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3engines_doc/site/kubernetes/Kubernetes-cluster-observability-with-Prometheus-and-Grafana-on-3Engines-Cloud.html.html
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Cloud </span> </a> </li> <li class=md-nav__item> <a href=../cloud/Block-storage-and-object-storage-performance-limits-on-3Engines-Cloud.html.html class=md-nav__link> <span class=md-ellipsis> Block storage and object storage performance limits on 3Engines Cloud </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_3> <label class=md-nav__link for=__nav_3 id=__nav_3_label tabindex=0> <span class=md-ellipsis> Data Volume </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=1 aria-labelledby=__nav_3_label aria-expanded=false> <label class=md-nav__title for=__nav_3> <span class="md-nav__icon md-icon"></span> Data Volume </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../datavolume/datavolume.html.html class=md-nav__link> <span class=md-ellipsis> Overview </span> </a> </li> <li class=md-nav__item> <a 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</nav> </div> </div> </div> <div class="md-sidebar md-sidebar--secondary" data-md-component=sidebar data-md-type=toc> <div class=md-sidebar__scrollwrap> <div class=md-sidebar__inner> <nav class="md-nav md-nav--secondary" aria-label="On this page"> <label class=md-nav__title for=__toc> <span class="md-nav__icon md-icon"></span> On this page </label> <ul class=md-nav__list data-md-component=toc data-md-scrollfix> <li class=md-nav__item> <a href=#what-are-we-going-to-cover class=md-nav__link> <span class=md-ellipsis> What Are We Going To Cover🔗 </span> </a> </li> <li class=md-nav__item> <a href=#prerequisites class=md-nav__link> <span class=md-ellipsis> Prerequisites🔗 </span> </a> </li> <li class=md-nav__item> <a href=#1-install-prometheus-with-helm class=md-nav__link> <span class=md-ellipsis> 1. Install Prometheus with Helm🔗 </span> </a> </li> <li class=md-nav__item> <a href=#2-install-grafana class=md-nav__link> <span class=md-ellipsis> 2. Install Grafana🔗 </span> </a> </li> <li class=md-nav__item> <a href=#3-add-prometheus-as-datasource-to-grafana class=md-nav__link> <span class=md-ellipsis> 3. Add Prometheus as datasource to Grafana🔗 </span> </a> </li> <li class=md-nav__item> <a href=#4-add-cluster-observability-dashboard class=md-nav__link> <span class=md-ellipsis> 4. Add cluster observability dashboard🔗 </span> </a> </li> <li class=md-nav__item> <a href=#what-to-do-next class=md-nav__link> <span class=md-ellipsis> What To Do Next🔗 </span> </a> </li> </ul> </nav> </div> </div> </div> <div class=md-content data-md-component=content> <article class="md-content__inner md-typeset"> <h1 id=kubernetes-cluster-observability-with-prometheus-and-grafana-on-3engines-cloud>Kubernetes cluster observability with Prometheus and Grafana on 3Engines Cloud<a href=#kubernetes-cluster-observability-with-prometheus-and-grafana-on-brand-name title="Permalink to this headline">🔗</a><a class=headerlink href=#kubernetes-cluster-observability-with-prometheus-and-grafana-on-3engines-cloud title="Permanent link">&para;</a></h1> <p>Complex systems deployed on Kubernetes take advantage of multiple Kubernetes resources. Such deployments often consist of a number of namespaces, pods and many other entities, which contribute to consuming the cluster resources.</p> <p>To allow proper insight into how the cluster resources are utilized, and enable optimizing their use, one needs a functional cluster observability setup.</p> <p>In this article we will present the use of a popular open-source observability stack consisting of Prometheus and Grafana.