With massive speed and scale of data, online multiplayer games are one of the most natural verticals for data science applications. At Riot Games, we have a company-wide mandate to design every approach with a focus on improving the player experience. This talk will discuss the unique challenges of data at scale in gaming, how we make decisions, and how we continue to evolve the team to meet player needs.