Smartphone applications gather user data through various methods, such as cookies, location tracking, and user permissions. They often request access to specific data on a user's device, including contacts, camera, and microphone. Additionally, applications may collect data through analytics tools, which track user behavior within the app. This data is used to enhance user experience, target advertising, and improve functionality, although it raises concerns about privacy and data security.