</p> <h2 id=what-are-we-going-to-cover>What Are We Going To Cover<a href=#what-are-we-going-to-cover title="Permalink to this headline">🔗</a><a class=headerlink href=#what-are-we-going-to-cover title="Permanent link">&para;</a></h2> <blockquote> <ul> <li>Install Prometheus</li> <li>Install Grafana</li> <li>Access Prometheus as datasource to Grafana</li> <li>Add cluster observability dashboard</li> </ul> </blockquote> <h2 id=prerequisites>Prerequisites<a href=#prerequisites title="Permalink to this headline">🔗</a><a class=headerlink href=#prerequisites title="Permanent link">&para;</a></h2> <p>No. 1 <strong>Hosting</strong></p> <p>You need a 3Engines Cloud hosting account with Horizon interface <a href=https://horizon.3Engines.com>https://horizon.3Engines.com</a>.</p> <p>No. 2 <strong>A cluster created on</strong> <strong>cloud</strong></p> <p>Kubernetes cluster available. For guideline on creating a Kubernetes cluster refer to <a href=How-to-Create-a-Kubernetes-Cluster-Using-3Engines-Cloud-OpenStack-Magnum.html.html>How to Create a Kubernetes Cluster Using 3Engines Cloud OpenStack Magnum</a>.</p> <p>No. 3 <strong>Familiarity with Helm</strong></p> <p>For more information on using Helm and installing apps with Helm on Kubernetes, refer to <a href=Deploying-Helm-Charts-on-Magnum-Kubernetes-Clusters-on-3Engines-Cloud-Cloud.html.html>Deploying Helm Charts on Magnum Kubernetes Clusters on 3Engines Cloud Cloud</a></p> <p>No. 4 <strong>Access to kubectl command line</strong></p> <p>The instructions for activation of <strong>kubectl</strong> are provided in: <a href=How-To-Access-Kubernetes-Cluster-Post-Deployment-Using-Kubectl-On-3Engines-Cloud-OpenStack-Magnum.html.html>How To Access Kubernetes Cluster Post Deployment Using Kubectl On 3Engines Cloud OpenStack Magnum</a></p> <h2 id=1-install-prometheus-with-helm>1. Install Prometheus with Helm<a href=#install-prometheus-with-helm title="Permalink to this headline">🔗</a><a class=headerlink href=#1-install-prometheus-with-helm title="Permanent link">&para;</a></h2> <p>Prometheus is an open-source monitoring and alerting toolkit, widely used in System Administration and DevOps domains. Prometheus comes with a timeseries database, which can store metrics generated by variety of other systems and software tools. It provides a query language called PromQL to efficiently access this data. In our case, we will use Prometheus to get access to the metrics generated by our Kubernetes cluster.</p> <p>We will use the Prometheus distribution delivered via the Bitnami, so the first step is to download Bitnami to our local Helm repository cache. To do so, type in the following command:</p> <div class=highlight><pre><span></span><code><span id=__span-0-1><a id=__codelineno-0-1 name=__codelineno-0-1 href=#__codelineno-0-1></a>helm repo add bitnami https://charts.bitnami.com/bitnami
</span></code></pre></div> <p>Next, download the Prometheus Helm chart:</p> <div class=highlight><pre><span></span><code><span id=__span-1-1><a id=__codelineno-1-1 name=__codelineno-1-1 href=#__codelineno-1-1></a>helm install prometheus bitnami/kube-prometheus
</span></code></pre></div> <p>With the above commands correctly applied, the result should be similar to the following:</p> <div class=highlight><pre><span></span><code><span id=__span-2-1><a id=__codelineno-2-1 name=__codelineno-2-1 href=#__codelineno-2-1></a>NAME: prometheus
</span><span id=__span-2-2><a id=__codelineno-2-2 name=__codelineno-2-2 href=#__codelineno-2-2></a>LAST DEPLOYED: Thu Nov 2 09:22:38 2023
</span><span id=__span-2-3><a id=__codelineno-2-3 name=__codelineno-2-3 href=#__codelineno-2-3></a>NAMESPACE: default
