This post assumes Kubernetes 1.27+ and the autoscaling/v2 API. It targets senior ICs and platform engineers who operate autoscaling systems in production. Table of Contents Prerequisites: Setting Up Your Lab Cluster Before diving in, spin up a local kind cluster with metrics-server pre-configured. All exercises in this guide assume this setup. Autoscaling Is a Multi-Loop…

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