LinkedIn has over 67 million company pages. Every B2B sales team, investor, and recruiter needs company data from LinkedIn. And yet getting that data programmatically is genuinely difficult — not because the data is hidden, but because LinkedIn has built one of the most aggressive anti-scraping systems on the web, and their official API is priced for enterprise budgets only. This post covers what data is actually available on LinkedIn company pages, why it's hard to get at scale, who needs it and why, and how to run our actor to extract it without building or maintaining any scraping infrastructure. Why LinkedIn company data is hard to get The official API is not a real option for most teams. LinkedIn's Marketing Developer Platform costs $15,000+/year and requires a partner application process. The data endpoints available through official channels are primarily designed for ad targeting and HR software integrations — not bulk company research.…