<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Kubernetes YAML on Digi Hunch</title><link>https://static.digihunch.com/tag/kubernetes-yaml/</link><description>Recent content in Kubernetes YAML on Digi Hunch</description><generator>Hugo -- gohugo.io</generator><language>en-US</language><lastBuildDate>Thu, 17 Apr 2025 14:03:57 -0400</lastBuildDate><atom:link href="https://static.digihunch.com/tag/kubernetes-yaml/index.xml" rel="self" type="application/rss+xml"/><item><title>Kubernetes Storage on Azure 2 of 3 – Portworx</title><link>https://static.digihunch.com/2022/08/kubernetes-storage-on-azure-2-of-3-portworx/</link><pubDate>Fri, 12 Aug 2022 15:23:00 -0400</pubDate><guid>https://static.digihunch.com/2022/08/kubernetes-storage-on-azure-2-of-3-portworx/</guid><description>&lt;img src="https://static.digihunch.com/wp-content/uploads/2025/04/feature-k8s-azstorage.webp" alt="Featured image of post Kubernetes Storage on Azure 2 of 3 – Portworx" /&gt;&lt;p class="wp-block-paragraph"&gt;In the previous &lt;a href="https://static.digihunch.com/2022/07/kubernetes-storage-on-azure-1-of-3-built-in-storage-and-nfs/"&gt;post&lt;/a&gt;, we have discussed built-in storage classes on Azure Kubernetes. Further to that, we will examine some third-party software defined storage (SDS) options that are compatible with Azure Kubernetes Service in this post. Then we take Portworx on Azure as an example. Although, these options are specific to Azure, most of the players also have solutions for other managed Kubernetes platforms. Also, the methodology to study storage options remain the same regardless of cloud service provider.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In fact, I touched on software defined storage (SDS) in the context of general non-containerized workload in a separate &lt;a href="https://static.digihunch.com/2022/07/intro-to-ceph-storage/"&gt;post&lt;/a&gt;. In short, storage providers decouple the SDS appliance from the full storage solution in order to lower the cost and increase flexibility. To the storage consumer (e.g. a process running on Linux OS), SDS can present a block disk or file system. There are also SDS solution that can host your own object storage and we will discuss that later. In fact, SDS has gained significant popularity in recent years. For example, the report &amp;#8220;&lt;a href="https://www.architecting.it/product/brksw0140-ebook/"&gt;Validating Software-Defined Storage Operating Models for the Enterprise&lt;/a&gt;&amp;#8221; by &lt;em&gt;&lt;a href="https://www.architecting.it/"&gt;archiectingit&lt;/a&gt;&lt;/em&gt; divided the evolution into four phases and cited that Gartner predicts the SDS revolution to reach 50% of the storage market by 2024, from 15% in 2020.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;This post discusses SDS in the context of container storage. Then we will install Portworx on Azure Kubernetes.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-sds-for-kubernetes"&gt;SDS for Kubernetes&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Many SDS appliances also developed the capability to present storage volumes to containerized workload. I put together a list of SDS products that works on Azure with their supported access modes: &lt;/p&gt;&#10;&lt;figure class="wp-block-table is-style-regular"&gt;&lt;table class="has-cyan-bluish-gray-background-color has-background"&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td&gt;Solution&lt;/td&gt;&lt;td&gt;&lt;strong&gt;Licence&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;&lt;strong&gt;Development and Support&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;&lt;strong&gt;Access Mode&lt;/strong&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href="https://portworx.com/products/portworx-enterprise/features/"&gt;Portworx&lt;/a&gt;&lt;/td&gt;&lt;td&gt;Closed source. Free Essential tier. Enterprise features on License. &lt;/td&gt;&lt;td&gt;Commercially supported by PureStorage&lt;/td&gt;&lt;td&gt;RWO, RWX&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href="https://docs.ceph.com/en/quincy/"&gt;Ceph&lt;/a&gt; by &lt;a href="https://rook.io/"&gt;Rook&lt;/a&gt;&lt;/td&gt;&lt;td&gt;&lt;a href="https://github.com/rook/rook"&gt;Open source&lt;/a&gt;. Rook is a graduated &lt;a href="https://www.cncf.io/projects/rook/"&gt;CNCF project&lt;/a&gt;.&lt;/td&gt;&lt;td&gt;Developed and commercially supported by &lt;a href="https://access.redhat.com/documentation/en-us/red_hat_openshift_container_storage/4.8/html-single/red_hat_openshift_container_storage_architecture/index"&gt;Red Hat&lt;/a&gt;, &lt;a href="https://ubuntu.com/ceph"&gt;Canonical&lt;/a&gt; and &lt;a href="https://softiron.com/"&gt;SoftIron&lt;/a&gt;&lt;/td&gt;&lt;td&gt;RWO, ROX, RWX&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href="https://openebs.io/"&gt;OpenEBS&lt;/a&gt;&lt;/td&gt;&lt;td&gt;&lt;a href="https://github.com/openebs/openebs"&gt;Open source&lt;/a&gt;. Sandbox &lt;a href="https://www.cncf.io/projects/openebs/"&gt;CNCF project&lt;/a&gt;.&lt;/td&gt;&lt;td&gt;Developed and &lt;a href="https://openebs.io/commercial-support"&gt;commercially supported&lt;/a&gt; by &lt;a href="https://openebs.io/"&gt;MayaData&lt;/a&gt; et al.&lt;/td&gt;&lt;td&gt;RWO&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href="https://longhorn.io/"&gt;Longhorn&lt;/a&gt;&lt;/td&gt;&lt;td&gt;&lt;a href="https://github.com/longhorn/longhorn"&gt;Open source&lt;/a&gt;. Incubating &lt;a href="https://www.cncf.io/projects/longhorn/"&gt;CNCF project&lt;/a&gt;.&lt;/td&gt;&lt;td&gt;Originally developed by &lt;a href="https://rancher.com/products/longhorn"&gt;Rancher&lt;/a&gt;, and commercially supported by &lt;a href="https://www.suse.com/products/longhorn/"&gt;SUSE&lt;/a&gt;&lt;/td&gt;&lt;td&gt;RWO&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href="https://docs.ondat.io/docs/install/microsoft-azure-aks/"&gt;StorageOS&lt;/a&gt;&lt;/td&gt;&lt;td&gt;Closed source. License required.&lt;/td&gt;&lt;td&gt;Commercial support by &lt;a href="https://www.ondat.io/"&gt;Ondat&lt;/a&gt;.&lt;/td&gt;&lt;td&gt;RWO&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href="https://linbit.com/kubernetes/"&gt;LINBIT&lt;/a&gt;&lt;/td&gt;&lt;td&gt;Open-source with enterprise plans&lt;/td&gt;&lt;td&gt;Enterprise support&lt;/td&gt;&lt;td&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;RWO is the most commonly supported mode. The report &amp;#8220;&lt;a href="https://www.architecting.it/product/performance-benchmarking-cloud-native-storage-solutions-for-kubernetes-ebook/"&gt;Performance Benchmarking Cloud Native Storage Solutions for Kubernetes&lt;/a&gt;&amp;#8221; makes a comparison of performance among some of the options in early 2021. Another potentially opinionated &lt;a href="https://linbit.com/cloud-native-sds-platform-comparsion/"&gt;comparison list&lt;/a&gt; is by LINBIT.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Portworx is a leading player with commercial SDS solution and I will test its free &lt;a href="https://portworx.com/blog/portworx-essentials-vs-portworx-enterprise/"&gt;Essential&lt;/a&gt; tier in the rest of this post. Ceph is one of the most mature leading open-source offering and I will test it in the next post.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;For Portworx, we can use the terraform template &lt;a href="https://github.com/digihunch/cloudkube/tree/main/azure"&gt;cloudkube for Azure&lt;/a&gt;. The template assigns the kubelet&amp;#8217;s managed identity as contributor of the node resource group. The template also creates a bastion host with direct SSH access to the nodes.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-portworx-operator-on-azure"&gt;Portworx Operator on Azure&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We use Portworx Operator to configure storage cluster. Portworx has an &lt;a href="https://docs.portworx.com/portworx-enterprise/platform/kubernetes/azure-aks/install"&gt;instruction&lt;/a&gt; for AKS but it is not tailored to specific identity model. For simplicity, use my cloudkube &lt;a href="https://github.com/digihunch/cloudkube/tree/main/azure"&gt;Terraform template&lt;/a&gt; to create the AKS cluster, and skip the &amp;#8220;&lt;a href="https://docs.portworx.com/portworx-enterprise/platform/kubernetes/azure-aks/install/install-using-operator"&gt;Prepare Your AKS Platform&lt;/a&gt;&amp;#8221; page. Instead, follow the &amp;#8220;&lt;a href="https://docs.portworx.com/portworx-enterprise/platform/kubernetes/azure-aks/install/azure-managed-identity-on-aks"&gt;Deploy Portworx using Azure managed identity on new AKS cluster&lt;/a&gt;&amp;#8221; page starting at step 7. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;At that step, we need to create a secret with the client ID of the managed identity for node agent. The terraform template outputs the BYO identity&amp;#8217;s client ID. After cluster creation, we simply SSH to the bastion host and create the secret using the output.