How to Scrape LinkedIn Company Pages and Employee Data

LinkedIn is the largest professional network with rich company and employee data. While LinkedIn's terms restrict unauthorized scraping, there are legitimate ways to extract public business data for research, lead generation, and market analysis. This guide covers both API-based and scraping approaches. Legal Disclaimer Always respect LinkedIn's Terms of Service. Use their official API where possible. The techniques shown here are for educational purposes. For production use, consider LinkedIn's official data products or authorized third-party providers. Method 1: LinkedIn API (Official) LinkedIn offers APIs for authorized applications: import requests class LinkedInAPI : BASE_URL = " https://api.linkedin.com/v2 " def __init__ ( self , access_token ): self . headers = { " Authorization " : f " Bearer { access_token } " , " Content-Type " : " application/json " } def get_company ( self , company_id ): url = f " { self . BASE_URL } /organizations/ { company_id } " params = { " projection