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.
K8s Guru
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6 min
keda
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.
K8s Guru
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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.
K8s Guru
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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
Predictive Autoscaling: Beyond Reactive Scaling
Predictive autoscaling uses machine learning and historical patterns to pre-scale workloads before traffic arrives, reducing latency and improving cost efficiency compared to reactive scaling.
K8s Guru
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7 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
KEDA 2.8: Expanded Autoscaling with New Scalers
KEDA 2.8 expands autoscaling capabilities with new scalers, improved HTTP add-on, and enhanced observability for event-driven Kubernetes workloads.
K8s Guru
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2 min
KEDA 2.4: Event-Driven Autoscaling Evolution
KEDA 2.4 expands autoscaling capabilities with new scalers, improved HTTP add-on, and enhanced observability for event-driven Kubernetes workloads.
K8s Guru
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2 min
KEDA 2.0: Event-Driven Autoscaling at Scale
KEDA 2.0 introduces ScaledObject v2, HTTP add-on integration, and multi-metric scaling for resilient event workloads.
K8s Guru
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2 min
KEDA 1.0: Event-Driven Autoscaling for Kubernetes
KEDA 1.0 graduates with HPA integration, scaler extensibility, and event-driven autoscaling for serverless-style workloads.
K8s Guru
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2 min