<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Snapshots on Digi Hunch</title><link>https://static.digihunch.com/tag/snapshots/</link><description>Recent content in Snapshots 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/snapshots/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>FSx ONTAP – Enterprise storage on AWS</title><link>https://static.digihunch.com/2022/05/fsx-ontap-enterprise-storage-on-aws/</link><pubDate>Sat, 14 May 2022 22:28:00 -0400</pubDate><guid>https://static.digihunch.com/2022/05/fsx-ontap-enterprise-storage-on-aws/</guid><description>&lt;img src="https://static.digihunch.com/wp-content/uploads/2025/04/feature-fsx-ontap.webp" alt="Featured image of post FSx ONTAP – Enterprise storage on AWS" /&gt;&lt;p class="wp-block-paragraph"&gt;Even though object storage has gained a lot of popularity, file storage is still prevalent. AWS has Elastic File System but the performance is insufficient for enterprise workload. The FSx product line has enterprise storage options and on Sept 2, 2021, AWS launched FSx ONTAP. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;This post is my impression about FSx ONTAP. As &lt;a href="https://static.digihunch.com/2021/09/file-storage-vs-object-storage/"&gt;previously discussed&lt;/a&gt;, &lt;a href="https://aws.amazon.com/fsx/netapp-ontap/"&gt;FSx ONTAP&lt;/a&gt;&amp;nbsp;is a managed NetApp storage service by AWS. Essentially, AWS installs NetApp arrays in their data centres, so that users can provision ONTAP volumes from AWS console, or using AWS CLI.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;FSx ONTAP&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;ONTAP (or Data OONTAP) has been a very successful operating system to manage storage arrays. It was so successful that NetApp uses ONTAP as brandname for their storage arrays. This is similar to Isilon, a name of BSD based operating system to manage storage and later becomes brandname of EMC&amp;#8217;s storage products. ONTAP has been in competition with other enterprise storage players such as EMC Isilon, HP 3PAR, etc and AWS landed on ONTAP as their partner for enterprise storage. It appears that NetApp still owns their ONTAP storage technology. AWS operates the data centre and provides capability via the CLI layer and console.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Sometimes, people confuses FSx ONTAP with NetApps offering &lt;a href="https://cloud.netapp.com/ontap-cloud"&gt;Cloud volumes ONTAP&lt;/a&gt;. The two are fundamentally different. Cloud volumes ONTAP works with Cloud Manager (available as self-hosted or SaaS) as the management UI. It manages volumes provisioned from cloud vendor such as AWS, Azure, etc. Clients often configure these &amp;#8220;Cloud volumes&amp;#8221; as extension to an existing on-premise ONTAP storage deployment. When their on-prem ONTAP volumes fall short of space, the Cloud Manage is aware of a remotely available, cloud backed volume to move cold data off to. &lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-client-tool"&gt;Client Tool&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;FSx ONTAP is essentially an ONTAP storage cluster sitting in AWS data centre. Users have the options of using AWS CLI or ONTAP CLI to manage the cluster. Users with storage administrator background are likely to prefer the latter. In my professional service experience, I have taken some iterations to come to best practice to use the right tool to interact with ONTAP resources. In a nut shell, it depends on the level of resource that we are interacting with. I categorize those resources into two classes:&lt;/p&gt;&#10;&lt;figure class="wp-block-table is-style-regular"&gt;&lt;table class="has-white-background-color has-background"&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td&gt;&lt;strong&gt;Category&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;&lt;strong&gt;Example&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;&lt;strong&gt;Identification&lt;/strong&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;AWS-level resource&lt;/td&gt;&lt;td&gt;FSx ONTAP file system, Storage Virtual Machine&lt;/td&gt;&lt;td&gt;These resources are from ONTAP but they are identified as AWS resources (with ARN). They are also exposed to AWS SDK and can be managed by AWS CLI.&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;ONTAP-native resource&lt;/td&gt;&lt;td&gt;Volume, Snapshot policy, Schedule, Snapmirror relationship, Vserver&lt;/td&gt;&lt;td&gt;These resources come from ONTAP and can only be managed using ONTAP CLI. The AWS CLI cannot manage &lt;sub&gt;these&lt;/sub&gt; resources simply because they are not exposed to AWS SDK. Some type of resource such as Volume, may be managed by AWS CLI with very limited options. So we still prefer ONTAP CLI to manage resources.&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The AWS CLI (v 2.2.37) has very limited options when creating volumes. For example, the create-volume &lt;a href="https://docs.aws.amazon.com/cli/latest/reference/fsx/create-volume.html"&gt;documentation&lt;/a&gt; states that the OntapVolumeType section of output can display types of RW, DP (data protection), or LS. However, it doesn’t allow users to create a volume other than the default RW type. When we configure SnapMirror destination, we need a volume of DP type. We had to use ONTAP CLI to achieve that.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Our practice works out to be: use AWS CLI to create a file system and storage virtual machine. Then we use ONTAP CLI to create everything else. Even though AWS CLI intend to support volume creation, we prefer ONTAP CLI for full functionality support, and alignment with the ONTAP &lt;a href="https://docs.netapp.com/ontap-9/index.jsp"&gt;literature&lt;/a&gt;.