</span><span id=__span-2-4><a id=__codelineno-2-4 name=__codelineno-2-4 href=#__codelineno-2-4></a>STATUS: deployed
</span><span id=__span-2-5><a id=__codelineno-2-5 name=__codelineno-2-5 href=#__codelineno-2-5></a>REVISION: 1
</span><span id=__span-2-6><a id=__codelineno-2-6 name=__codelineno-2-6 href=#__codelineno-2-6></a>TEST SUITE: None
</span><span id=__span-2-7><a id=__codelineno-2-7 name=__codelineno-2-7 href=#__codelineno-2-7></a>NOTES:
</span><span id=__span-2-8><a id=__codelineno-2-8 name=__codelineno-2-8 href=#__codelineno-2-8></a>CHART NAME: kube-prometheus
</span><span id=__span-2-9><a id=__codelineno-2-9 name=__codelineno-2-9 href=#__codelineno-2-9></a>CHART VERSION: 8.21.2
</span><span id=__span-2-10><a id=__codelineno-2-10 name=__codelineno-2-10 href=#__codelineno-2-10></a>APP VERSION: 0.68.0
</span></code></pre></div> <p>Note that we are deploying the Helm chart to the default namespace for simplicity. For production, you might consider using a dedicated namespace.</p> <p>Behind the scenes, several Prometheus pods are launched by the chart, which can be verified as follows:</p> <div class=highlight><pre><span></span><code><span id=__span-3-1><a id=__codelineno-3-1 name=__codelineno-3-1 href=#__codelineno-3-1></a>kubectl get pods
</span><span id=__span-3-2><a id=__codelineno-3-2 name=__codelineno-3-2 href=#__codelineno-3-2></a>
</span><span id=__span-3-3><a id=__codelineno-3-3 name=__codelineno-3-3 href=#__codelineno-3-3></a>...
</span><span id=__span-3-4><a id=__codelineno-3-4 name=__codelineno-3-4 href=#__codelineno-3-4></a>
</span><span id=__span-3-5><a id=__codelineno-3-5 name=__codelineno-3-5 href=#__codelineno-3-5></a>NAME READY STATUS RESTARTS AGE
</span><span id=__span-3-6><a id=__codelineno-3-6 name=__codelineno-3-6 href=#__codelineno-3-6></a>alertmanager-prometheus-kube-prometheus-alertmanager-0 2/2 Running 0 2m39s
</span><span id=__span-3-7><a id=__codelineno-3-7 name=__codelineno-3-7 href=#__codelineno-3-7></a>prometheus-kube-prometheus-blackbox-exporter-5cf8597545-22wxc 1/1 Running 0 2m51s
</span><span id=__span-3-8><a id=__codelineno-3-8 name=__codelineno-3-8 href=#__codelineno-3-8></a>prometheus-kube-prometheus-operator-69584c98f-7wwrg 1/1 Running 0 2m51s
</span><span id=__span-3-9><a id=__codelineno-3-9 name=__codelineno-3-9 href=#__codelineno-3-9></a>prometheus-kube-state-metrics-db4f67c5c-h77lb 1/1 Running 0 2m51s
</span><span id=__span-3-10><a id=__codelineno-3-10 name=__codelineno-3-10 href=#__codelineno-3-10></a>prometheus-node-exporter-8twzf 1/1 Running 0 2m51s
</span><span id=__span-3-11><a id=__codelineno-3-11 name=__codelineno-3-11 href=#__codelineno-3-11></a>prometheus-node-exporter-sc8d7 1/1 Running 0 2m51s
</span><span id=__span-3-12><a id=__codelineno-3-12 name=__codelineno-3-12 href=#__codelineno-3-12></a>prometheus-prometheus-kube-prometheus-prometheus-0 2/2 Running 0 2m39s
</span></code></pre></div> <p>Similarily, several dedicated Kubernetes services are also deployed. The service <em>prometheus-kube-prometheus-prometheus</em> exposes the Prometheus dashboard. To access this service in the browser on default port 9090, type in the following command:</p> <div class=highlight><pre><span></span><code><span id=__span-4-1><a id=__codelineno-4-1 name=__codelineno-4-1 href=#__codelineno-4-1></a>kubectl port-forward svc/prometheus-kube-prometheus-prometheus 9090:9090
