Kubernetes Cost Optimization 2026: Practical Guide
Reduce Kubernetes cost in 2026: right-size with VPA, node efficiency with Karpenter, autoscale with HPA/KEDA, add FinOps visibility and chargeback.
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6 min
hpa
Autoscaling in 2025: The State of the Art
A comprehensive retrospective on Kubernetes autoscaling evolution from 2016 to 2025—covering the current landscape, emerging patterns, cost optimization strategies, and future trends.
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8 min
KEDA 2.12: Expanded Autoscaling and Enhanced Scalers
KEDA 2.12 delivers new scalers, improved performance, enhanced security features, and better integration with Kubernetes autoscaling for event-driven workloads.
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2 min
KEDA 2.11: Expanded Autoscaling and Enhanced Scalers
KEDA 2.11 delivers new scalers, improved performance, enhanced security features, and better integration with Kubernetes autoscaling for event-driven workloads.
K8s Guru
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2 min
KEDA 2.10: Expanded Autoscaling with Enhanced Scalers
KEDA 2.10 introduces new scalers, improved HTTP add-on, and better observability for dynamic autoscaling in Kubernetes.
K8s Guru
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2 min
Autoscaling Best Practices: From Theory to Production
Hard-won lessons from running autoscaling in production—covering right-sizing, metrics selection, stabilization windows, observability, and common failure modes.
K8s Guru
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8 min
The Autoscaling Trinity: HPA, VPA, and Cluster Autoscaler Together
Orchestrating Horizontal Pod Autoscaler, Vertical Pod Autoscaler, and Cluster Autoscaler together for comprehensive Kubernetes autoscaling—covering coordination strategies, conflict avoidance, and cost optimization.
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7 min
HPA v2 GA: Production-Ready Autoscaling Patterns
Kubernetes 1.19 graduates HPA v2 to GA, marking the maturity of custom metrics autoscaling. This post covers production patterns, metrics pipelines, and real-world deployment strategies.
K8s Guru
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6 min
HPA v2beta2: Custom Metrics & External Metrics API
Kubernetes 1.12 introduces HPA v2beta2 with stable custom metrics support, enabling autoscaling on application metrics, queue depth, and cloud service metrics beyond CPU and memory.
K8s Guru
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7 min
Kubernetes 1.12: Secure Node Bootstrap, RuntimeClass & Cloud Scale
Kubernetes 1.12 graduates kubelet TLS bootstrap and Azure VMSS to GA, introduces RuntimeClass, volume snapshot alpha, and major autoscaling improvements for large clusters.
K8s Guru
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4 min