In this presentation we will discuss Riskified's journey in tackling complex challenges to achieve performance, scale, and stability in a mission-critical 24/7 fraud prevention application. We will delve into the problems we faced, our solutions, and the critical role technology plays in ensuring continuous operation and accuracy.