&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-large"&gt;&lt;img loading="lazy" decoding="async" width="1953" height="755" src="https://static.digihunch.com/wp-content/uploads/2022/06/image-15.png" alt="" class="wp-image-5810"/&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;To install Porworx using operator, we can follow a wizard in &lt;a href="https://central.portworx.com/"&gt;PX-central&lt;/a&gt;. If this is the first time, we need to create an account and log in to the portal. If this is not the first time and you have previously created a cluster, you need to detach that cluster by going to Profile from bottom left corner on the portal page. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Follow the guide in &amp;#8220;&lt;a href="https://docs.portworx.com/portworx-enterprise/platform/kubernetes/azure-aks/install/install-using-operator"&gt;Install Portworx on AKS using the Operator&lt;/a&gt;&amp;#8220;. In the wizard, click on &amp;#8220;Portworx Essentials&amp;#8221; for free tier, or &amp;#8220;Portworx Enterprise&amp;#8221; for the 30-day trial. Then select operator with latest version. In the rest of the wizard steps, select options applicable to Azure environment. The last step will present two kubectl commands to install operator and install the CR. Run the command to install operator and verify result:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl apply -f &lt;span style="color:#e6db74"&gt;&amp;#39;https://install.portworx.com/2.9?comp=pxoperator&amp;#39;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl -n kube-system get deployment portworx-operator&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h2 class="wp-block-heading"&gt;Portworx Custom Resource&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;To install the CR, we need to customize the given manifest in order to use our managed identity. We can download the YAML manifest (portworx_essentials.yml) and modify it in text editor. As the page &amp;#8220;&lt;a href="https://docs.portworx.com/portworx-enterprise/platform/kubernetes/azure-aks/install/azure-managed-identity-on-aks"&gt;Deploy Portworx using Azure managed identity on new AKS cluster&lt;/a&gt;&amp;#8221; suggest at step 9: in the&amp;nbsp;env&amp;nbsp;section, remove the AZURE_CLIENT_SECRET and AZURE_TENANT_ID sections but keep the AZURE_CLIENT_ID section. My CRD declaration looks like this:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-js" data-lang="js"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;#&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;SOURCE&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;https&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&lt;span style="color:#75715e"&gt;//install.portworx.com/?operator=true&amp;amp;mc=false&amp;amp;kbver=&amp;amp;oem=esse&amp;amp;user=myuserid&amp;amp;b=true&amp;amp;kd=type%3DPremium_LRS%2Csize%3D150&amp;amp;s=%22type%3DPremium_LRS%2Csize%3D150%22&amp;amp;c=my-very-long-px-cluster-id&amp;amp;aks=true&amp;amp;stork=true&amp;amp;csi=true&amp;amp;mon=true&amp;amp;tel=false&amp;amp;st=k8s&amp;amp;promop=true&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;kind&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;StorageCluster&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;apiVersion&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;core&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;libopenstorage&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;org&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;v1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;metadata&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;name&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;my&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;very&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;long&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;px&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;cluster&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;id&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;namespace&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;kube&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;system&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;annotations&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;portworx&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;io&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;install&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;source&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;https://install.portworx.com/?operator=true&amp;amp;mc=false&amp;amp;kbver=&amp;amp;oem=esse&amp;amp;user=myuserid&amp;amp;b=true&amp;amp;kd=type%3DPremium_LRS%2Csize%3D150&amp;amp;s=%22type%3DPremium_LRS%2Csize%3D150%22&amp;amp;c=my-very-long-px-cluster-id&amp;amp;aks=true&amp;amp;stork=true&amp;amp;csi=true&amp;amp;mon=true&amp;amp;tel=false&amp;amp;st=k8s&amp;amp;promop=true&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;portworx&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;io&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;is&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;aks&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;true&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;portworx&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;io&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;misc&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;args&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;--oem esse&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;spec&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;image&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;portworx&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;oci&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;monitor&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;2.10&lt;/span&gt;.&lt;span style="color:#ae81ff"&gt;2&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;imagePullPolicy&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;Always&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;kvdb&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;internal&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;true&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;cloudStorage&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;deviceSpecs&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;type&lt;/span&gt;&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;Premium_LRS&lt;/span&gt;,&lt;span style="color:#a6e22e"&gt;size&lt;/span&gt;&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;150&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;kvdbDeviceSpec&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;type&lt;/span&gt;&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;Premium_LRS&lt;/span&gt;,&lt;span style="color:#a6e22e"&gt;size&lt;/span&gt;&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;150&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;secretsProvider&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;k8s&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;stork&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;enabled&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;true&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;args&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;webhook&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;controller&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;true&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;autopilot&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;enabled&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;true&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;monitoring&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;prometheus&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;enabled&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;true&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;exportMetrics&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;true&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;featureGates&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;CSI&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;true&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;env&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;name&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;AZURE_CLIENT_ID&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;valueFrom&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;secretKeyRef&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;name&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;px&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;azure&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;key&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;AZURE_CLIENT_ID&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;---&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;apiVersion&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;v1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;kind&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;Secret&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;metadata&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;name&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;px&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;essential&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;namespace&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;kube&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;system&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;data&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;px&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;essen&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;user&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;id&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;aaaabbbbccccddddmyverylongpxessenuserid&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;px&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;osb&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;endpoint&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;ssssssyyyyyyyzzzzzzmyverylongpxosbendpoint&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;In this custom resource manifest, I specify to get the cluster to create disk from Azure, even though it has the capability of using an existing disk. Then apply the CRD manifest:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; kubectl apply -f portworx_essentials.