, also through the Apify MCP server.
• Proxycurl alternative. Proxycurl shut down in 2025. This Actor returns similar LinkedIn person data through the Apify API.

Integrations and API

Run the Actor from any language with the Apify API, or connect it to n8n, Make, Zapier, Google Sheets, Slack and webhooks with Apify integrations.

Python

from apify_client import ApifyClient

client = ApifyClient("<YOUR_APIFY_TOKEN>")
run = client.actor("enrichgrid/linkedin-profile-scraper").call(
    run_input={"profileUrls": ["https://www.linkedin.com/in/reidhoffman"]}
)
for profile in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(profile["first_name"], profile.get("current_title"), profile.get("current_company_name"))

Real-time API (Standby)

Get one profile per HTTP request, without starting a run:

curl -X POST "https://enrichgrid--linkedin-profile-scraper.apify.actor/v1/enrich/single" \
  -H "Authorization: Bearer <YOUR_APIFY_TOKEN>" \
  -H "Content-Type: application/json" \
  -d '{"profile_url": "https://www.linkedin.com/in/reidhoffman"}'

FAQ

Do I need a LinkedIn account or cookies? No. The Actor never logs in to LinkedIn and never asks for your cookies.

How fresh is the data? Profiles are collected on request or served from a cache that is at most 30 days old. The last_refreshed_at field shows when each profile was collected.

What happens if a profile is not found? It is free. The run's OUTPUT record lists every input that was not found.

Can I get email addresses or phone numbers? No. The Actor returns professional profile data only.

How many profiles can I scrape in one run? Up to 10,000. Split bigger lists into several runs.

Why did my run stop early? Either the Free plan daily limit was reached, or too many inputs in one day were not found (for example a list of invalid URLs). The run's status message explains which one.

Is it legal to scrape LinkedIn profiles? The Actor collects only publicly available profile data. Personal data is protected by laws such as GDPR, so use it only for legitimate purposes and consult a lawyer if you are unsure.

Support

Found a bug or need a feature? Open an issue in the Issues tab or email support@enrichgrid.com. Built and maintained by EnrichGrid. Need more than Apify? EnrichGrid also offers a REST API, Excel/CSV bulk enrichment and an MCP server at enrichgrid.com.

EnrichGrid is not affiliated with LinkedIn or Microsoft.