LinkedIn Scraping with Python: Profiles, Jobs & Company Pages (opens in new tab)

LinkedIn is arguably the most valuable professional database on the internet — hundreds of millions of profiles, millions of job postings, and rich company data all in one place. It's no surprise that data scientists, recruiters, and researchers want to access it programmatically. But LinkedIn is also the hardest major site to scrape. It uses: Heavy JavaScript rendering — almost no meaningful content is in the initial HTML Session-based authentication — most data is only visible when logged i...