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;This will take up to 10 minutes to create several related resources. There are several check points to ensure the cluster is created successfully. Here are some useful commands:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl -n kube-system get po &lt;span style="color:#75715e"&gt;# all Pods related to portworx should be ready and running, especially the portworx-api ones&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl -n kube-system get storagecluster &lt;span style="color:#75715e"&gt;# the status should report online&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;PX_POD&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;$(&lt;/span&gt;kubectl get pods -l name&lt;span style="color:#f92672"&gt;=&lt;/span&gt;portworx -n kube-system -o jsonpath&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#39;{.items[0].metadata.name}&amp;#39;&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;)&lt;/span&gt; &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# get the name of one of the portworx Pod for storage cluster&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl -n kube-system exec -c portworx -it $PX_POD --tty --stdin -- /opt/pwx/bin/pxctl status &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# should report &amp;#34;Status: PX is operational&amp;#34; with valid license loaded&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl get sc &lt;span style="color:#75715e"&gt;# portworx related storage classes are available&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;The pre-built storage classes are not CSI based. However, CSI should be automatically enabled in recent operator versions. We should create our own &lt;a href="https://docs.portworx.com/portworx-install-with-kubernetes/storage-operations/csi/volumelifecycle/"&gt;CSI storage classes&lt;/a&gt; and &lt;a href="https://docs.portworx.com/portworx-install-with-kubernetes/storage-operations/create-pvcs/dynamic-provisioning/"&gt;PVCs&lt;/a&gt; using our own storage classes. Here are two examples:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-js" data-lang="js"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;kind&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;StorageClass&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;apiVersion&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;storage&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;k8s&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;io&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;v1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;metadata&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;name&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;px&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;csi&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;database&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;provisioner&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;pxd&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;portworx&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;com&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;parameters&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;repl&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;2&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;priority_io&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;high&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;io_profile&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;db&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;---&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;kind&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;StorageClass&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;apiVersion&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;storage&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;k8s&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;io&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;v1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;metadata&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;name&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;px&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;csi&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;artifact&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;provisioner&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;pxd&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;portworx&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;com&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;parameters&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;repl&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;2&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;priority_io&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;medium&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;io_profile&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;sequential&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;That is a bare minimum Portworx installation. Check out their &lt;a href="https://docs.portworx.com/portworx-install-with-kubernetes/"&gt;documentation&lt;/a&gt; for the full features. With this minimum install we can go to the section &amp;#8220;Validate Persistent Storage&amp;#8221; from the previous post to validate the persistent volume.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;For troubleshooting purpose, &lt;a href="https://docs.portworx.com/reference/cli/basics/"&gt;pxctl&lt;/a&gt; is the utility and it is available on Portworx Pods.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Performance&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We care not only the functionality, but also the performance. So I ran a quick performance test using kube-str, using all default configuration. The result is as follows:&lt;/p&gt;&#10;&lt;figure class="wp-block-table is-style-regular"&gt;&lt;table class="has-cyan-bluish-gray-background-color has-background"&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td&gt;&lt;/td&gt;&lt;td&gt;read_iops&lt;/td&gt;&lt;td&gt;write_iops&lt;/td&gt;&lt;td&gt;read_bw&lt;/td&gt;&lt;td&gt;write_bw&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;px-csi-database&lt;/td&gt;&lt;td&gt;IOPS=969.614136 BW(KiB/s)=3894&lt;/td&gt;&lt;td&gt;IOPS=729.698059 BW(KiB/s)=2935&lt;/td&gt;&lt;td&gt;IOPS=1172.772827 BW(KiB/s)=150639&lt;/td&gt;&lt;td&gt;IOPS=691.626526 BW(KiB/s)=89053&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;px-csi-artifact&lt;/td&gt;&lt;td&gt;IOPS=780.681946 BW(KiB/s)=3139&lt;/td&gt;&lt;td&gt;IOPS=682.522766 BW(KiB/s)=2746&lt;/td&gt;&lt;td&gt;IOPS=773.548584 BW(KiB/s)=99549&lt;/td&gt;&lt;td&gt;IOPS=659.015320 BW(KiB/s)=84890&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Note that those numbers reflect performance under default configuration, and they should not be considered as the best performance that Portworx can deliver on Azure Kubernetes. Before moving to production, it is important to establish your own test parameters that best represents the container workload, and then iterate through different parameters for the storage class based on the requirement and performance output.