Metrics

Starting from v1.8, metrics pertaining to resource usage (such as CPU and memory utilization for containers) can now be accessed through the Metrics API. It’s key to note:

• The Metrics API is solely for fetching current metrics data and doesn't retain historical data.

• The Metrics API URI starts with /apis/metrics.k8s.io/, and is maintained on k8s.io/metrics.

• Deployment of the metrics-server is a prerequisite for utilizing this API, as it retrieves data by calling the Kubelet Summary API.

Kubernetes Monitoring Architecture

The Kubernetes Monitoring Architecture is composed of two segments:

• Core Metrics Pipeline (illustrated in black in the diagram below): These are crucial metrics fundamental to the functioning of Kubernetes, sourced from the Kubelet, cAdvisor, and others, and provided by the metrics-server for the Dashboard, HPA controller, and the like.

• Monitoring Pipeline (illustrated in blue in the diagram below): This pipeline is built atop the core metrics, e.g., Prometheus can collect core metrics from the metrics-server, and other non-core metrics from different sources (such as Node Exporter), to then construct a monitoring and alerting system.

Enabling API Aggregation

Prior to deploying the metrics-server, API Aggregation must be enabled in the kube-apiserver by adding the following configuration:

--requestheader-client-ca-file=/etc/kubernetes/certs/proxy-ca.crt
--proxy-client-cert-file=/etc/kubernetes/certs/proxy.crt
--proxy-client-key-file=/etc/kubernetes/certs/proxy.key
--requestheader-allowed-names=aggregator
--requestheader-extra-headers-prefix=X-Remote-Extra-
--requestheader-group-headers=X-Remote-Group
--requestheader-username-headers=X-Remote-User

If kube-proxy is not running on the Master, you would also need to configure:

--enable-aggregator-routing=true

Deploying metrics-server

$ git clone https://github.com/kubernetes-incubator/metrics-server
$ cd metrics-server
$ kubectl create -f deploy/1.8+/

Subsequently, the metrics-server should be operational:

kubectl -n kube-system get pods -l k8s-app=metrics-server

Metrics API

The Metrics API can be accessed via kubectl proxy:

• http://127.0.0.1:8001/apis/metrics.k8s.io/v1beta1/nodes

• http://127.0.0.1:8001/apis/metrics.k8s.io/v1beta1/nodes/<node-name>

• http://127.0.0.1:8001/apis/metrics.k8s.io/v1beta1/pods

• http://127.0.0.1:8001/apis/metrics.k8s.io/v1beta1/namespaces/<namespace-name>/pods/<pod-name>

These APIs can also be directly accessed through kubectl commands, for example:

• kubectl get --raw /apis/metrics.k8s.io/v1beta1/nodes

• kubectl get --raw /apis/metrics.k8s.io/v1beta1/pods

• kubectl get --raw /apis/metrics.k8s.io/v1beta1/nodes/<node-name>

• kubectl get --raw /apis/metrics.k8s.io/v1beta1/namespaces/<namespace-name>/pods/<pod-name>

Troubleshooting

If the metrics-server Pod fails to start properly, such as being in a CrashLoopBackOff state with an ever-increasing restartCount, it's likely experiencing communication issues with the kube-apiserver. Checking the logs of the Pod could reveal:

dial tcp 10.96.0.1:443: i/o timeout

A possible solution is:

echo "ExecStartPost=/sbin/iptables -P FORWARD ACCEPT" >> /etc/systemd/system/docker.service.d/exec_start.conf
systemctl daemon-reload
systemctl restart docker

References

• Core metrics pipeline

• metrics-server