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Practical no-fluff articles written from real-world DevOps work.

Karpenter: Rethinking Node Autoscaling on Kubernetes

July 3, 2026

Karpenter drops the node-group and ASG layer entirely, provisioning right-sized instances straight from the pod spec. Here's how it differs from the Cluster Autoscaler, its NodePool/NodeClass model, and how consolidation claws back capacity.

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EKS Has No Pod Limit: Here's What's Actually Stopping You

June 19, 2026

EKS has no AWS-enforced pod-per-node quota — the cap you hit is really an IP-address ceiling. Here's how the VPC CNI math works and how prefix delegation lifts a node from 29 pods to 110.

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Kubernetes Resource Requests and Limits: A Practical Guide

June 17, 2026

How resource requests, limits, and QoS classes work in Kubernetes — plus practical defaults for reserving node resources and protecting nodes from exhaustion.

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