&lt;/p&gt;&#10;&lt;nav class="wp-post-navigation" aria-label="Post navigation"&gt;&#10;&lt;a rel="prev" href="https://static.digihunch.com/2022/07/kubernetes-storage-on-azure-1-of-3-built-in-storage-and-nfs/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Kubernetes Storage on Azure 1 of 3 – built-in storage and NFS&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://static.digihunch.com/2022/08/storage-solution-on-aks-2-of-3-ceph-by-rook/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Kubernetes Storage on Azure 3 of 3 – Ceph by Rook&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item><item><title>Kubernetes Storage on Azure 1 of 3 – built-in storage and NFS</title><link>https://static.digihunch.com/2022/07/kubernetes-storage-on-azure-1-of-3-built-in-storage-and-nfs/</link><pubDate>Sun, 31 Jul 2022 15:22:00 -0400</pubDate><guid>https://static.digihunch.com/2022/07/kubernetes-storage-on-azure-1-of-3-built-in-storage-and-nfs/</guid><description>&lt;img src="https://static.digihunch.com/wp-content/uploads/2025/04/feature-aks-storage-1.webp" alt="Featured image of post Kubernetes Storage on Azure 1 of 3 – built-in storage and NFS" /&gt;&lt;p class="wp-block-paragraph"&gt;In the previous &lt;a href="https://static.digihunch.com/2022/05/hosting-database-on-kubernetes/"&gt;post&lt;/a&gt;, we understand that to host stateful workload, we need to manage persistent storage to the Kubernetes platform. In this post, I will explore the different storage options. These options are specific to Azure Kubernetes service. However, the principals apply to any Kubernetes platform regardless of cloud vendor.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In another old &lt;a href="https://static.digihunch.com/2021/06/kubernetes-storage-explained/"&gt;post&lt;/a&gt;, I discussed in-tree and CSI storage classes, and from a developer&amp;#8217;s perspective, how to mount volumes statically and dynamically once the storage class is available. Here in this post we are concerned with how to make storage classes available, from a platform specialist perspective.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Storage in Azure Kubernetes&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;As soon as the Azure Kubernetes cluster is launched, a number of built-in &lt;a href="https://docs.microsoft.com/en-us/azure/aks/concepts-storage#storage-classes"&gt;storage classes&lt;/a&gt; are available. Unlike third-party storage classes, they do not require kubelet identity to be contributor for node resource group. As &lt;a href="https://static.digihunch.com/2022/05/hosting-database-on-kubernetes/"&gt;discussed&lt;/a&gt; we shall use CSI based storage classes. &lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;managed-csi&lt;/li&gt;&#10;&lt;li&gt;managed-csi-premium&lt;/li&gt;&#10;&lt;li&gt;azurefile-csi&lt;/li&gt;&#10;&lt;li&gt;azurefile-csi-premium&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The main difference between them is the backing technology. However, form Kubernetes workload&amp;#8217;s perspective, the Pods as storage consumers are concerned with the &lt;a href="https://kubernetes.io/docs/concepts/storage/persistent-volumes/#access-modes"&gt;access mode&lt;/a&gt; instead of backing technology. Here are supported access modes:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;ReadWriteOnce: read-write by a single node&lt;/li&gt;&#10;&lt;li&gt;ReadOnlyMany: read only by many nodes&lt;/li&gt;&#10;&lt;li&gt;ReadWriteMany: read-write by many nodes&lt;/li&gt;&#10;&lt;li&gt;ReadWriteOncePod: new in Kubernetes 1.22 to restrict volume access to a single Pod&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The storage classes managed-csi and managed-csi-premium support ReadWriteOnce. The storage classes azurefile-csi and azurefile-csi-premium support ReadWriteMany.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Apart from these built-in options, Azure also suggests a few more options based on other types of Azure resources. For example, AKS can integrate with &lt;a href="https://azure.microsoft.com/en-us/services/hpc-cache/#overview"&gt;HPC cache&lt;/a&gt; and it for HPC. We can also self-manage a virtual machine &lt;a href="https://docs.microsoft.com/en-us/azure/aks/azure-nfs-volume"&gt;configured as NFS server&lt;/a&gt;, and use the &lt;a href="https://github.com/kubernetes-sigs/nfs-subdir-external-provisioner"&gt;NFS subdir external provisioner&lt;/a&gt; to configure storage class. Despite of the overhead with managing a VM, you have more configurability. My previous client reports that they gain better performance than the built-in options. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Another alternative is &lt;a href="https://docs.microsoft.com/en-us/azure/aks/azure-netapp-files"&gt;Azure NetApp Files&lt;/a&gt;. However, being a full enterprise grade solution (similar to &lt;a href="https://static.digihunch.com/2022/05/fsx-ontap-enterprise-storage-on-aws/"&gt;FSx ONTAP&lt;/a&gt;), &lt;a href="https://azure.microsoft.com/en-ca/services/netapp/"&gt;Azure NetApp Files&lt;/a&gt; costs an arm and a leg. In &lt;a href="https://www.kasten.io/kubernetes/resources/blog/aks-and-storage-performance-differences-among-kubernetes-storage-services"&gt;this comparison&lt;/a&gt;, it cost 60 to 100 times as the cost by built-in options.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Another option is &lt;a href="https://docs.microsoft.com/en-us/azure/aks/use-ultra-disks"&gt;Azure Ultra Disk&lt;/a&gt;, which needs to be enabled at cluster level. You can provision performance target (DiskIOPSReadWrite and DiskMBpsReadWrite) in the storage class. Ultra Disk is a good middle ground between the pricey NetApp files and the less performant built-in options.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-terraform-template-for-aks"&gt;Terraform Template for AKS&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;To explore the storage options, I use my own terraform template to create an AKS cluster. The template is in the &lt;a href="https://github.com/digihunch/cloudkube/tree/main/azure"&gt;azure&lt;/a&gt; directory of the &lt;a href="https://github.com/digihunch/cloudkube"&gt;cloudkube&lt;/a&gt; repo. The template consists a few configurations with Azure Kubernetes to facilitate storage configuration. First, it configures an SSH key pair to use between the bastion host and the node. Users can SSH to Kubernetes nodes from bastion host as soon as terraform apply is completed. Second, the third party storage options installed after the cluster creation need their Pod to instruct Azure to create Azure disks. This requires that a Kubernetes node agent have the permission to provision resources in the node resource group. This is important to understand because there are a couple of managed identities at play (refer to &lt;a href="https://static.digihunch.com/2021/12/aks-lessons-learned-2-of-2/"&gt;this&lt;/a&gt; post) when building an AKS cluster. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In Azure Kubernetes, it is the managed identity of kubelet, that needs to have contributor permission over the resource group for the nodes (not the one for the AKS cluster itself). A managed identity is expressed by a client ID, an object ID (aka principal ID), and the identity ID. We can find them out with an AZ CLI command as below:&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-large"&gt;&lt;img loading="lazy" decoding="async" width="1899" height="207" src="https://static.digihunch.com/wp-content/uploads/2022/06/image-14.png" alt="" class="wp-image-5653"/&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We can also tell that the kubelet managed identity represents node agent, by connecting to a node and looking at the argument (kubernetes.azure.com/kubelet-identity-client-id) of kubelet process:&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-large"&gt;&lt;img loading="lazy" decoding="async" width="1794" height="784" src="https://static.digihunch.com/wp-content/uploads/2022/06/image-13.png" alt="" class="wp-image-5650"/&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In the template, I also chose to designate the same BYO identity for both the cluster and for kubelet (node agent), in order to minimize my requirement on permission. If I had left it with a system assigned identity for node agent, I would have to assign that identity as a contributor for the node resource group, either as a user, or via Terraform&amp;#8217;s identity. Either way, it is beyond what a &lt;a href="https://docs.microsoft.com/en-us/azure/role-based-access-control/role-assignments-steps"&gt;Contributor&lt;/a&gt; is allowed to do.