Cookies and sessions allow servers to store and retrieve information about users across multiple page requests that would otherwise be stateless. Cookies store data in the user's browser, while sessions store data on the server. Cookies have limits on size and number, while sessions can store larger objects but expire when the browser closes. PHP provides functions like setcookie() and $_SESSION to easily manage cookies and sessions for maintaining state in web applications.