🔥 LinkedIn Employees & People Scraper | Extract Emails, Phone Numbers & Complete Profiles (No Cookies)

🚀 MAJOR UPDATE - August 2025: Enhanced Version with Real Names & Contact Details

BREAKTHROUGH: Our enhanced dual-API approach now extracts significantly more REAL employee names!

✨ Key Improvements:

• 🎯 1,232 real names from OpenAI (vs. competitors showing mostly "LinkedIn Member")
• 📧 Email addresses & phone numbers extraction when publicly available*
• 📊 Accurate total employee count for any company
• 🔄 Dual-source approach combining multiple LinkedIn sources for maximum coverage

*Contact details (emails/phones) depend on users' LinkedIn privacy settings - typically available for ~1-5% of profiles who have set their contact info to public.

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Extract comprehensive employee data from LinkedIn companies without cookies or login. Get real names, job titles, locations, and detailed profile information even for out-of-network connections.

🎯 Extract Contact Information

This actor finds and extracts actual email addresses and phone numbers when available! Unlike most LinkedIn scrapers, we retrieve real contact details including:

• ✉️ Email addresses - Professional and personal emails when publicly available
• 📱 Phone numbers - Mobile and office numbers with type classification
• 🐦 Twitter/X handles - Social media profiles
• 🌐 Websites - Personal and company websites
• 💬 Instant messengers - Skype, WeChat, and other IM contacts

Note: Contact details availability depends on user privacy settings and profile completeness

Features

• Email & phone extraction - Find actual contact details including emails and phone numbers
• Real name extraction - Get actual names even for out-of-network profiles (no "LinkedIn Member" placeholders)
• No cookies required - Secure extraction without risking your LinkedIn account
• Complete profile data - Job titles, locations, work experience, education, skills, and more
• Parallel processing - Extract hundreds of employees in seconds with optimized performance
• Multi-company support - Process multiple company URLs in a single run
• Flexible detail levels - Choose between basic employee lists or comprehensive profile data
• Profile cards extraction - Optional deep-dive into complete professional backgrounds
• Smart rate limiting - Built-in protection against LinkedIn restrictions
• Tier-based pricing - Free tier available with pay-per-event model for scaling

Quick Start

Basic Employee Extraction (Simple Mode)

{
  "companyUrls": [
    "https://www.linkedin.com/company/openai",
    "https://www.linkedin.com/company/anthropicresearch"
  ],
  "maxItems": 100,
  "fetchDetailedProfiles": false
}

Detailed Profile Extraction

{
  "companyUrls": ["https://www.linkedin.com/company/openai"],
  "maxItems": 50,
  "fetchDetailedProfiles": true  // This enables email & phone extraction!
}

Large-Scale Extraction

{
  "companyUrls": [
    "https://www.linkedin.com/company/openai",
    "https://www.linkedin.com/company/anthropicresearch",
    "https://www.linkedin.com/company/apple"
  ],
  "maxItems": 1000,
  "fetchDetailedProfiles": true,
  "proxyConfiguration": {
    "useApifyProxy": true
  }
}

Input Parameters

Parameter	Type	Description	Default
companyUrls	Array	LinkedIn company URLs to scrape	Required
maxItems	Integer	Maximum employees to extract (1-10000)	100
fetchDetailedProfiles	Boolean	Fetch complete profile details (coming soon)	false
proxyConfiguration	Object	Proxy settings for reliability	Optional
linkedinLiAt	String	(Optional) Your LinkedIn li_at cookie for extended network reach	Built-in
linkedinSessionId	String	(Optional) Your LinkedIn JSESSIONID cookie	Built-in

Output Example

Simple Mode Output (Basic Employee List)

