How to Extract LinkedIn Company Data with Python

LinkedIn Data: The Developer's Goldmine LinkedIn has 1 billion+ members and millions of company profiles. For developers building recruiting tools, sales intelligence platforms, or market research systems, LinkedIn data is incredibly valuable — company info, job postings, employee counts, and growth trends. This guide covers practical approaches to extracting LinkedIn company data using Python. The LinkedIn Data Landscape LinkedIn provides several data access paths: Method Pros Cons Official API Reliable, sanctioned Very limited scope, requires app review Scraping Full access to public data Anti-bot protection, ToS concerns Data providers Clean, structured Expensive Job board APIs Good for listings Limited company data Approach 1: LinkedIn's Official API LinkedIn's API is highly restricted. The Marketing API and Consumer API require LinkedIn app approval. However, for basic company data: import requests def get_company_via_api ( company_id , access_token ): url = f ' https://api.linked