HTTP Cookies are small pieces of data sent from a website and stored on a user's device by the web browser, used to remember stateful information or track browsing activity. They play a crucial role in web sessions, personalization, and targeted advertising, but also raise privacy concerns due to potential misuse for tracking user behavior.