[
    {
      "profile_id": "ACoAAARLCAYB0nek2w-zDmBGlL3BEeSoyH-9KVU",
      "entity_urn": "urn:li:fsd_profile:ACoAAARLCAYB0nek2w-zDmBGlL3BEeSoyH-9KVU",
      "public_identifier": "eleanor-dorfman-94615520",
      "first_name": "Eleanor",
      "last_name": "Dorfman",
      "full_name": "Eleanor Dorfman",
      "headline": "Head of Industries @ Anthropic",
      "location": "New York, NY",
      "profile_picture_url": "https://media.licdn.com/dms/image/v2/D4E03AQHzRjrq36uqpA/profile-displayphoto-shrink_800_800/profile-displayphoto-shrink_800_800/0/1683065436808?e=1758758400&v=beta&t=S5US-VGmQL9FjS8rIhzmf24hn_-3q7N5QEKmaSbds78",
      "profile_url": "https://www.linkedin.com/in/eleanor-dorfman-94615520",
      "is_premium": true,
      "is_influencer": false,
      "is_hidden": false,
      "is_enriched": true,
      "company_id": "74126343",
      "scraped_at": "2025-08-20T19:56:41.114432",
      "scraped_at_timestamp": 1755712601,
      "is_connection": false,
      "company": {
        "url": "https://www.linkedin.com/company/anthropicresearch",
        "slug": "anthropicresearch",
        "id": "74126343",
        "name": "anthropicresearch",
        "total_employee_count": 2112
      }
    },
    {
      "profile_id": "ACoAAADIX18Bw3Txyq8zCGzoe5bHmQw4Wyqknug",
      "entity_urn": "urn:li:fsd_profile:ACoAAADIX18Bw3Txyq8zCGzoe5bHmQw4Wyqknug",
      "public_identifier": "dario-amodei-3934934",
      "first_name": "Dario",
      "last_name": "Amodei",
      "full_name": "Dario Amodei",
      "headline": "CEO and Co-Founder at Anthropic",
      "location": "",
      "profile_picture_url": "https://media.licdn.com/dms/image/v2/C4E03AQECbcb08RljmQ/profile-displayphoto-shrink_200_200/profile-displayphoto-shrink_200_200/0/1517688882191?e=1758758400&v=beta&t=CT0_PzjVz3bO4w4qWb5GcQxx3feHFxZbRm1L3XKtX4s",
      "profile_url": "https://www.linkedin.com/in/dario-amodei-3934934",
      "is_premium": true,
      "is_influencer": false,
      "is_hidden": false,
      "is_enriched": true,
      "company_id": "74126343",
      "scraped_at": "2025-08-20T19:56:41.114432",
      "scraped_at_timestamp": 1755712601,
      "is_connection": false,
      "company": {
        "url": "https://www.linkedin.com/company/anthropicresearch",
        "slug": "anthropicresearch",
        "id": "74126343",
        "name": "anthropicresearch",
        "total_employee_count": 2112
      }
    },
    // more employees
]

Detailed Mode Output (With Profile Details)

