![CNCF [Cloud Native Computing Foundation]](https://www.classcentral.com/cdn-cgi/image/height=60,format=auto,quality=85/images/logos/institutions/cncf-cloud-native-computing-foundation-hz.png){kind=small}
Google, IBM & Meta Certificates — All 10,000+ Courses at 40% Off
One annual plan covers every course and certificate on Coursera. 40% off for a limited time.
Get Full Access
Discover how to build a production-grade Horizontal Pod Autoscaler (HPA) in this conference talk from Ant Group engineers. Learn about an innovative "traffic-driven" replica prediction algorithm designed for workloads with complex resource usage patterns, and explore a unique multi-stage gray scaling strategy that minimizes risks during autoscaling. Gain insights into a methodology that has successfully saved approximately 100,000 CPU cores annually with high stability. See a practical demonstration of implementing these techniques in Kubernetes environments using Kapacity, a newly open-sourced cloud native capacity solution, without relying on vendor-specific features.
![CNCF [Cloud Native Computing Foundation]](https://www.classcentral.com/cdn-cgi/image/height=40,format=auto,quality=85/images/logos/institutions/cncf-cloud-native-computing-foundation-hz.png){kind=small}
