Case Study: DoorDash achieves real-time anomaly detection for 500+ partners with StarTree ThirdEye

DoorDash Managing On-Time Meal Delivery with StarTree ThirdEye

DoorDash, the delivery platform serving millions of customers and hundreds of partners, needed a faster way to detect anomalies in order fulfillment, delivery times, and other business-critical metrics. Its previous manual alerting process was too slow and couldn’t scale across hundreds of partner-specific data streams, so DoorDash turned to StarTree and its ThirdEye real-time anomaly detection product.

With StarTree ThirdEye on StarTree Cloud, DoorDash automated anomaly detection across 500+ dimensions and delivered customized alerts to partners in under five minutes, with query latency below 100 ms. The solution helped DoorDash identify root causes faster, reduce false alerts, and improve partner satisfaction by 60% while scaling anomaly detection pipelines for more than 500 partners.

DoorDash

Will Gan

Software Engineer