Monitoring & Ops
In Cloud Admin, Monitoring & Ops → Capacity Planning turns Prometheus signals and Kubernetes inventory into snapshots, forecasts, and fleet-wide roll-ups—so finance and platform teams agree before spend or outages force the conversation.
Every frame below is a real Cloud Admin screen—paired with plain-language context so you know what you are looking at and why it matters operationally.
Node fleet capacity for CPU, memory, storage, and pods. Real Cloud Admin UI for capacity planning—what operators see daily and what to do next.
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Capacity planning with headroom and predictive risk overlay. Real Cloud Admin UI for capacity planning—what operators see daily and what to do next.
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When capacity tiles, forecasts, and tenant overlays reference identical Prometheus series and Kubernetes objects, debates shift from “whose export is right” to “which scenario do we fund.”
Forecasts & actions stay grounded because collectors, schemas, and Prometheus health are visible—not hidden jobs in another portal.
Fleet and scenario tabs compare clusters without stripping virtualization, network, or LLM-specific overlays.
Dedicated tenant lenses translate raw cluster metrics into chargeback-ready narratives.