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Benchmarking with kubestr&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;I used &lt;a href="https://fio.readthedocs.io/en/latest/index.html"&gt;fio&lt;/a&gt; utility for storage benchmarking from virtual machines. However, fio utility is not for container. For &lt;a href="https://docs.portworx.com/install-with-other/operate-and-maintain/performance-and-tuning/fio/"&gt;fio testing&lt;/a&gt; on Kubernetes, I&amp;#8217;d have to use a Docker image, and test with target volume attached. Fortunately, the &lt;a href="https://www.kasten.io/"&gt;Kasten&lt;/a&gt; team shared their initiative in the open source project &lt;a href="https://kubestr.io/"&gt;Kubestr&lt;/a&gt;. The kubestr &lt;a href="https://github.com/kastenhq/kubestr/releases/tag/v0.4.31"&gt;release&lt;/a&gt; is available as an executable on common platforms. It connects to the cluster the same way as kubectl and &lt;a href="https://www.youtube.com/watch?v=j9UkQM-oa1k"&gt;here&lt;/a&gt; is a demo. To begin with, download the utility to bastion host, and run it without any argument, which prints the storage classes and &lt;a href="https://kubernetes.io/docs/concepts/storage/volume-snapshot-classes/"&gt;volume snapshot classes&lt;/a&gt;:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;curl -L -o kubestr.tar.gz https://github.com/kastenhq/kubestr/releases/download/v0.4.31/kubestr_0.4.31_Linux_amd64.tar.gz&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;tar -xvf kubestr.tar.gz &lt;span style="color:#f92672"&gt;&amp;amp;&amp;amp;&lt;/span&gt; rm kubestr.tar.gz &lt;span style="color:#f92672"&gt;&amp;amp;&amp;amp;&lt;/span&gt; chmod +x kubestr&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;./kubestr &lt;span style="color:#75715e"&gt;# if kubectl is configured, this command will print out the details of storage classes and volume snapshot classes&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;In addition to outputting details, it is also very simple to perform storage benchmarking with kubestr. All we need to do is giving it the storage class name and it will run four tests by default with common global options (ioengine=libaio verify=0 direct=1 gtod_reduce=1). The four tests are:&lt;/p&gt;&#10;&lt;figure class="wp-block-table is-style-regular"&gt;&lt;table class="has-cyan-bluish-gray-background-color has-background"&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td&gt;&lt;strong&gt;JobName&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;&lt;strong&gt;block_s&lt;/strong&gt;ize&lt;/td&gt;&lt;td&gt;&lt;strong&gt;filesize&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;&lt;strong&gt;iodepth&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;&lt;strong&gt;rw&lt;/strong&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;read_iops&lt;/td&gt;&lt;td&gt;4k&lt;/td&gt;&lt;td&gt;2G&lt;/td&gt;&lt;td&gt;64&lt;/td&gt;&lt;td&gt;randread&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;write_iops&lt;/td&gt;&lt;td&gt;4k&lt;/td&gt;&lt;td&gt;2G&lt;/td&gt;&lt;td&gt;64&lt;/td&gt;&lt;td&gt;randwrite&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;read_bw&lt;/td&gt;&lt;td&gt;128k&lt;/td&gt;&lt;td&gt;2G&lt;/td&gt;&lt;td&gt;64&lt;/td&gt;&lt;td&gt;randread&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;write_bw&lt;/td&gt;&lt;td&gt;128k&lt;/td&gt;&lt;td&gt;2G&lt;/td&gt;&lt;td&gt;64&lt;/td&gt;&lt;td&gt;randwrite&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;During each test, it measures and reports IOPS and bandwidth (throughput). If your I/O profile falls out of the four jobs, you can even customize your test by supplying a fio config file. For example, you need a longer test duration, or you need a larger total size for the test. Before the test, kubestr automatically mount their test volumes using the storage class being tested.&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;./kubestr fio -s my-storage-class &lt;span style="color:#75715e"&gt;# benchmarking a storage class&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;For read_iops and write_iops, we mainly look at the IOPS. For read_bw and write_bw, we mainly look at the bandwidth. The iops and bw &lt;a href="https://fio.readthedocs.io/en/latest/fio_doc.html#interpreting-the-output"&gt;based on samples&lt;/a&gt; are reported as first line of result, followed by min, max and average.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Metrics&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;With kubestr I ran a performance test amongst the native storage classes with Azure Kubernetes Service, with results as below:&lt;/p&gt;&#10;&lt;figure class="wp-block-table is-style-regular"&gt;&lt;table class="has-cyan-bluish-gray-background-color has-background"&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td&gt;&lt;/td&gt;&lt;td&gt;read_iops&lt;/td&gt;&lt;td&gt;write_iops&lt;/td&gt;&lt;td&gt;read_bw&lt;/td&gt;&lt;td&gt;write_bw&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;managed-csi&lt;/td&gt;&lt;td&gt;IOPS=314.729797 BW(KiB/s)=1275&lt;/td&gt;&lt;td&gt;IOPS=297.071136 BW(KiB/s)=1204&lt;/td&gt;&lt;td&gt;IOPS=315.311188 BW(KiB/s)=40887&lt;/td&gt;&lt;td&gt;IOPS=261.048645 BW(KiB/s)=33941&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;managed-csi-premium&lt;/td&gt;&lt;td&gt;IOPS=493.395844 BW(KiB/s)=1990&lt;/td&gt;&lt;td&gt;IOPS=426.731812 BW(KiB/s)=1723&lt;/td&gt;&lt;td&gt;IOPS=455.950348 BW(KiB/s)=58894&lt;/td&gt;&lt;td&gt;IOPS=422.888855 BW(KiB/s)=54662&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;azurefile-csi&lt;/td&gt;&lt;td&gt;IOPS=259.333282 BW(KiB/s)=1053&lt;/td&gt;&lt;td&gt;IOPS=283.985779 BW(KiB/s)=1152&lt;/td&gt;&lt;td&gt;IOPS=240.447403 BW(KiB/s)=31298&lt;/td&gt;&lt;td&gt;IOPS=230.689804 BW(KiB/s)=30048&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;azurefile-csi-premium&lt;/td&gt;&lt;td&gt;IOPS=394.044739 BW(KiB/s)=1586&lt;/td&gt;&lt;td&gt;IOPS=371.181793 BW(KiB/s)=1494&lt;/td&gt;&lt;td&gt;IOPS=380.360535 BW(KiB/s)=49018&lt;/td&gt;&lt;td&gt;IOPS=491.313446 BW(KiB/s)=63310&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;These numbers are based on default test parameters (e.g. 100Gi PVC size). The numbers indicate that block storage generally performs better in default setting. So we should use managed disk instead of azure file unless multiple pods needs to access the same volume.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Validate Persistent Storage&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We can use mysql as a quick and dirty test of storage classes. We can deploy the following manifest:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-yaml" data-lang="yaml"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;apiVersion&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;v1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;kind&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;PersistentVolumeClaim&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;metadata&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql-pvc&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;spec&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;storageClassName&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;managed-csi-premium&lt;/span&gt; &lt;span style="color:#75715e"&gt;# the storage class being tested&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;accessModes&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#ae81ff"&gt;ReadWriteOnce&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;resources&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;requests&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;storage&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;5Gi&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;---&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;apiVersion&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;v1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;kind&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;Secret&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;metadata&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;data&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;password&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;eHl6 &lt;/span&gt; &lt;span style="color:#75715e"&gt;# base64 code of xyz&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;---&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;apiVersion&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;apps/v1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;kind&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;Deployment&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;metadata&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;labels&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;app&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;spec&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;replicas&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;selector&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;matchLabels&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;app&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;template&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;metadata&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;labels&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;app&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;spec&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;containers&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;image&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql:5.6&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;env&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;MYSQL_ROOT_PASSWORD&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;valueFrom&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;secretKeyRef&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;key&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;password&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;ports&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;containerPort&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;3306&