Twitter is a very real-time product, where the people from across the world are talking about what is happening. Recommendation systems (delivered via push notifications for example), often need to trade off relevance against real-timeness. In this talk, we will discuss a state of the art system built in-house at Twitter for generating highly relevant candidates, with low latency and at scale.