Which LinkedIn scraper is the best for extracting data from LinkedIn Sales Navigator leads? LinkedIn is an incredibly rich source of data on people and businesses that can power your data science projects, lead generation campaigns, research, and more. I've covered this in detail here, but today I want to talk about the best and most effective ways to get data from LinkedIn. LinkedIn Data scraping is hard While anyone with a basic understanding of programming might create a simple LinkedIn Data scraper , such a tool would only operate for volumes below a specific level. This is a LinkedIn-only restriction since it is in their best interests to limit and prevent others from collecting your data (which is understandable, since they collect data themselves). This means that any scraper you develop should have at least the following: An analyzer capable of transforming raw data into structured data A Recaptcha Bypass Method to Pass Captchas A Throttler to make sure it