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;volumeMounts&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql-persistent-storage&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;mountPath&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;/var/lib/mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;volumes&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql-persistent-storage&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;persistentVolumeClaim&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;claimName&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql-pvc&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;---&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;apiVersion&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;v1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;kind&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;Service&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;metadata&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql-service&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;labels&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;service&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;spec&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;selector&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;app&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;ports&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;tcp-mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;protocol&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;TCP&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;port&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;3306&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;targetPort&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;3306&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Once the Pod has been created, then we use a throw-away Pod to connect to mysql service and build some data:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl run mysql-cli --rm -i --tty --image imega/mysql-client -- /bin/sh&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;If you don&lt;span style="color:#e6db74"&gt;&amp;#39;t see a command prompt, try pressing enter.&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;/ # mysql --host=mysql-service.default.svc.cluster.local --user=root --password=xyz&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;Welcome to the MariaDB monitor. Commands end with ; or \g. Your MySQL connection id is 9 Server version: 5.6.51 MySQL Community Server (GPL) Copyright (c) 2000, 2018, Oracle, MariaDB Corporation Ab and others. Type &amp;#39;&lt;/span&gt;help;&lt;span style="color:#e6db74"&gt;&amp;#39; or &amp;#39;&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;\h&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#39; for help. Type &amp;#39;&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;\c&lt;/span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt; to clear the current input statement. MySQL &lt;span style="color:#f92672"&gt;[(&lt;/span&gt;none&lt;span style="color:#f92672"&gt;)]&lt;/span&gt;&amp;gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;From the mysql shell, we create a test database with dummy data populated:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-sql" data-lang="sql"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;CREATE&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;DATABASE&lt;/span&gt; &lt;span style="color:#f92672"&gt;`&lt;/span&gt;testdb&lt;span style="color:#f92672"&gt;`&lt;/span&gt;; &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;USE testdb; &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;CREATE&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;TABLE&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;IF&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;NOT&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;EXISTS&lt;/span&gt; tasks ( &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; task_id INT AUTO_INCREMENT &lt;span style="color:#66d9ef"&gt;PRIMARY&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;KEY&lt;/span&gt;, &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; title VARCHAR(&lt;span style="color:#ae81ff"&gt;255&lt;/span&gt;) &lt;span style="color:#66d9ef"&gt;NOT&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;NULL&lt;/span&gt;, &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; description TEXT, &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; created_at &lt;span style="color:#66d9ef"&gt;TIMESTAMP&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;DEFAULT&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;CURRENT_TIMESTAMP&lt;/span&gt; &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;) ENGINE&lt;span style="color:#f92672"&gt;=&lt;/span&gt;INNODB; &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;INSERT&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;INTO&lt;/span&gt; tasks (title, description) &lt;span style="color:#66d9ef"&gt;VALUES&lt;/span&gt; (&lt;span style="color:#e6db74"&gt;&amp;#39;Job A&amp;#39;&lt;/span&gt;,&lt;span style="color:#e6db74"&gt;&amp;#39;Morning Standup&amp;#39;&lt;/span&gt;);&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;INSERT&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;INTO&lt;/span&gt; tasks (title, description) &lt;span style="color:#66d9ef"&gt;VALUES&lt;/span&gt; (&lt;span style="color:#e6db74"&gt;&amp;#39;Job B&amp;#39;&lt;/span&gt;,&lt;span style="color:#e6db74"&gt;&amp;#39;Latte with two shots of espresso&amp;#39;&lt;/span&gt;);&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;INSERT&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;INTO&lt;/span&gt; tasks (title, description) &lt;span style="color:#66d9ef"&gt;VALUES&lt;/span&gt; (&lt;span style="color:#e6db74"&gt;&amp;#39;Job C&amp;#39;&lt;/span&gt;,&lt;span style="color:#e6db74"&gt;&amp;#39;Coding coding and coding&amp;#39;&lt;/span&gt;);&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;INSERT&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;INTO&lt;/span&gt; tasks (title, description) &lt;span style="color:#66d9ef"&gt;VALUES&lt;/span&gt; (&lt;span style="color:#e6db74"&gt;&amp;#39;Job D&amp;#39;&lt;/span&gt;,&lt;span style="color:#e6db74"&gt;&amp;#39;git commit&amp;#39;&lt;/span&gt;);&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Each SQL command should return with number of rows affected and then we can exit the MySQL shell and Pod shell. Once we exit out of the Pod shell, the Pod is deleted. We can re-connect to validate the data are still present:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl run mysql-tester --rm -i --tty --image imega/mysql-client -- mysql --host&lt;span style="color:#f92672"&gt;=&lt;/span&gt;mysql-service.default.svc.cluster.local --user&lt;span style="color:#f92672"&gt;=&lt;/span&gt;root --password&lt;span style="color:#f92672"&gt;=&lt;/span&gt;xyz --database testdb --execute&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#39;SELECT * FROM tasks;&amp;#39;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;If you don&lt;span style="color:#e6db74"&gt;&amp;#39;t see a command prompt, try pressing enter.&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;Got error: Access denied for user &amp;#39;&lt;/span&gt;root&lt;span style="color:#e6db74"&gt;&amp;#39;@&amp;#39;&lt;/span&gt;147.206.3.15&lt;span style="color:#e6db74"&gt;&amp;#39; (using password: NO)&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;+---------+-------+----------------------------------+---------------------+&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;| task_id | title | description | created_at |&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;+---------+-------+----------------------------------+---------------------+&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;| 1 | Job A | Morning Standup | 2022-06-22 20:29:12 |&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;| 2 | Job B | Latte with two shots of espresso | 2022-06-22 20:29:12 |&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;| 3 | Job C | Coding coding and coding | 2022-06-22 20:29:12 |&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;| 4 | Job D | git commit | 2022-06-22 20:29:13 |&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;+---------+-------+----------------------------------+---------------------+&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;Session ended, resume using &amp;#39;&lt;/span&gt;kubectl attach mysql-tester -c mysql-tester -i -t&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt; command when the pod is running&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;pod &lt;span style="color:#e6db74"&gt;&amp;#34;mysql-tester&amp;#34;&lt;/span&gt; deleted&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;The output validates the persistent storage of the data. When testing a different storage class, simply start over with a different storage class specified in the PVC part of the manifest.