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    <title>Hpa on Pi Stack</title>
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      <title>Self-Hosted Kubernetes Metrics APIs: metrics-server vs prometheus-adapter vs custom-metrics-apiserver (2026)</title>
      <link>https://www.pistack.xyz/posts/2026-05-10-self-hosted-kubernetes-metrics-apis-prometheus-adapter-custom-metrics-guide/</link>
      <pubDate>Sun, 10 May 2026 00:00:00 +0000</pubDate>
      <guid>https://www.pistack.xyz/posts/2026-05-10-self-hosted-kubernetes-metrics-apis-prometheus-adapter-custom-metrics-guide/</guid>
      <description>&lt;p&gt;Kubernetes built-in autoscaling capabilities rely on metrics APIs to make intelligent scaling decisions. The default metrics-server provides basic CPU and memory data, but modern workloads often need custom application metrics — request rates, queue depths, or business KPIs — to drive accurate scaling. This guide compares the leading Kubernetes metrics API implementations.&lt;/p&gt;</description>
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