</span></code></pre></div> <p>Then access your browser via <em>localhost:9090</em> to see the result similar to the following:</p> <p><a class=glightbox href=../_images/image2023-11-7_13-17-10.png data-type=image data-width=100% data-height=auto data-desc-position=bottom><img alt=image2023-11-7_13-17-10.png src=../_images/image2023-11-7_13-17-10.png></a></p> <p>Notice, when you start typing kube in the search results, the autocomplete suggest some of the metrics that are available from our Kubernetes cluster. Along with the Helm chart installation, these metrics got exposed to Prometheus, so they are stored in Prometheus database and can be queried for.</p> <p><a class=glightbox href=../_images/image2023-11-7_13-22-56.png data-type=image data-width=100% data-height=auto data-desc-position=bottom><img alt=image2023-11-7_13-22-56.png src=../_images/image2023-11-7_13-22-56.png></a></p> <p>You can select one of the metrics and hit <strong>Execute</strong> button to process the query for statistics of this metrics. For example, insert the following expression</p> <div class=highlight><pre><span></span><code><span id=__span-5-1><a id=__codelineno-5-1 name=__codelineno-5-1 href=#__codelineno-5-1></a>kube_pod_info{namespace=&quot;default&quot;}
</span></code></pre></div> <p>to query for all pods in the default namespace. (Further elaboration about the capabilities of Prometheus GUI and PromQL syntax is beyond the scope of this article.)</p> <p><a class=glightbox href=../_images/image2023-11-7_13-40-1.png data-type=image data-width=100% data-height=auto data-desc-position=bottom><img alt=image2023-11-7_13-40-1.png src=../_images/image2023-11-7_13-40-1.png></a></p> <h2 id=2-install-grafana>2. Install Grafana<a href=#install-grafana title="Permalink to this headline">🔗</a><a class=headerlink href=#2-install-grafana title="Permanent link">&para;</a></h2> <p>The next step is to install Grafana. We already added the Bitnami repository when installing Prometheus, so Grafana repository was also added to our local cache. We only need to install Grafana.</p> <p>Note that if you want to keep an active browser session of Prometheus from the previous step, you will need to start another Linux terminal to proceed with the below installation guideline.</p> <p>By default, Grafana chart will be installed with a random auto-generated admin password. We can overwrite one of the Helm settings to define our own password, in this case: <em>ownpassword</em>, for simplicity of the demo:</p> <div class=highlight><pre><span></span><code><span id=__span-6-1><a id=__codelineno-6-1 name=__codelineno-6-1 href=#__codelineno-6-1></a>helm install grafana bitnami/grafana --set admin.password=ownpassword
</span></code></pre></div> <p>If you prefer to stick to the defaults, instead of the above command, use the following commands to install the chart and extract the auto-generated password:</p> <div class=highlight><pre><span></span><code><span id=__span-7-1><a id=__codelineno-7-1 name=__codelineno-7-1 href=#__codelineno-7-1></a>helm install grafana bitnami/grafana
</span><span id=__span-7-2><a id=__codelineno-7-2 name=__codelineno-7-2 href=#__codelineno-7-2></a>echo &quot;Password: $(kubectl get secret grafana-admin --namespace default -o jsonpath=&quot;{.data.GF_SECURITY_ADMIN_PASSWORD}&quot; | base64 -d)&quot;
</span></code></pre></div> <p>There will be a single pod generated by the chart installation. Ensure to wait until this pod is ready before proceeding with the further steps:</p> <div class=highlight><pre><span></span><code><span id=__span-8-1><a id=__codelineno-8-1 name=__codelineno-8-1 href=#__codelineno-8-1></a>kubectl get pods
</span><span id=__span-8-2><a id=__codelineno-8-2 name=__codelineno-8-2 href=#__codelineno-8-2></a>
</span><span id=__span-8-3><a id=__codelineno-8-3 name=__codelineno-8-3 href=#__codelineno-8-3></a>NAME READY STATUS RESTARTS AGE
</span><span id=__span-8-4><a id=__codelineno-8-4 name=__codelineno-8-4 href=#__codelineno-8-4></a>...
