How We Build Production-Grade HPA: From Effective Algorithm to Risk-Free...
Talkat KubeCon + CloudNativeCon + Open Source Summit China 2023 · on Thursday, 2023-09-28· at 13:55· 3夹层 3M3会议室 | 3M Room 3M3·
summary
Describes Ant Group’s production HPA approach: a traffic-driven replica prediction algorithm tailored for workloads with multiple complex traffic patterns, plus a multi-stage gray (staged) scaling strategy to reduce autoscaling risk. Shows practical application using Kapacity, an open-source cloud-native capacity tool that implements these methods on Kubernetes without vendor lock-in.
AI-written summary · about
related talks
14mA Tale of Autoscale: Increasing Resiliency while Reducing On-Call Toil
08mGetting Creative with HPA Scaling in Kubernetes
38mTempering our Production Practices
51mHorizontal Autoscaling with Kubernetes
35mSIG Autoscaling Intro
29mKubernetes Autoscaling: Beyond One Size Fits All
28mCluster autoscaling in Kubernetes
30mHorizontal Pod Autoscaler Reloaded - Scale on Custom Metrics