Resource metrics pipeline
Through the Metrics API, you can get the amount of resource currently used by a given node or a given pod. This API doesn’t store the metric values, so it’s not possible, for example, to get the amount of resources used by a given node 10 minutes ago.
The API is no different from any other API:
- it is discoverable through the same endpoint as the other Kubernetes APIs under the path:
- it offers the same security, scalability, and reliability guarantees
The API is defined in k8s.io/metrics repository. You can find more information about the API there.
CPU is reported as the average usage, in , over a period of time. This value is derived by taking a rate over a cumulative CPU counter provided by the kernel (in both Linux and Windows kernels). The kubelet chooses the window for the rate calculation.
Memory is reported as the working set, in bytes, at the instant the metric was collected. In an ideal world, the “working set” is the amount of memory in-use that cannot be freed under memory pressure. However, calculation of the working set varies by host OS, and generally makes heavy use of heuristics to produce an estimate. It includes all anonymous (non-file-backed) memory since Kubernetes does not support swap. The metric typically also includes some cached (file-backed) memory, because the host OS cannot always reclaim such pages.
Metrics Server is a cluster-wide aggregator of resource usage data. By default, it is deployed in clusters created by script as a Deployment object. If you use a different Kubernetes setup mechanism, you can deploy it using the provided file.
Learn more about the metrics server in the design doc.
The gathers stats at node, volume, pod and container level, and omits them in the Summary API for consumers to read.
Pre-1.23, these resources have been primarily gathered from . However, in 1.23 with the introduction of the FeatureGate, container and pod level stats can be gathered by the CRI implementation. Note: this also requires support from the CRI implementations (containerd >= 1.6.0, CRI-O >= 1.23.0).