WordPress now powers nearly 25 of the web, but the vast majority of those websites use WordPress as a CMS. In our transition from a plugin to a hosted platform with OptinMonster, we decided to use WordPress as our application platform. This talk gives a practical overview of how we use WordPress as the application backend and the obstacles we had to overcome to make it scale to serve 10s of millions of API requests every day.