How can I extract data from Yelp automatically? Scraper for the Yelp Business Directory Yelp is a trustworthy resource for local businesses such as restaurants, stores, and auto services. Their user reviews and recommendations for the best restaurants, shops, nightlife, groceries, entertainment, things to do, and much more, create a priceless library of millions of entries. These data could, for example, Creating a database of potential clients for marketing purposes. Analyze store/brand sentiment using customer reviews How much will your business grow when you have the contact details of thousands of target companies from different business directories for different countries? Exceed your expectations. Sites like Yelp, Manta, Four Square, Yellow Pages, White Pages, and Yelp contain the largest business listing databases in the world. But they are not willing to share this information for free. So far there hasn't been much that can be done about it. Do you really want to waste y