K8s Auto Scaling Mastery

Master HPA, VPA, Cluster Autoscaler, and Karpenter for Production-Grade Elasticity

Course Overview

In the world of cloud-native applications, traffic spikes are unpredictable, and resource wasting is expensive. This intensive course bridges the gap between basic deployments and highly resilient, cost-efficient infrastructure. You will dive deep into the mechanics of Kubernetes autoscaling, learning how to automatically adjust workloads and underlying cluster size to match real-world demand seamlessly.

What You Will Learn

• ✓ Horizontal Pod Autoscaling (HPA): Scale pods dynamically based on CPU, memory, and custom Prometheus metrics.
• ✓ Vertical Pod Autoscaling (VPA): Right-size container resource requests and limits automatically without manual guesswork.
• ✓ Cluster Autoscaler: Dynamically provision and terminate cloud provider nodes to handle pending workloads.
• ✓ Next-Gen Scaling with Karpenter: Group-less, rapid node provisioning for extreme cost efficiency and speed.

Who Is This For?

DevOps Engineers, SREs, Cloud Architects, and System Administrators looking to bulletproof their Kubernetes production environments and optimize cloud spend.