{
  "profile_id": "ACoAABzKhWwBz-E4Mx86Pzc7OANHxTAu1QXhkD0",
  "entity_urn": "urn:li:fsd_profile:ACoAABzKhWwBz-E4Mx86Pzc7OANHxTAu1QXhkD0",
  "public_identifier": "johannaguintu",
  "first_name": "Johanna",
  "last_name": "C.",
  "full_name": "Johanna C.",
  "headline": "Recruiting Coordination @ Anthropic 🐜 | Talent Acquisition + People Operations Specialist",
  "location": "San Francisco Bay Area",
  "profile_picture_url": "https://media.licdn.com/dms/image/v2/D5603AQEdN2YtOTISgg/profile-displayphoto-crop_800_800/B56ZiL8PTpHcAQ-/0/1754694481416?e=1758758400&v=beta&t=qxPzJkQVhMLCmTi8POPz579yR7bLVjOrZXvhQ4Lih4c",
  "profile_url": "https://www.linkedin.com/in/johannaguintu",
  "is_premium": true,
  "is_influencer": false,
  "is_hidden": false,
  "is_enriched": true,
  "company_id": "74126343",
  "scraped_at": "2025-08-20T19:49:36.297011",
  "scraped_at_timestamp": 1755712176,
  "is_connection": false,
  "source_api": "Android+Alumni",
  "company": {
    "url": "https://www.linkedin.com/company/anthropicresearch",
    "slug": "anthropicresearch",
    "id": "74126343",
    "name": "anthropicresearch",
    "total_employee_count": 2112
  },
  "profile_details": {
    "first_name": "Johanna",
    "last_name": "C.",
    "headline": "Recruiting Coordination @ Anthropic 🐜 | Talent Acquisition + People Operations Specialist",
    "public_identifier": "johannaguintu",
    "entity_urn": "urn:li:fsd_profile:ACoAABzKhWwBz-E4Mx86Pzc7OANHxTAu1QXhkD0",
    "object_urn": "",
    "premium": false,
    "influencer": false,
    "creator": false,
    "memorialized": false,
    "scraped_at": "2025-08-20T17:49:36.297027+00:00",
    "scraped_at_timestamp": 1755712176,
    "current_position": {
      "company_name": "Anthropic",
      "position_urn": "urn:li:fsd_profilePosition:(ACoAABzKhWwBz-E4Mx86Pzc7OANHxTAu1QXhkD0,2694033762)",
      "date_range": {
        "start": {
          "_type": "com.linkedin.common.Date",
          "month": 7,
          "_recipeType": "com.linkedin.b9f3c6a438a65daf215cee4491b5c5ae",
          "year": 2025,
          "day": null
        },
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      },
      "start_date": {
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        "month": 7,
        "day": null
      },
      "end_date": null,
      "duration": {
        "months": 1,
        "years": 0,
        "remaining_months": 1,
        "is_current": true,
        "approximate": false
      },
      "company_urn": "urn:li:fsd_company:74126343",
      "company_url": "https://www.linkedin.com/company/anthropicresearch/",
      "company_profile_url": "https://www.linkedin.com/company/anthropicresearch/",
      "company_universal_name": "anthropicresearch",
      "company_logo": {
        "root_url": "https://media.licdn.com/dms/image/v2/D4E0BAQFMhKgeR7EYAg/company-logo_",
        "highest_resolution": {
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        },
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          }
        ]
      },
      "total_positions": 13
    },
    "education": {
      "school_name": "FIDM/Fashion Institute of Design & Merchandising-San Francisco",
      "education_urn": "urn:li:fsd_profileEducation:(ACoAABzKhWwBz-E4Mx86Pzc7OANHxTAu1QXhkD0,329347554)",
      "school_urn": "urn:li:fsd_school:20044",
      "school_url": "https://www.linkedin.com/school/fidm/",
      "school_logo": {
        "root_url": "https://media.licdn.com/dms/image/v2/D560BAQFbNI2jEvT2gA/company-logo_",
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        ]
      },
      "total_education": 1
    },
    "profile_picture": null,
    "location": "San Francisco Bay Area",
    "follower_count": 725,
    "following": false,
    "connections_count": 729,
    "verified": true,
    "website": null,
    "privacy_settings": null,
    "background_picture": null,
    "locales": {
      "primary": null,
      "supported": [],
      "multi_locale_names": {
        "first_name": {},
        "last_name": {},
        "headline": {}
      }
    },
    "network_info": {
      "member_distance": "UNKNOWN",
      "email_required": false,
      "connection_status": "unknown",
      "can_message": false,
      "invitation_status": null
    },
    "profile_badges": {
      "quality_profile": false,
      "top_voice": false,
      "top_voice_badge": null,
      "creator_status": "INELIGIBLE",
      "creator_info": null,
      "show_premium_badge": false,
      "show_follower_count": true,
      "premium_features": [
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          "hasEnabled": false,
          "featureName": "PROFILE_CUSTOM_CTA",
          "hasAccess": true,
          "hasUpsellAccess": false,
          "_type": "com.linkedin.voyager.dash.identity.profile.ProfilePremiumFeature",
          "upsellSlot": null,
          "_recipeType": "com.linkedin.61752b9718551b033bf899d03c4f0b4d"
        },
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        },
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      "company_name_shown": true,
      "education_shown": true,
      "birth_date": null
    },
    "all_positions": [
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        "position_urn": "urn:li:fsd_profilePosition:(ACoAABzKhWwBz-E4Mx86Pzc7OANHxTAu1QXhkD0,2694033762)",
        "company_name": "Anthropic",
        "multi_locale_company_name": {
          "en_US": "Anthropic"
        },
        "date_range": {
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          "years": 0,
          "remaining_months": 1,
          "is_current": true,
          "approximate": false
        },
        "company_urn": "urn:li:fsd_company:74126343",
        "company_url": "https://www.linkedin.com/company/anthropicresearch/",
        "company_universal_name": "anthropicresearch",
        "company_logo": {
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        "degree": "",
        "field_of_study": "",
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        "start_date": null,
