React Native allows developing mobile apps using JavaScript and React principles instead of traditional languages like Java and Objective-C. It supports iOS and Android and uses components like View, Text, Image and more to build interfaces without HTML or CSS. Setting up a React Native project requires installing Node.js, Watchman, and the React Native CLI to transpile code and debug apps in a similar way to building React web apps.