</span><span id=__span-8-5><a id=__codelineno-8-5 name=__codelineno-8-5 href=#__codelineno-8-5></a>grafana-fb6877dbc-5jvjc 1/1 Running 0 65s
</span><span id=__span-8-6><a id=__codelineno-8-6 name=__codelineno-8-6 href=#__codelineno-8-6></a>...
</span></code></pre></div> <p>Now, similarly as with Prometheus we can access Grafana dashboard locally in the browser via the port-forward command:</p> <div class=highlight><pre><span></span><code><span id=__span-9-1><a id=__codelineno-9-1 name=__codelineno-9-1 href=#__codelineno-9-1></a>kubectl port-forward svc/grafana 8080:3000
</span></code></pre></div> <p>Then access the Grafana dashboard by entering <em>localhost:8080</em> in the browser:</p> <p><a class=glightbox href=../_images/image2023-11-7_14-24-1.png data-type=image data-width=100% data-height=auto data-desc-position=bottom><img alt=image2023-11-7_14-24-1.png src=../_images/image2023-11-7_14-24-1.png></a></p> <p>Type the login: <em>admin</em> and the password <em>ownpassword</em> (or the auto-generated password you extracted in the earlier step).</p> <h2 id=3-add-prometheus-as-datasource-to-grafana>3. Add Prometheus as datasource to Grafana<a href=#add-prometheus-as-datasource-to-grafana title="Permalink to this headline">🔗</a><a class=headerlink href=#3-add-prometheus-as-datasource-to-grafana title="Permanent link">&para;</a></h2> <p>In this step we will setup Grafana to use our Prometheus installation as a datasource.</p> <p>To proceed, click on <strong>Home</strong> menu in the left upper corner of Grafana UI, select <strong>Connections</strong> and then <strong>Data sources</strong>:</p> <p><a class=glightbox href=../_images/image2023-11-7_14-47-56.png data-type=image data-width=100% data-height=auto data-desc-position=bottom><img alt=image2023-11-7_14-47-56.png src=../_images/image2023-11-7_14-47-56.png></a></p> <p>Then select <strong>Add data source</strong> and choose <em>Prometheus</em> as datasource type. You will enter the following screen:</p> <p><a class=glightbox href=../_images/image2023-11-7_14-54-8.png data-type=image data-width=100% data-height=auto data-desc-position=bottom><img alt=image2023-11-7_14-54-8.png src=../_images/image2023-11-7_14-54-8.png></a></p> <p>Just change “Prometheus server URL” field to <a href=http://prometheus-kube-prometheus-prometheus.default.svc.cluster.local:9090>http://prometheus-kube-prometheus-prometheus.default.svc.cluster.local:9090</a> which represents the address of the Prometheus Kubernetes service in charge of exposing the metrics.</p> <p>Hit the <strong>Save and test</strong> button. If all went well, you will see the following screen:</p> <p><a class=glightbox href=../_images/image2023-11-7_15-1-59.png data-type=image data-width=100% data-height=auto data-desc-position=bottom><img alt=image2023-11-7_15-1-59.png src=../_images/image2023-11-7_15-1-59.png></a></p> <h2 id=4-add-cluster-observability-dashboard>4. Add cluster observability dashboard<a href=#add-cluster-observability-dashboard title="Permalink to this headline">🔗</a><a class=headerlink href=#4-add-cluster-observability-dashboard title="Permanent link">&para;</a></h2> <p>We could be building a Kubernetes observability dashboard from the scratch, but we will much rather utilize one of the open-source dashboards already available.