LinkedIn Company Employees Scraper

Extract employees from any LinkedIn company page. Get names, positions, locations, skills, education, and even email addresses — no LinkedIn account or cookies required.

✨ Features

• 🔍 Search & Filter — Find employees by job title, location, seniority, industry, function, and more
• 👤 Three Scraping Modes — Short (basic info), Full (detailed profile), Full + Email
• 🏢 Batch Processing — Search across up to 10 companies at once, or up to 1,000 one-by-one
• 🔄 Resume Support — Automatically resumes from where it left off after interruptions
• ⚡ No Login Required — Uses LinkedIn's public Voyager API, no cookies or accounts needed
• 📧 Email Discovery — Pattern-based email generation with MX record validation

📥 Input

Field	Type	Description
companies	Array of strings	Required. LinkedIn company URLs or company names
profileScraperMode	String	short (default), full, or full+email
maxItems	Number	Maximum number of employee profiles to scrape (default: 100)
searchQuery	String	Free-text keyword search within the company
jobTitles	Array of strings	Filter by job titles (e.g., "Software Engineer")
locations	Array of strings	LinkedIn geo URN IDs for location filtering
industryIds	Array of strings	LinkedIn industry codes
seniorityLevelIds	Array of strings	Seniority level filter codes
functionIds	Array of strings	Job function filter codes
yearsAtCurrentCompanyIds	Array of strings	Years at current company filter
yearsOfExperienceIds	Array of strings	Total years of experience filter
companyHeadcount	Array of strings	Company size filter
startPage	Number	Page number to start scraping from (default: 1)
companyBatchMode	String	all-at-once (max 10) or one-by-one (max 1,000)
proxyConfiguration	Object	Apify proxy configuration

Example Input

{
  "companies": [
    "https://www.linkedin.com/company/google/",
    "microsoft"
  ],
  "profileScraperMode": "full",
  "maxItems": 50,
  "searchQuery": "engineer",
  "jobTitles": ["Software Engineer", "Data Scientist"],
  "startPage": 1,
  "companyBatchMode": "all-at-once"
}

📤 Output

Short Mode

{
  "publicIdentifier": "johndoe",
  "linkedinUrl": "https://www.linkedin.com/in/johndoe",
  "firstName": "John",
  "lastName": "Doe",
  "headline": "Software Engineer at Google",
  "location": "San Francisco, California",
  "photo": "https://media.licdn.com/...",
  "timestamp": "2024-01-15T10:30:00.000Z"
}

Full Mode (includes everything from Short, plus)

{
  "about": "Experienced software engineer...",
  "openToWork": false,
  "hiring": false,
  "premium": true,
  "influencer": false,
  "connectionsCount": 500,
  "followerCount": 1200,
  "currentPosition": [{ "companyName": "Google" }],
  "topSkills": "Python • JavaScript • Machine Learning",
  "experience": [
    {
      "position": "Software Engineer",
      "companyName": "Google",
      "companyLinkedinUrl": "https://www.linkedin.com/company/google/",
      "duration": "3 years 2 months",
      "startDate": { "month": "Jan", "year": "2021", "text": "Jan 2021" },
      "endDate": { "text": "Present" }
    }
  ],
  "education": [
    {
      "schoolName": "Stanford University",
      "degree": "Master of Science",
      "fieldOfStudy": "Computer Science"
    }
  ],
  "skills": [{ "name": "Python" }, { "name": "JavaScript" }],
  "certifications": [],
  "languages": [{ "name": "English", "proficiency": "Native" }]
}

Full + Email Mode (includes everything from Full, plus)

{
  "email": "john.doe@google.com",
  "emailSource": "pattern-match",
  "emailCandidates": [
    "john@google.com",
    "john.doe@google.com",
    "johndoe@google.com",
    "jdoe@google.com"
  ]
}

🔧 Profile Scraper Modes

Mode	What You Get	Speed
Short	Name, headline, location, photo	Fastest
Full	Everything above + experience, education, skills, about, certifications, etc.	Medium
Full + Email	Everything above + email discovery	Slowest

🏢 Company Batch Modes

All at Once (default)

• Searches across all companies in a single query
• Maximum 10 companies per run
• Best for comparing employees across companies

One by One

• Processes each company separately
• Maximum 1,000 companies per run
• Best for large-scale data collection

🔍 Filtering

Seniority Level Codes

Code	Level
1	Unpaid
2	Training
3	Entry
4	Senior
5	Manager
6	Director
7	VP
8	CXO
9	Partner
10	Owner

Years of Experience Codes

Code	Range
1	Less than 1 year
2	1-2 years
3	3-5 years
4	6-10 years
5	More than 10 years

Years at Current Company Codes

Code	Range
1	Less than 1 year
2	1-2 years
3	3-5 years
4	6-10 years
5	More than 10 years

⚠️ Limitations

• LinkedIn may rate-limit requests — the actor includes built-in delays and retry logic
• LinkedIn's Voyager API is unofficial and may change without notice
• Free-text search (searchQuery) works best with single keywords
• Maximum 2,500 results per unique search query (LinkedIn API limitation)
• Email discovery uses pattern matching and is not guaranteed to be accurate

🛠️ Technical Details

• Built with Apify SDK
• TypeScript with ESM modules
• Uses LinkedIn's Voyager API with guest session (no authentication)
• Automatic state persistence for resume after failures
• Proxy support via Apify proxy configuration
• Rate limit handling with exponential backoff

🤝 Support

If you encounter issues or have feature requests, please open an issue on the GitHub repository.

📄 License

This project is licensed under the ISC License.