Monitor with Prometheus
Learn how to monitor a Pachyderm cluster using Prometheus.
March 22, 2023
To monitor a Pachyderm cluster with Prometheus, a Enterprise License is required.
Pachyderm’s deployment manifest exposes Prometheus metrics, allowing an easy set up of the monitoring of your cluster. Only available for self-managed deployments today.
These installation steps are for Informational Purposes ONLY. Please refer to your full Prometheus documentation for further installation details and any troubleshooting advice.
Prometheus installation and Service Monitor creation #
-
Helm install kube-prometheus-stack, Prometheus’ Kubernetes cluster monitoring using the Prometheus Operator:
- Get Repo Info
helm repo add prometheus-community https://prometheus-community.github.io/helm-charts helm repo update
- Install the Prometheus-operator helm chart
helm install <a-release-name> prometheus-community/kube-prometheus-stack
-
Create a ServiceMonitor for Pachyderm in Kubernetes:
-
Create a myprometheusservice.yaml
apiVersion: monitoring.coreos.com/v1 kind: ServiceMonitor metadata: name: pachyderm-scraper labels: release: <a-release-name> spec: selector: matchLabels: suite: pachyderm namespaceSelector: matchNames: - default endpoints: - port: prom-metrics interval: 30s
-
Create a ServiceMonitor looking to scrape metrics from
suite: pachyderm
:kubectl create -f myprometheusservice.yaml
The prometheus-operator will search for the pods based on the label selector
<a-release-name>
and creates a prometheus target so prometheus will scrape the metrics endpointprom-metrics
.In this case, it looks for anything with the label
suite: pachyderm
- which is by default associated with all Pachyderm resources.
-
Our Service Monitor `pachyderm-scraper` above maps the endpoint port `prom-metrics`
to a corresponding `prom-metrics` port described in Pachyderm's deployment manifest.
Let's take a quick look at this file:
```s
kubectl -o json get service/pachd
```
In the json file, find:
```json
{
"name": "prom-metrics",
"port": 1656,
"protocol": "TCP",
"targetPort": "prom-metrics"
}
```
Port-Forward #
One last step before you can collect your metrics: If you followed the instruction above, you can connect to Prometheus by using kubectl port-forward.
kubectl port-forward pod/prometheus-<a-release-name>-kube-prometheus-stack-prometheus-0 9090
If you have an existing Prometheus deployment, please navigate to your Prometheus GUI.
Browse #
You can now browse your targets (http://localhost:9090/targets).
Run a pipeline of your choice. The pachyderm-scraper
should be visible:
In the ClassicUI tab, you should be able to see the new pachyderm metrics.
References #
<! –* Find the full list of Pachyderm metrics here: - Pachd metrics - Pipeline metrics ->
- Kube Prometheus Stack documentation.
- Prometheus documentation.