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Summary&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;This post focuses on storage options for persistent volumes on Azure Kubernetes service. I use my own Terraform template with some custom configuration. I also covered kubestr as benchmarking tool and ran it against the built-in storage classes. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In some situations, the built-in options do not suit your needs. For example, you might want your application to use persistent volume in a consistent way across multiple cloud vendors. We will have to resort to third-party software defined storage layer. In the next post, I will explore a couple of SDS-based options, namely Portworx and Ceph. The custom configurations in the Terraform template will be helpful when we configure Portworx.&lt;/p&gt;&#10;&lt;nav class="wp-post-navigation" aria-label="Post navigation"&gt;&#10;&lt;a rel="prev" href="https://static.digihunch.com/2022/07/intro-to-ceph-storage/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Intro to Ceph storage&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://static.digihunch.com/2022/08/kubernetes-storage-on-azure-2-of-3-portworx/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Kubernetes Storage on Azure 2 of 3 – Portworx&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item><item><title>Kick the tires on ArgoCD</title><link>https://static.digihunch.com/2022/07/kick-the-tires-on-argocd/</link><pubDate>Sun, 10 Jul 2022 00:10:00 -0400</pubDate><guid>https://static.digihunch.com/2022/07/kick-the-tires-on-argocd/</guid><description>&lt;img src="https://static.digihunch.com/wp-content/uploads/2025/04/feature-argocd-tire.webp" alt="Featured image of post Kick the tires on ArgoCD" /&gt;&lt;h2 class="wp-block-heading" id="h-background"&gt;Background&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In January, I wrote about &lt;a href="https://static.digihunch.com/2022/01/fluxcd-continuous-deployment-with-gitops/"&gt;FluxCD&lt;/a&gt;, and adopted it in the &lt;a href="https://github.com/digihunch/korthweb"&gt;Korthweb&lt;/a&gt; project. I like the simple design of FluxCD, and I am comfortable with commands without using a web UI. Half a year later, I am re-visiting this choice, with ArgoCD in mind.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;After reading numerous recent posts that compare the two (such as this &lt;a href="https://thenewstack.io/gitops-on-kubernetes-deciding-between-argo-cd-and-flux"&gt;one&lt;/a&gt; from the new stack), I started to give more thoughts on ArgoCD, for a couple reasons. First, ArgoCD has more contributing companies and public references. Red Hat adopted Argo CD as the underlying technology for &lt;a href="https://docs.openshift.com/container-platform/4.7/cicd/gitops/understanding-openshift-gitops.html#about-redhat-openshift-gitops_understanding-openshift-gitops"&gt;OpenShift GitOps&lt;/a&gt; (and Tekton for pipeline). Second, ArgoCD has a mature UI. In corporate collaboration, especially with those not well-versed with command line, a UI is extremely helpful. Bundled with the UI, Argo CD also uses its own RBAC independent of Kubernetes RBAC, making it a great choice for continuous deployment for enterprise applications.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;User Interface&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;You can choose to install just the &lt;a href="https://argo-cd.readthedocs.io/en/latest/operator-manual/installation/#core"&gt;core&lt;/a&gt; components, without UI, SSO and multi-cluster features. To me, it does not make sense because those features are exactly the reason to choose Argo CD. Argo CD also has an eponymous CLI tool, similar to flux for Flux CD. Since Argo CD uses its own RBAC independent of Kubernetes RBAC, Argo CD will have its own credential. The default username is admin and password needs to be retrieved from Secrets. In the tutorial we use this user&amp;#8217;s credential to interact with the target cluster. This is different from Flux where the client simply uses kubectl configuration. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In the &amp;#8220;&lt;a href="https://argo-cd.readthedocs.io/en/latest/getting_started/#1-install-argo-cd"&gt;Getting Started&lt;/a&gt;&amp;#8221; guide, we create a namespace &amp;#8220;argocd&amp;#8221; and install it with &lt;a href="https://raw.githubusercontent.com/argoproj/argo-cd/stable/manifests/core-install.yaml"&gt;manifests&lt;/a&gt;. Alternatively, we can use &lt;a href="https://argo-cd.readthedocs.io/en/stable/cli_installation/"&gt;CLI tool&lt;/a&gt; to install it. With Argo CD, we can consider hosting it on a different port than the workload&amp;#8217;s port, such as 8443. This port serves as &amp;#8220;GitOps management port&amp;#8221; separated from the application port (e.g. 443) for business workload. Just like any application on Kubernetes, we usually need to configure an Ingress on the management port.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In the argocd namespace, we can see a few &lt;a href="https://argo-cd.readthedocs.io/en/latest/operator-manual/server-commands/argocd-server/"&gt;services&lt;/a&gt;. The application set controller acts as the main controller that reconciles between actual state and desired state. There is also a redis server, for storing data in Argo CD. Another service to note is the &lt;a href="https://argo-cd.readthedocs.io/en/latest/operator-manual/server-commands/argocd-dex/"&gt;dex&lt;/a&gt; server, indicating that the SSO capability is provided by the &lt;a href="https://dexidp.io/docs/kubernetes/"&gt;Dex&lt;/a&gt; project.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Features&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In FluxCD, they use a CRD Kustomization with kustomize.toolkit.fluxcd.io/v1beta2 as version. This name is confusing. Luckily, in ArgoCD, the CRDs are Application (with argoproj.io/v1alpha1 version) and ApplicationSet (with argoproj.io/v1alpha1 version). The controllers monitors CRs created with these CRDs. ArgoCD defines Application as a group of Kubernetes resources as defined by a manifest. Argo CD Application resource deploys resources from a single Git repository to a single destination cluster/namespace. On the other hand, &lt;a href="https://argo-cd.readthedocs.io/en/latest/operator-manual/applicationset/"&gt;ApplicationSet&lt;/a&gt; uses templated automation to create, modify, and manage multiple Argo CD applications at once. ApplicationSet controllers monitors ApplicationSet resources. We can define a template within the declaration of an &lt;a href="https://argo-cd.readthedocs.io/en/latest/operator-manual/applicationset/#the-applicationset-resource"&gt;ApplicationSet&lt;/a&gt; and it allows for parameter substitution.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Another key capability for a GitOps utility is the support of multiple templating tools. FluxCD supports Helm and &lt;a href="https://kustomize.io/"&gt;Kustomize&lt;/a&gt;. So do Argo CD. In addition, ArgoCD also supports &lt;a href="https://argo-cd.readthedocs.io/en/stable/user-guide/jsonnet/"&gt;jsonnet&lt;/a&gt; (&lt;a href="https://argo-cd.readthedocs.io/en/release-2.3/user-guide/ksonnet/"&gt;ksonnet&lt;/a&gt; is not supported anymore). Jsonnet is a templating tool with many useful operators. Kubectl can directly consume Jsonnet&amp;#8217;s JSON output as if it were YAML. In FluxCD, there are different CRDs for Helm and Kustomize (HelmRelease and Kustomization). In ArgoCD, the Application CRD covers &lt;a href="https://argo-cd.readthedocs.io/en/latest/user-guide/helm/#declarative"&gt;Helm&lt;/a&gt;, &lt;a href="https://argo-cd.readthedocs.io/en/latest/user-guide/kustomize/"&gt;Kustomize&lt;/a&gt;, and &lt;a href="https://argo-cd.readthedocs.io/en/latest/user-guide/jsonnet/"&gt;Jsonnet&lt;/a&gt; by embedding them as attributes in the declaration. This makes it even simpler than Flux CD. &lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Secret Management&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;It&amp;#8217;s a big no-no to put secret in a code repository. Therefore any GitOps solution must solve the problem with secret logistics. What baffles me is &lt;a href="https://argo-cd.readthedocs.io/en/stable/operator-manual/secret-management/"&gt;ArgoCD remains un-opinionated&lt;/a&gt; on this matter. There appears to be some &lt;a href="https://github.com/argoproj/argo-cd/issues/1364"&gt;context&lt;/a&gt; for this stance. As a result, ArgoCD only points to a few third-party secret management solutions.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Secret logistics is a tricky problem with GitOps workflow. One of the techniques is &lt;a href="https://sealed-secrets.netlify.app/"&gt;sealed secret&lt;/a&gt;. In the repo we store the secret as encrypted by public key. The controller keeps the private key which decrypts the secret at the time of deployment. A few engineers don&amp;#8217;t find it feasible for operation, as explained in &lt;a href="https://betterprogramming.pub/why-you-should-avoid-sealed-secrets-in-your-gitops-deployment-e50131d360dd"&gt;this&lt;/a&gt; post and &lt;a href="https://itnext.io/goodbye-sealed-secrets-hello-sops-3ee6a92662bb"&gt;this&lt;/a&gt; post.