        "end_date": null,
        "school_urn": "urn:li:fsd_school:20044",
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            }
          ]
        }
      }
    ],
    "total_education": 1,
    "contact_details": {
      "email_address": null,
      "phone_numbers": [],
      "twitter_handles": [],
      "websites": [],
      "address": null,
      "instant_messengers": [],
      "wechat_info": null
    }
  },
  "fetch_method": "vanity_name",
  "profile_cards": {
    "about": null,
    "featured": [],
    "experience": [],
    "education": [],
    "skills": [],
    "projects": [],
    "publications": [],
    "licenses_certifications": [],
    "activity": [],
    "languages": [],
    "volunteer": [],
    "honors_awards": [],
    "organizations": [],
    "courses": [],
    "test_scores": [],
    "recommendations": [],
    "scraped_at": "2025-08-20T17:49:36.297045+00:00",
    "scraped_at_timestamp": 1755712176
  },
  "profile_sections": {
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      {
        "title": "Recruiting Coordinator",
        "subtitle": "Anthropic",
        "caption": "Jul 2025 - Present · 2 mos",
        "metadata": "San Francisco Bay Area",
        "company_name": null,
        "company_url": null,
        "company_action_target": "https://www.linkedin.com/company/74126343/",
        "start_date": "Jul 2025",
        "end_date": null,
        "is_current": true,
        "duration": "2 mos"
      },
      {
        "title": "Recruiting Coordinator",
        "subtitle": "Pinterest · Contract",
        "caption": "Apr 2025 - Jun 2025 · 3 mos",
        "metadata": "Remote",
        "company_name": null,
        "company_url": null,
        "company_action_target": "https://www.linkedin.com/company/1124131/",
        "start_date": "Apr 2025",
        "end_date": "Jun 2025",
        "is_current": false,
        "duration": "3 mos"
      },
      {
        "title": "Senior Recruiting Coordinator",
        "subtitle": "Block · Full-time",
        "caption": "Aug 2024 - Apr 2025 · 9 mos",
        "metadata": "Remote",
        "company_name": null,
        "company_url": null,
        "company_action_target": "https://www.linkedin.com/company/80086817/",
        "start_date": "Aug 2024",
        "end_date": "Apr 2025",
        "is_current": false,
        "duration": "9 mos"
      },
      {
        "title": "People & Talent Coordinator",
        "subtitle": "Khan Academy · Contract",
        "caption": "Mar 2024 - Aug 2024 · 6 mos",
        "metadata": "San Francisco Bay Area · Remote",
        "company_name": null,
        "company_url": null,
        "company_action_target": "https://www.linkedin.com/company/482962/",
        "description": "• Supported all of Engineering hiring by scheduling 300+ interviews within my six months tenure via Greenhouse ATS.\n• Increased interviewer engagement and facilitated effective communication among stakeholders  through working groups.\n• Improved talent operations by increasing interviewer pool by 84%, created candidate preparation resources, interviewer training guides, and other competency based hiring materials.\n• Contributed to HR initiatives by contributing to team Confluence page, New Contractor Orientation and Interviewer Competency Training.",
        "start_date": "Mar 2024",
        "end_date": "Aug 2024",
        "is_current": false,
        "duration": "6 mos"
      },
      {
        "title": "Block",
        "subtitle": "Full-time · 1 yr 11 mos",
        "caption": "San Francisco, California, United States",
        "metadata": "  helped me get this job",
        "company_name": null,
        "company_url": null,
        "company_action_target": "https://www.linkedin.com/company/80086817/"
      },
      {
        "title": "Ariat International",
        "subtitle": "3 yrs 2 mos",
        "caption": null,
        "metadata": null,
        "company_name": null,
        "company_url": null,
        "company_action_target": "https://www.linkedin.com/company/51205/"
      },
      {
        "title": "West Elm",
        "subtitle": "1 yr 4 mos",
        "caption": null,
        "metadata": null,
        "company_name": null,
        "company_url": null,
        "company_action_target": "https://www.linkedin.com/company/3108914/"
      },
      {
        "title": "Design Assistant",
        "subtitle": "sfHEIMAT Inc",
        "caption": "Dec 2016 - Apr 2017 · 5 mos",
        "metadata": "San Francisco, California",
        "company_name": null,
        "company_url": null,
        "company_action_target": "https://www.linkedin.com/search/results/all/?keywords=sfHEIMAT+Inc",
        "start_date": "Dec 2016",
        "end_date": "Apr 2017",
        "is_current": false,
        "duration": "5 mos"
      },
      {
        "title": "Design Intern",
        "subtitle": "Spectrum Interior Design, Inc.",
        "caption": "Jun 2016 - Oct 2016 · 5 mos",
        "metadata": "Los Altos, CA",
        "company_name": null,
        "company_url": null,
        "company_action_target": "https://www.linkedin.com/company/3992191/",
        "start_date": "Jun 2016",
        "end_date": "Oct 2016",
        "is_current": false,
        "duration": "5 mos"
      }
    ],
    "education": [
      {
        "school_name": "FIDM",
        "degree_field": "Associate of Arts (AA), Interior Design",
        "dates": "2015 - 2017",
        "location": null,
        "school_url": null,
        "school_logo": null
      }
    ],
    "skills": [
      {
        "name": "Professional Communication",
        "endorsement_count": 0
      },
      {
        "name": "Quick Turnaround",
        "endorsement_count": 4
      },
      {
        "name": "Stakeholder Management",
        "endorsement_count": 0
      },
      {
        "name": "Project Charter",
        "endorsement_count": 0
      },
      {
        "name": "Project Management",
        "endorsement_count": 0
      },
      {
        "name": "Change Management",
