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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

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

🏢 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

Years of Experience Codes

Years at Current Company Codes

⚠️ 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.