The LinkedIn Scraping tool is the only way to get huge data from thousands of LinkedIn profiles. A LinkedIn Data Extractor takes a LinkedIn profile URL, keywords, or zip code as input and then finds data from LinkedIn for given URLs and keywords for the targeted location. After the searching process, LinkedIn Scraper exports data for the user in various useful formats such as Excel, CSV, Text, etc. Here is a list of the top LinkedIn data scraping tools that can find and extract data from LinkedIn profile URLs in the shortest time without any coding.