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VPA vs HPA: Why Most Teams Choose the Wrong Autoscaler
The VPA vs HPA decision is one of the most misunderstood choices in Kubernetes resource management. Most Kubernetes teams reach for HPA first. It’s visible, it’s familiar, and the CPU metric dashboard makes the decision feel obvious. When traffic spikes, pods scale out. When traffic drops, they scale back. The mental model is clean. The…
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Kubernetes as the VMware Exit Ramp: How Platform Teams Are Reducing VMware Dependence
The Kubernetes VMware migration path is not what most platform teams expect. Thirty-three percent of enterprises evaluating VMware alternatives are selecting Kubernetes as their primary control plane for the transition. Not as the destination — as the mechanism. The distinction matters architecturally, and most of the coverage on this topic misses it entirely. Kubernetes does…
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Cloud Cost Is Now an Architectural Constraint
FinOps architecture used to mean dashboards. Cost reports. Monthly reviews where someone explained why the AWS bill was higher than forecast and promised to tag resources better next quarter. That model is over. The State of FinOps 2026 report marks the inflection point clearly: 78% of FinOps practices now report into the CTO or CIO…
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Kubernetes Day‑2 Incidents: 5 Real‑World Failures and the One Metric That Predicts Them
Kubernetes day 2 failures are not random. The same five failure modes surface every month — and the tells are always there if you know which metrics to watch. Day 1 is shipping the cluster. Day 2 is living with it. And Day 2 has patterns. Not bugs that are unique to your environment —…