        "endorsement_count": 0
      },
      {
        "name": "Strategic Thinking",
        "endorsement_count": 0
      },
      {
        "name": "Okta Single Sign-On",
        "endorsement_count": 0
      },
      {
        "name": "Slack",
        "endorsement_count": 0
      },
      {
        "name": "Jira",
        "endorsement_count": 0
      },
      {
        "name": "Coda",
        "endorsement_count": 0
      },
      {
        "name": "Build Strong Relationships",
        "endorsement_count": 0
      },
      {
        "name": "Google Sheets",
        "endorsement_count": 3
      },
      {
        "name": "Coordinating Schedules",
        "endorsement_count": 0
      },
      {
        "name": "Customer Support",
        "endorsement_count": 0
      },
      {
        "name": "Administrative Assistance",
        "endorsement_count": 0
      },
      {
        "name": "Operational Excellence",
        "endorsement_count": 0
      },
      {
        "name": "Leadership",
        "endorsement_count": 0
      },
      {
        "name": "Microsoft Excel",
        "endorsement_count": 0
      },
      {
        "name": "Relationship Building",
        "endorsement_count": 0
      },
      {
        "name": "Google Workspace",
        "endorsement_count": 0
      },
      {
        "name": "Applicant Tracking Systems",
        "endorsement_count": 4
      },
      {
        "name": "AutoCAD",
        "endorsement_count": 1
      },
      {
        "name": "SketchUp",
        "endorsement_count": 1
      },
      {
        "name": "Microsoft PowerPoint",
        "endorsement_count": 0
      },
      {
        "name": "Microsoft Word",
        "endorsement_count": 3
      },
      {
        "name": "People Analytics",
        "endorsement_count": 0
      },
      {
        "name": "Project Coordination",
        "endorsement_count": 0
      },
      {
        "name": "Time Management",
        "endorsement_count": 3
      },
      {
        "name": "Customer Experience",
        "endorsement_count": 1
      },
      {
        "name": "Interior Design",
        "endorsement_count": 3
      },
      {
        "name": "Visual Merchandising",
        "endorsement_count": 2
      },
      {
        "name": "Customer Service",
        "endorsement_count": 6
      },
      {
        "name": "Team Building",
        "endorsement_count": 0
      },
      {
        "name": "Executive Calendar Management",
        "endorsement_count": 0
      },
      {
        "name": "Interpersonal Skills",
        "endorsement_count": 0
      },
      {
        "name": "Problem Solving",
        "endorsement_count": 0
      },
      {
        "name": "Attention to Detail",
        "endorsement_count": 0
      },
      {
        "name": "Organization Skills",
        "endorsement_count": 0
      },
      {
        "name": "Team Leadership",
        "endorsement_count": 5
      },
      {
        "name": "Communication",
        "endorsement_count": 4
      },
      {
        "name": "Public Speaking",
        "endorsement_count": 1
      },
      {
        "name": "Multitasking",
        "endorsement_count": 2
      },
      {
        "name": "Teamwork",
        "endorsement_count": 3
      }
    ],
    "certifications": [
      {
        "name": "Project Initiation: Starting a Successful Project",
        "issuing_organization": "Google",
        "issue_date": "Issued Dec 2023",
        "organization_url": null,
        "organization_logo": null
      },
      {
        "name": "Foundations of Project Management",
        "issuing_organization": "Google",
        "issue_date": "Issued Nov 2023",
        "organization_url": null,
        "organization_logo": null
      }
    ],
    "publications": [],
    "languages": [],
    "about": "An intuitive professional who is passionate about seamless coordination and talent operations. With a keen eye for detail and strong interpersonal skills, I thrive in dynamic environments, ensuring every facet of a venture runs smoothly. Additionally, I'm deeply invested in honing my project management skills, constantly seeking opportunities for growth and development in this field. \n\nBeyond the 9-to-5, you'll catch me running my small business, passionately curating a collection of vintage and eclectic home decor and furniture.\n\nMyers-Briggs: ENFJ"
  },
  "experience": [
    {
      "title": "Recruiting Coordinator",
      "subtitle": "Anthropic",
      "caption": "Jul 2025 - Present · 2 mos",
      "metadata": "San Francisco Bay Area",
      "company_name": null,
      "company_url": null,
      "company_action_target": "https://www.linkedin.com/company/74126343/",
      "start_date": "Jul 2025",
      "end_date": null,
      "is_current": true,
      "duration": "2 mos"
    },
    {
      "title": "Recruiting Coordinator",
      "subtitle": "Pinterest · Contract",
      "caption": "Apr 2025 - Jun 2025 · 3 mos",
      "metadata": "Remote",
      "company_name": null,
      "company_url": null,
      "company_action_target": "https://www.linkedin.com/company/1124131/",
      "start_date": "Apr 2025",
      "end_date": "Jun 2025",
      "is_current": false,
      "duration": "3 mos"
    },
    {
      "title": "Senior Recruiting Coordinator",
      "subtitle": "Block · Full-time",
      "caption": "Aug 2024 - Apr 2025 · 9 mos",
      "metadata": "Remote",
      "company_name": null,
      "company_url": null,
      "company_action_target": "https://www.linkedin.com/company/80086817/",
      "start_date": "Aug 2024",
      "end_date": "Apr 2025",
      "is_current": false,
      "duration": "9 mos"
    },
    {
      "title": "People & Talent Coordinator",
      "subtitle": "Khan Academy · Contract",
      "caption": "Mar 2024 - Aug 2024 · 6 mos",
      "metadata": "San Francisco Bay Area · Remote",
      "company_name": null,
      "company_url": null,
      "company_action_target": "https://www.linkedin.com/company/482962/",
