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    <title>DEV Community: Nikolai</title>
    <description>The latest articles on DEV Community by Nikolai (@grachamba).</description>
    <link>https://dev.to/grachamba</link>
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      <title>DEV Community: Nikolai</title>
      <link>https://dev.to/grachamba</link>
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    <item>
      <title>Built a lightweight Prometheus tool to rightsize CPU/RAM</title>
      <dc:creator>Nikolai</dc:creator>
      <pubDate>Wed, 25 Feb 2026 10:15:11 +0000</pubDate>
      <link>https://dev.to/grachamba/built-a-lightweight-prometheus-tool-to-rightsize-cpuram-52di</link>
      <guid>https://dev.to/grachamba/built-a-lightweight-prometheus-tool-to-rightsize-cpuram-52di</guid>
      <description>&lt;p&gt;I recently had to urgently optimize resources across 200 servers in our environment. Our cloud provider doesn’t offer any built-in rightsizing or capacity optimization tools, and I couldn’t find a simple open-source solution focused specifically on CPU/RAM rightsizing based on Prometheus metrics. &lt;/p&gt;

&lt;p&gt;The goal was simple:&lt;/p&gt;

&lt;p&gt;Analyze historical usage&lt;br&gt;
Calculate realistic resource requirements&lt;br&gt;
Identify reclaimable CPU cores and RAM&lt;br&gt;
The tool:&lt;br&gt;
Pulls metrics from Prometheus &lt;br&gt;
Calculates p95 CPU usage (non-idle cores, summed per instance)&lt;br&gt;
Calculates p95 RAM usage&lt;br&gt;
Applies a configurable safety margin (default 20%)&lt;br&gt;
Ensures CPU minimum = 1 core&lt;br&gt;
Rounds RAM to 0.5 GB&lt;br&gt;
Generates:&lt;br&gt;
Reclaim recommendations&lt;br&gt;
Grow recommendations (if under-provisioned)&lt;br&gt;
Provides a simple web UI to explore:&lt;br&gt;
Total reclaimable CPU/RAM&lt;br&gt;
Per-job breakdown&lt;br&gt;
Per-host details&lt;br&gt;
It supports:&lt;br&gt;
Linux (node_exporter)&lt;br&gt;
Windows (windows_exporter)&lt;/p&gt;

&lt;p&gt;Architecture is intentionally simple:&lt;br&gt;
Prometheus → Analyzer → JSON → FastAPI → Web UI&lt;br&gt;
It’s not meant to replace full FinOps platforms — just a focused, practical tool for teams already using Prometheus.&lt;/p&gt;

&lt;p&gt;GitHub: &lt;a href="https://github.com/grachamba/prom-analyzer" rel="noopener noreferrer"&gt;https://github.com/grachamba/prom-analyzer&lt;/a&gt;&lt;br&gt;
Looking for feedback&lt;br&gt;
Does the p95 + safety margin approach make sense in your environments?&lt;/p&gt;

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      <category>monitoring</category>
      <category>opensource</category>
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