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;An alternative is to use &lt;a href="https://external-secrets.io/latest"&gt;external secret operator&lt;/a&gt;. Such operators will be able to sync a secret from external secret store such as Hashicorp Vault, AWS secret manager, Azure Key Vault, etc. This is much neater because we only store reference to secret in the repository. However, when the cluster assesses external secret store, it still requires either a secret, or a permission. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Another technique that drawing attentions is using &lt;a href="https://github.com/mozilla/sops#encrypting-using-azure-key-vault"&gt;sops&lt;/a&gt; for secret and &lt;a href="https://github.com/viaduct-ai/kustomize-sops#argo-cd-integration"&gt;kustomize-sops&lt;/a&gt; to integrate with ArgoCD. Mozilla&amp;#8217;s &lt;a href="https://github.com/mozilla/sops#encrypting-using-azure-key-vault"&gt;sops&lt;/a&gt; (SecretOPerationS) project releases a binary utility called sops to encrypt and decrypt YAML manifest. It can encrypt only the values in YAML manifest and not the attributes (keys). We use sops to encrypt YAML files in order to store them in Git repo. We also use sops to decrypt YAML right before we deploy it with kubectl. The key pair for encryption and decryption can be stored in Azure Key Vault, AWS KMS, GCP KMS, and even &lt;a href="https://github.com/FiloSottile/age"&gt;age&lt;/a&gt; and pgp. &lt;a href="https://www.thorsten-hans.com/encrypt-your-kubernetes-secrets-with-mozilla-sops"&gt;Here&lt;/a&gt; is a simple tutorial. &lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Example&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In a few command we can configure a minimal example. I first use KinD or Minikube to create a cluster following the steps in &lt;a href="https://github.com/digihunch/real-quicK-cluster"&gt;real-quicK-cluster&lt;/a&gt; repo. Then we configure an application using YAML manifest.&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl create namespace argocd&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl apply -n argocd -f https://raw.githubusercontent.com/argoproj/argo-cd/stable/manifests/install.yaml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl -n argocd get secret argocd-initial-admin-secret -o jsonpath&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;{.data.password}&amp;#34;&lt;/span&gt; | base64 -d; echo&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl port-forward svc/argocd-server -n argocd 8443:443&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;From MacOS, I can now browse to https://localhost:8443/ for ArgoCD UI, and login with admin user and the password as printed above. We can then use the UI to create an Application. Alternatively, we can configure an application using CLI utility:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ brew install argocd&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ argocd login localhost:8443&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ argocd app create guestbook --repo https://github.com/argoproj/argocd-example-apps.git --path guestbook --dest-server https://kubernetes.default.svc --dest-namespace default&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ argocd app sync guestbook&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;On the GUI we should see the application is sync&amp;#8217;ed. &lt;/p&gt;&#10;&lt;figure class="wp-block-image size-full"&gt;&lt;img loading="lazy" decoding="async" width="840" height="671" src="https://static.digihunch.com/wp-content/uploads/2022/06/image-8.png" alt="" class="wp-image-5452"/&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;On the left panel, click on the gear icon for settings. Under Clusters, we can see the cluster URL, which we use as dest-server value above. We can add more clusters here. &lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Pick the right open-source project&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;My experience with ArgoCD and FluxCD raised an issue to reflect on. For the same problem, there are multiple choices of open-source project. What would be a good methodology to choose the right open-source technology? I would first look at the following factors:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;History&lt;/li&gt;&#10;&lt;li&gt;Community size&lt;/li&gt;&#10;&lt;li&gt;License model&lt;/li&gt;&#10;&lt;li&gt;Enterprise support&lt;/li&gt;&#10;&lt;li&gt;Governing model&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The history and community size give a good idea of the technical maturity level. The License model has legal implications as to where you can use the technology. License model can change even after the project has been launched and even become not open-source any more. One example is &lt;a href="https://www.elastic.co/blog/why-license-change-aws"&gt;Elasticsearch license change&lt;/a&gt; in Jan 2021, from the very open &lt;a href="https://www.apache.org/licenses/LICENSE-2.0"&gt;APLv2&lt;/a&gt; to under dual license of both &lt;a href="https://www.elastic.co/licensing/elastic-license"&gt;Elastic License&lt;/a&gt; (by Elastic) and &lt;a href="https://en.wikipedia.org/wiki/Server_Side_Public_License"&gt;Server Side Public License&lt;/a&gt; (SSPL, introduced by MongoDB). Neither license is certified by &lt;a href="https://opensource.org/licenses"&gt;OSI&lt;/a&gt; as compliant with &lt;a href="https://en.wikipedia.org/wiki/The_Open_Source_Definition"&gt;open source definition&lt;/a&gt;. For enterprises, apart from licensing, I&amp;#8217;d also consider if any organization provides commercial support for the open-source product. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;What is often neglected is the governing model. The governing model determines how product decisions are made that will shape the future of the project. For example, CNCF is a vendor neutral foundation for cloud computing and if an organization contributes a project to CNCF, then the member projects have to align with CNCF&amp;#8217;s governing practices. Google also introduced an &lt;a href="https://www.infoworld.com/article/3566274/what-is-googles-open-usage-commons-and-why.html"&gt;OUC&lt;/a&gt; (Open Usage Common) governing model.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Another good way is to just follow Red Hat&amp;#8217;s choice. Red Hat built its business model around open-source technologies. They have to pick open-source project to provide enterprise level support so presumably they have a rigour selection process that one can piggyback off. Products supported by Red Hat are composed of open source components often vetted by multiple upstream communities, and changes made to these components are pushed to their respective upstream projects, often before they land in a supported product from Red Hat. &lt;a href="https://cs.stanford.edu/people/eroberts/cs201/projects/open-source/econ.htm"&gt;Here&lt;/a&gt; are more insights in this business model.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Had I gone with the Red Hat rule, I would have picked Argo CD in the first place because that is the base of &lt;a href="https://docs.openshift.com/container-platform/4.7/cicd/gitops/understanding-openshift-gitops.html"&gt;OpenShift GitOps&lt;/a&gt;! &lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Verdict&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;ArgoCD and FluxCD are tools for GitOps. However, just using a GitOps tool does not guarantee that all workload are deployed continuously. First, these GitOps controllers cannot replace &lt;a href="https://static.digihunch.com/2022/04/kubernetes-operator/"&gt;Operators&lt;/a&gt;, which has domain knowledge about how to orchestrate their workloads. Second, resources not directly managed by these operators (such as those installed by Helm) are not being monitored continuously. For continuous deployment over all workloads, I recommend use operator to install third party applications, and use Argo CD or Flux CD to manage the operators. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;GitOps makes use of the controller pattern to manage deployment in a continuous matter. Controller works closely with CRDs. ArgoCD uses similar set of CRDs to manage continuous deployment. What sets it apart is the user friendly web UI, the IAM integration and multi-cluster capabilities. These capabilities make ArgoCD well adapted in enterprise IT eco-system.&lt;/p&gt;&#10;&lt;nav class="wp-post-navigation" aria-label="Post navigation"&gt;&#10;&lt;a rel="prev" href="https://static.digihunch.com/2022/06/chaos-mesh-cloud-native-chaos-engineering/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Chaos Mesh – Cloud Native Chaos Engineering&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://static.digihunch.com/2022/07/intro-to-ceph-storage/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Intro to Ceph storage&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item></channel></rss>