      "description": "• Supported all of Engineering hiring by scheduling 300+ interviews within my six months tenure via Greenhouse ATS.\n• Increased interviewer engagement and facilitated effective communication among stakeholders  through working groups.\n• Improved talent operations by increasing interviewer pool by 84%, created candidate preparation resources, interviewer training guides, and other competency based hiring materials.\n• Contributed to HR initiatives by contributing to team Confluence page, New Contractor Orientation and Interviewer Competency Training.",
      "start_date": "Mar 2024",
      "end_date": "Aug 2024",
      "is_current": false,
      "duration": "6 mos"
    },
    {
      "title": "Block",
      "subtitle": "Full-time · 1 yr 11 mos",
      "caption": "San Francisco, California, United States",
      "metadata": "  helped me get this job",
      "company_name": null,
      "company_url": null,
      "company_action_target": "https://www.linkedin.com/company/80086817/"
    },
    {
      "title": "Ariat International",
      "subtitle": "3 yrs 2 mos",
      "caption": null,
      "metadata": null,
      "company_name": null,
      "company_url": null,
      "company_action_target": "https://www.linkedin.com/company/51205/"
    },
    {
      "title": "West Elm",
      "subtitle": "1 yr 4 mos",
      "caption": null,
      "metadata": null,
      "company_name": null,
      "company_url": null,
      "company_action_target": "https://www.linkedin.com/company/3108914/"
    },
    {
      "title": "Design Assistant",
      "subtitle": "sfHEIMAT Inc",
      "caption": "Dec 2016 - Apr 2017 · 5 mos",
      "metadata": "San Francisco, California",
      "company_name": null,
      "company_url": null,
      "company_action_target": "https://www.linkedin.com/search/results/all/?keywords=sfHEIMAT+Inc",
      "start_date": "Dec 2016",
      "end_date": "Apr 2017",
      "is_current": false,
      "duration": "5 mos"
    },
    {
      "title": "Design Intern",
      "subtitle": "Spectrum Interior Design, Inc.",
      "caption": "Jun 2016 - Oct 2016 · 5 mos",
      "metadata": "Los Altos, CA",
      "company_name": null,
      "company_url": null,
      "company_action_target": "https://www.linkedin.com/company/3992191/",
      "start_date": "Jun 2016",
      "end_date": "Oct 2016",
      "is_current": false,
      "duration": "5 mos"
    }
  ],
  "skills": [
    {
      "name": "Professional Communication",
      "endorsement_count": 0
    },
    {
      "name": "Quick Turnaround",
      "endorsement_count": 4
    },
    {
      "name": "Stakeholder Management",
      "endorsement_count": 0
    },
    {
      "name": "Project Charter",
      "endorsement_count": 0
    },
    {
      "name": "Project Management",
      "endorsement_count": 0
    },
    {
      "name": "Change Management",
      "endorsement_count": 0
    },
    {
      "name": "Strategic Thinking",
      "endorsement_count": 0
    },
    {
      "name": "Okta Single Sign-On",
      "endorsement_count": 0
    },
    {
      "name": "Slack",
      "endorsement_count": 0
    },
    {
      "name": "Jira",
      "endorsement_count": 0
    },
    {
      "name": "Coda",
      "endorsement_count": 0
    },
    {
      "name": "Build Strong Relationships",
      "endorsement_count": 0
    },
    {
      "name": "Google Sheets",
      "endorsement_count": 3
    },
    {
      "name": "Coordinating Schedules",
      "endorsement_count": 0
    },
    {
      "name": "Customer Support",
      "endorsement_count": 0
    },
    {
      "name": "Administrative Assistance",
      "endorsement_count": 0
    },
    {
      "name": "Operational Excellence",
      "endorsement_count": 0
    },
    {
      "name": "Leadership",
      "endorsement_count": 0
    },
    {
      "name": "Microsoft Excel",
      "endorsement_count": 0
    },
    {
      "name": "Relationship Building",
      "endorsement_count": 0
    },
    {
      "name": "Google Workspace",
      "endorsement_count": 0
    },
    {
      "name": "Applicant Tracking Systems",
      "endorsement_count": 4
    },
    {
      "name": "AutoCAD",
      "endorsement_count": 1
    },
    {
      "name": "SketchUp",
      "endorsement_count": 1
    },
    {
      "name": "Microsoft PowerPoint",
      "endorsement_count": 0
    },
    {
      "name": "Microsoft Word",
      "endorsement_count": 3
    },
    {
      "name": "People Analytics",
      "endorsement_count": 0
    },
    {
      "name": "Project Coordination",
      "endorsement_count": 0
    },
    {
      "name": "Time Management",
      "endorsement_count": 3
    },
    {
      "name": "Customer Experience",
      "endorsement_count": 1
    },
    {
      "name": "Interior Design",
      "endorsement_count": 3
    },
    {
      "name": "Visual Merchandising",
      "endorsement_count": 2
    },
    {
      "name": "Customer Service",
      "endorsement_count": 6
    },
    {
      "name": "Team Building",
      "endorsement_count": 0
    },
    {
      "name": "Executive Calendar Management",
      "endorsement_count": 0
    },
    {
      "name": "Interpersonal Skills",
      "endorsement_count": 0
    },
    {
      "name": "Problem Solving",
      "endorsement_count": 0
    },
    {
      "name": "Attention to Detail",
      "endorsement_count": 0
    },
    {
      "name": "Organization Skills",
      "endorsement_count": 0
    },
    {
      "name": "Team Leadership",
      "endorsement_count": 5
    },
    {
      "name": "Communication",
      "endorsement_count": 4
    },
    {
      "name": "Public Speaking",
      "endorsement_count": 1
    },
    {
      "name": "Multitasking",
      "endorsement_count": 2
    },
    {
      "name": "Teamwork",
      "endorsement_count": 3
    }
  ],
  "education": [
    {
      "school_name": "FIDM",
      "degree_field": "Associate of Arts (AA), Interior Design",
      "dates": "2015 - 2017",
      "location": null,
      "school_url": null,
      "school_logo": null
    }
  ]
}