</p> <p>To proceed, select the Dashboards section from the collapsible menu in top left corner and click <strong>Import</strong>:</p> <p><a class=glightbox href=../_images/image2023-11-7_15-15-23.png data-type=image data-width=100% data-height=auto data-desc-position=bottom><img alt=image2023-11-7_15-15-23.png src=../_images/image2023-11-7_15-15-23.png></a></p> <p>Then in the <em>import via grafana.com</em> field, enter <strong>10000</strong>, which is the ID of the Kubernetes observability dashboard from the <em>grafana.com</em> marketplace represented in: <a href=https://grafana.com/grafana/dashboards/10000-kubernetes-cluster-monitoring-via-prometheus/ >https://grafana.com/grafana/dashboards/10000-kubernetes-cluster-monitoring-via-prometheus/</a></p> <p><a class=glightbox href=../_images/image2023-11-7_15-16-10.png data-type=image data-width=100% data-height=auto data-desc-position=bottom><img alt=image2023-11-7_15-16-10.png src=../_images/image2023-11-7_15-16-10.png></a></p> <p>Then another screen appears as per below. Change data source to Prometheus and hit <strong>Import</strong> button:</p> <p><a class=glightbox href=../_images/importdashboard.png data-type=image data-width=100% data-height=auto data-desc-position=bottom><img alt=importdashboard.png src=../_images/importdashboard.png></a></p> <p>As the result, the Grafana Kubernetes observability dashboard gets populated:</p> <p><a class=glightbox href=../_images/image2023-11-7_15-38-40.png data-type=image data-width=100% data-height=auto data-desc-position=bottom><img alt=image2023-11-7_15-38-40.png src=../_images/image2023-11-7_15-38-40.png></a></p> <h2 id=what-to-do-next>What To Do Next<a href=#what-to-do-next title="Permalink to this headline">🔗</a><a class=headerlink href=#what-to-do-next title="Permanent link">&para;</a></h2> <p>You can find and import many other dashboards for Kubernetes observability by browsing <a href=https://grafana.com/grafana/dashboards/ >https://grafana.com/grafana/dashboards/</a>. Some examples are dashboards with IDs: 315, 15758, 15761 or many more.</p> <p>The following article shows another approach to creating a Kubernetes dashboard:</p> <p><a href=Using-Dashboard-To-Access-Kubernetes-Cluster-Post-Deployment-On-3Engines-Cloud-OpenStack-Magnum.html.html>Using Dashboard To Access Kubernetes Cluster Post Deployment On 3Engines Cloud OpenStack Magnum</a></p> </article> </div> <script>var target=document.getElementById(location.hash.slice(1));target&&target.name&&(target.checked=target.name.startsWith("__tabbed_"))</script> </div> <button type=button class="md-top md-icon" data-md-component=top hidden> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M13 20h-2V8l-5.5 5.5-1.42-1.42L12 4.16l7.92 7.92-1.42 1.42L13 8z"/></svg> Back to top </button> </main> <footer class=md-footer> <div class="md-footer-meta md-typeset"> <div class="md-footer-meta__inner md-grid"> <div class=md-copyright> Made with <a href=https://squidfunk.github.io/mkdocs-material/ target=_blank rel=noopener> Material for MkDocs </a> </div> </div> </div> </footer> </div> <div class=md-dialog data-md-component=dialog> <div class="md-dialog__inner md-typeset"></div> </div> <script id=__config type=application/json>{"base": "..", "features": ["content.code.annotate", "content.code.copy", "content.tooltips", "navigation.tabs", "navigation.sections", "navigation.footer", "navigation.indexes", "navigation.sections", "navigation.top", "navigation.tracking", "search.highlight", "search.share", "search.suggest", "toc.follow"], "search": "../assets/javascripts/workers/search.d50fe291.min.js", "tags": null, "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version": "Select version"}, "version": null}</script> <script src=../assets/javascripts/bundle.13a4f30d.min.js></script> <script id="init-glightbox">const lightbox = GLightbox({"touchNavigation": false, "loop": false, "zoomable": true, "draggable": true, "openEffect": "zoom", "closeEffect": "zoom", "slideEffect": "slide"});
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