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*Are you throwing money away on Kubernetes compute costs?* 87% of clusters waste up to half their resources on idle nodes - but there's a solution that's changing everything. In today's Platform Engineering Playbook, we dive deep into **Karpenter**, the game-changing autoscaler that's revolutionizing how teams think about Kubernetes resource management. You'll discover why traditional cluster autoscaling falls short and how Karpenter's architecture solves real-world scaling challenges. *What You'll Learn:* ✅ Why 87% of K8s clusters are bleeding money on unused compute ✅ Karpenter's under-the-hood architecture and decision-making process ✅ Practical evaluation framework for adopting Karpenter in your platform ✅ Latest platform engineering news from Microsoft Azure AI agents, KubeCon India 2026, and more *Timestamps:* 0:00 - Cold Open: The Kubernetes Cost Crisis 2:15 - Today's Platform Engineering News 8:30 - Deep Dive: Karpenter vs Traditional Autoscaling Perfect for platform engineers, DevOps teams, and cloud architects looking to optimize their Kubernetes infrastructure costs and performance. *Sources & References:* Understanding Karpenter architecture: https://www.datadoghq.com/blog/karpen... Microsoft Azure Skills Plugin: https://devops.com/microsoft-azure-sk... KubeCon India 2026 Schedule: https://www.cncf.io/announcements/202... Cloudflare Security Insights: https://blog.cloudflare.com/attack-su... Monitor Karpenter with Datadog: https://www.datadoghq.com/blog/monito... #PlatformEngineering #DevOps #CloudNative #Kubernetes