Spam on Twitter is different from traditional spam primarily because of two aspects of our platform: Twitter exposes developer APIs to make it easy to interact with the platform and real-time content is fundamental to our user’s experience. These constraints mean that spammers know (almost) everything Twitter’s anti-spam systems know through the APIs, and anti-spam systems must avoid adding latenc