Alibaba Cloud Native

Apr 1, 2022 · Cloud Native

How RobustScaler Enables QoS‑Aware Autoscaling for Complex Kubernetes Workloads

The paper "RobustScaler: QoS‑Aware Autoscaling for Complex Workloads" presents a NHPP‑based algorithm trained with ADMM that predicts scaling actions ahead of time, outperforming traditional HPA methods and is now integrated into Alibaba Cloud's CIS AHPA component for smarter Kubernetes resource management.