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-administration-tasks"&gt;Administration Tasks&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;You should configure most of the administrative tasks with ONTAP CLI. We use the &lt;a href="https://docs.netapp.com/ontap-9/index.jsp"&gt;documentation&lt;/a&gt; by ONTAP as reference. For example, when a volume runs out of Inode, the AWS CLI reports that there is no space left. We need to increase the inode limit and this is, again, not something that AWS CLI can manage.&amp;nbsp; We’d have to use the volume modify command from ONTAP CLI.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-nfs-version"&gt;NFS version&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The AWS document states that FSx ONTAP supports NFSv3.0, v4.0 and v4.1. However, FSx ONTAP is currently backed by NetApp ONTAP 9.10.0, which partially supports &lt;a href="https://docs.netapp.com/ontap-9/index.jsp?topic=%2Fcom.netapp.doc.cdot-famg-nfs%2FGUID-E0A4007F-B776-4A19-A6F1-A0C0EAA7B03A.html"&gt;NFSv4.2&lt;/a&gt;, with basic protocol and Labled NFS feature. NetApp’s ONTAP &lt;a href="https://www.netapp.com/media/10720-tr-4067.pdf"&gt;Best Practices and Implementation Guide&lt;/a&gt; suggests a method for clients to mount as NFSv4.2. In the POC we mount as NFS v4.2 in all of our testings.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-clarity-of-terminology"&gt;Clarity of terminology&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The ONTAP storage system has been around for a while and many of its concepts are well known in the storage community. For example, A “Snapshot copy” is a read-only, point-in-time image of a volume. (ref: ONTAP 9 &lt;a href="https://docs.netapp.com/ontap-9/index.jsp"&gt;documentation&lt;/a&gt; -&amp;gt; ONTAP concepts -&amp;gt; Replication -&amp;gt; Snapshot copies) This concept becomes “Snapshot” in AWS &lt;a href="https://docs.aws.amazon.com/fsx/latest/ONTAPGuide/snapshots-ontap.html"&gt;literature&lt;/a&gt;.&amp;nbsp; It took us some research to come to realize that “Snapshot” in AWS document, essentially maps to “Snapshot copy” in ONTAP literature.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;This creates confusion, because we use ONTAP documentation for operation guidance because we can’t get enough help from AWS documentation. The terminology in AWS documentation should align with ONTAP.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The other example is the difference between “&lt;a href="https://docs.aws.amazon.com/fsx/latest/ONTAPGuide/using-backups.html"&gt;backup&lt;/a&gt;” and “&lt;a href="https://docs.aws.amazon.com/fsx/latest/ONTAPGuide/snapshots-ontap.html"&gt;snapshot&lt;/a&gt;” in AWS documentation. It is my understanding that they both use the same underlying Snapshot technology on the ONTAP side. I’m not exactly sure what their difference is.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;ONTAP can create a Snapshot copy nearly instantaneously. However, when taking a snapshot using web console in AWS, it takes up to 10 minutes to update the status. This is confusing because it creates a perception that it takes 10 minutes to complete snapshot.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-cross-region-replication"&gt;Cross Region Replication&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;There is a document &lt;a href="https://docs.aws.amazon.com/fsx/latest/ONTAPGuide/scheduled-replication.html"&gt;page&lt;/a&gt; on AWS about using SnapMirror at a very high level. It points to two documents: using NetApp Cloud Manager and ONTAP CLI.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The former is not a viable option as we started natively on FSx ONTAP and do not have NetApp Cloud Manager. As to the latter, we managed to configure cross-region replication with ONTAP CLI following the document and identified some gaps in the documentation. Specifically, it would be helpful if AWS documentation calls out that:&lt;/p&gt;&#10;&lt;ol class="wp-block-list" type="1"&gt;&#10;&lt;li&gt;inter-cluster network connectivity is a prerequisite (e.g. via VPC peering, transit gateway)&lt;/li&gt;&#10;&lt;li&gt;Port 10000, 11104-11105 must be added to &lt;a href="https://kb.netapp.com/Advice_and_Troubleshooting/Data_Protection_and_Security/SnapMirror/What_are_the_firewall_requirements_for_intercluster_SnapMirror_with_ONTAP_9"&gt;security group&lt;/a&gt; for inter cluster communication.&lt;/li&gt;&#10;&lt;li&gt;The ONTAP CLI command to validate connectivity between clusters (using the ping command from ONTAP CLI).&lt;/li&gt;&#10;&lt;/ol&gt;&#10;&lt;p class="wp-block-paragraph"&gt;With AWS CLI alone it is not possible to configure cross-region replication.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Final words&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;As someone who lived with enterprise storage for more than a decade, I&amp;#8217;m glad to see that cloud vendors brings enterprise storage into their data centre, acknowledging that consumer grade file storage are just insufficient for heavy storage use cases such as medical imaging. FSx ONTAP seems to be in early maturity level. However, since AWS exposes ONTAP CLI access to users, ONTAP professionals are able to leverage its full potential.&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/2022/04/knative-introduction/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Knative Eventing Introduction&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://static.digihunch.com/2022/05/hosting-database-on-kubernetes/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Hosting database on Kubernetes&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item></channel></rss>