A California federal judge finalized a settlement between LinkedIn and software companies ProAPIs and Netswift, requiring them to stop mass scraping of user data, delete scraped information, cease using fake accounts, and refrain from selling the data. LinkedIn alleged the firms created millions of bogus accounts to continuously scrape member profiles, comments, and reactions despite LinkedIn's efforts to block them.