Tag: #autoscaling
Writing on GPUs, LLMs, MLOps, Kubernetes — and mindset · 5 posts
Fixing Kubernetes Pod Pending — How to Read the Rejection Reason the Scheduler Left Behind
When a Pod sits in Pending for minutes on end, the scheduler has already recorded the rejection reason in an event. We start with how to decode precisely that sentence beginning with 0/5 nodes are available, then rule ou
2026-07-26 · 14 min read #kubernetes#scheduler#pending#troubleshooting#autoscalingKubernetes Autoscaling Complete Guide: Production Workload Auto-Scaling Strategies with HPA, VPA, and KEDA
An in-depth comparison of HPA v2 custom metric-based horizontal scaling, VPA automatic resource adjustment, and KEDA event-driven scaling. Covers Metrics Server configuration, scaling algorithms, cooldown strategies, com
2026-03-11 · 14 min read #kubernetes#autoscaling#hpa#vpa#kedaKubernetes HPA, VPA, and KEDA Autoscaling Strategies
A comprehensive guide to Kubernetes autoscaling strategies using HPA, VPA, and KEDA with practical configuration examples.
2026-03-06 · 12 min read #kubernetes#hpa#vpa#keda#autoscalingKarpenter Practical Guide — A New Paradigm for Kubernetes Node Autoscaling
From the core architecture of Karpenter — the replacement for Cluster Autoscaler — to NodePool, EC2NodeClass configuration, Consolidation strategies, and production tips, all with code examples.
2026-03-03 · 9 min read #kubernetes#karpenter#autoscaling#eks#2026-03Kubernetes VPA + In-Place Pod Resize Practical Guide — Automatic Resource Adjustment Without Restarts
A hands-on guide to combining In-Place Pod Resize (GA in Kubernetes 1.35) with VPA InPlaceOrRecreate mode for automatic CPU/memory adjustment without Pod restarts. Covers configuration through monitoring with code exampl
2026-03-03 · 8 min read #kubernetes#vpa#autoscaling#in-place-resize#2026-03