DoorDash has developed an anomaly detection platform to proactively identify emerging fraud trends within their delivery system. By analyzing millions of user segments and employing metrics and dimensions, the platform can surface potential fraud patterns before they escalate into significant losses. The system aims to enhance fraud detection efficiency and supports ongoing expansion to cover more business applications.