Using Your Own LinkedIn Cookies (Optional)

While this actor works without any cookies using built-in defaults, you can optionally provide your own LinkedIn cookies to:

• Access profiles within your network for potentially richer data
• Use your specific LinkedIn account's viewing permissions
• Customize the network reach of the scraper

How to Get Your LinkedIn Cookies

1. Open LinkedIn in your browser and log in to your account
2. Open Developer Tools (press F12 or right-click → Inspect)
3. Go to the Network tab
4. Refresh the LinkedIn page
5. Find any request to linkedin.com and click on it
6. Look at the Request Headers section
7. Find the Cookie header and locate these two values:
   • li_at=AQED... (long string starting with AQED)
   • JSESSIONID=ajax:123... (starts with "ajax:")

Using Cookies in the Actor

Add these parameters to your input:

{
  "companyUrls": ["https://www.linkedin.com/company/example/"],
  "linkedinLiAt": "AQEDAV2bFwMAblDBAAABmJjK4P0AAAGYvNdk...",
  "linkedinSessionId": "ajax:5262923406893620300",
  "maxItems": 100
}

Important Notes

• Security: Never share your li_at cookie publicly - it provides access to your LinkedIn account
• Expiration: LinkedIn cookies expire after a few weeks, you'll need to update them periodically
• Rate Limits: Using your own cookies subjects you to your account's rate limits
• Default Behavior: If you don't provide cookies, the actor uses built-in defaults that work reliably

Pricing

Pay-per-event pricing model with no platform fees:

Event	Description	Price
actor_start	One-time charge per run	$0.01
employee_scraped	Per employee extracted	$0.002
employee_detail_scraped	Per detailed profile fetched	$0.003

Pricing Examples

• 100 employees (simple mode): $0.01 + (100 × $0.002) = $0.21
• 100 employees (detailed mode): $0.01 + (100 × $0.002) + (100 × $0.003) = $0.51
• 1,000 employees (simple mode): $0.01 + (1,000 × $0.002) = $2.01
• 1,000 employees (detailed mode): $0.01 + (1,000 × $0.002) + (1,000 × $0.003) = $5.01

Free Tier Limitations

• Users with budget < $1.00 are limited to 10 employees total
• Upgrade to a paid plan for unlimited access
• Developer accounts have no limitations

API Integration

Python Example

from apify_client import ApifyClient

client = ApifyClient("your_token")

# Extract employees with detailed profiles
run = client.actor("linkedin-employees-people-api").call({
    "companyUrls": ["https://www.linkedin.com/company/stripe/"],
    "maxItems": 200,
    "fetchDetailedProfiles": True
})

# Process results
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    company_name = item['company']['name']
    employees = item['employees']
    print(f"Found {len(employees)} employees at {company_name}")
    
    for employee in employees:
        print(f"- {employee['full_name']}: {employee['headline']}")

JavaScript Example

import { ApifyClient } from 'apify-client';

const client = new ApifyClient({ token: 'your_token' });

// Extract employees from multiple companies
const run = await client.actor('linkedin-employees-people-api').call({
    companyUrls: [
        'https://www.linkedin.com/company/tesla-motors/',
        'https://www.linkedin.com/company/spacex/'
    ],
    maxItems: 500,
    fetchDetailedProfiles: true
});

const { items } = await client.dataset(run.defaultDatasetId).listItems();

// Analyze results
items.forEach(item => {
    const { company, employees } = item;
    console.log(`${company.name}: ${employees.length} employees`);
    
    // Find specific roles
    const engineers = employees.filter(e => 
        e.headline?.toLowerCase().includes('engineer')
    );
    console.log(`  Engineers: ${engineers.length}`);
});

Use Cases

For Recruiters & Talent Acquisition

• Talent mapping - Build comprehensive talent pools from target companies
• Direct contact information - Get emails and phone numbers for immediate outreach
• Competitive intelligence - Analyze competitor team structures and hiring patterns
• Diversity sourcing - Find candidates with specific backgrounds and experiences
• Executive search - Identify and research senior leadership across organizations
• Skills analysis - Map technical capabilities and expertise within companies

For Sales & Business Development

• Lead generation - Identify decision-makers and key contacts at target accounts
• Email & phone prospecting - Extract contact details for direct outreach
• Account mapping - Understand organizational structures before outreach
• Personalized outreach - Gather context for meaningful connection requests
• Market research - Analyze team compositions and growth patterns
• Partnership opportunities - Find the right contacts for strategic initiatives

For Researchers & Analysts

• Workforce analytics - Study employment trends and organizational dynamics
• Industry research - Track talent movement and skill distributions
• Competitive analysis - Monitor competitor growth and team expansions
• Academic studies - Gather data for organizational and labor market research
• Investment research - Evaluate team strength and expertise for due diligence

For HR & Employer Branding

• Talent market insights - Understand competitor compensation and benefits
• Alumni tracking - Monitor where former employees go
• Employer brand analysis - See how employees describe their roles
• Succession planning - Identify potential candidates for key positions
• Network building - Connect with industry professionals and thought leaders

Advanced Features

Parallel Processing

The actor uses optimized parallel processing to fetch employee data and profiles simultaneously:

• Employees are fetched in batches of 50 per page
• Profile details are retrieved in parallel batches of 10 (when detailed mode is enabled)
• Smart rate limiting prevents LinkedIn restrictions

Data Quality

Unlike competitors that show "LinkedIn Member" for out-of-network profiles, this actor extracts:

• Real first and last names
• Actual job titles and headlines
• Complete location information
• Profile URLs that work

Technical Requirements

• Memory: 512MB recommended
• Proxy: Residential proxies recommended for large extractions
• Rate limits: Built-in smart delays and request management
• Runtime: Typically 30-60 seconds per 100 employees

Data Export

Export results in multiple formats:

• JSON - Structured data for programmatic use
• CSV - Spreadsheet analysis and CRM import
• Excel - Advanced data manipulation
• API - Direct integration with your systems

Automation

Set up automated employee tracking:

• Scheduled runs - Daily, weekly, or monthly extraction
• Webhooks - Real-time notifications for new data
• API integration - Connect with ATS, CRM, or data warehouses
• Change detection - Monitor employee movements

FAQ

Q: How is this different from other LinkedIn scrapers? A: This actor extracts real names even for out-of-network profiles, provides comprehensive data without requiring cookies, and offers superior data quality at competitive pricing.

Q: Do I need a LinkedIn account? A: No, this actor works without any LinkedIn account or cookies, ensuring your security.

Q: How many employees can I extract? A: Unlimited for paid users. Free tier users (budget < $1) are limited to 10 employees.

Q: Is the data real-time? A: Yes, data is extracted directly from LinkedIn at the time of your request.

Q: Can I extract employees from multiple companies? A: Yes, you can provide multiple company URLs in a single run.

Q: What about LinkedIn rate limits? A: The actor includes smart rate limiting and delay management to avoid restrictions.

Q: Can this actor find email addresses and phone numbers? A: Yes! When fetching detailed profiles, the actor extracts available contact information including emails, phone numbers, Twitter handles, websites, and instant messenger contacts. Availability depends on LinkedIn privacy settings.

Getting Started

1. Create your Apify account here
2. Try the free tier - Extract up to 10 employees at no cost
3. Configure your search - Add company URLs and parameters
4. Run the actor - Get results in seconds
5. Export or integrate - Use the data in your preferred format

Support

• 📧 Email: max@mapa.slmail.me
• 🐛 Issues: Use the Issues tab for bug reports and feature requests
• 💬 Response time: Usually within 24 hours
• 🔧 Custom features: Available upon request

Legal Compliance

This actor extracts publicly available information from LinkedIn. Users are responsible for complying with LinkedIn's terms of service, applicable data protection regulations (GDPR, CCPA), and using the data ethically and legally.

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🚀 Start Extracting LinkedIn Employees