<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>File System on Digi Hunch</title><link>https://static.digihunch.com/tag/file-system/</link><description>Recent content in File System on Digi Hunch</description><generator>Hugo -- gohugo.io</generator><language>en-US</language><lastBuildDate>Tue, 08 Apr 2025 14:44:11 -0400</lastBuildDate><atom:link href="https://static.digihunch.com/tag/file-system/index.xml" rel="self" type="application/rss+xml"/><item><title>Kubernetes Storage on Azure 3 of 3 – Ceph by Rook</title><link>https://static.digihunch.com/2022/08/storage-solution-on-aks-2-of-3-ceph-by-rook/</link><pubDate>Fri, 26 Aug 2022 19:43:00 -0400</pubDate><guid>https://static.digihunch.com/2022/08/storage-solution-on-aks-2-of-3-ceph-by-rook/</guid><description>&lt;img src="https://static.digihunch.com/wp-content/uploads/2025/04/feature-k8s-storage-3.webp" alt="Featured image of post Kubernetes Storage on Azure 3 of 3 – Ceph by Rook" /&gt;&lt;p class="wp-block-paragraph"&gt;In the last two posts, I covered the native storage options on Azure Kubernetes Service, as well as Portworx as an example of a proprietary Software Defined Storage (SDS) solution. There are also a number of open-source alternative SDS solutions. Ceph has nearly a decade of history from prior to containerization, and is the most widely adopted storage platform. In this post, we continue to explore Ceph as an open-source storage solution on Azure Kubernetes. &lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-ceph-by-rook"&gt;Ceph by Rook&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Ceph is an open-source SDS platform for distributed storage on a cluster and provides object, block and file storage. Installation of Ceph SDS can be complex, especially on Kubernetes platform. &lt;a href="https://rook.io/"&gt;Rook&lt;/a&gt; is a graduated CNCF project to orchestrate storage platform. Rook by itself is not SDS and it supports:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;&lt;a href="https://rook.io/docs/rook/v1.9/Getting-Started/intro/"&gt;Ceph&lt;/a&gt;: configure a Ceph cluster. Think of this as the equivalent of &lt;a href="https://docs.ceph.com/en/quincy/cephadm/"&gt;cephadm&lt;/a&gt; on Kubernetes platform.&lt;/li&gt;&#10;&lt;li&gt;&lt;a href="https://rook.io/docs/nfs/v1.7/"&gt;NFS&lt;/a&gt;: configure an NFS server. Think of this as the equivalent of nfsd daemon on Kubernetes platform.&lt;/li&gt;&#10;&lt;li&gt;&lt;a href="https://rook.io/docs/cassandra/v1.7/"&gt;Cassandra&lt;/a&gt;: an operator to configure a Cassandra database cluster. It is now &lt;strong&gt;deprecated&lt;/strong&gt;.&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We play with Rook Ceph. I also refer to it as Ceph by Rook. The contribution of Rook project is it simplifies the installation as a matter of declaring custom resources using CRDs. Here are some high-level CRDs to know:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;&lt;a href="https://rook.io/docs/rook/v1.9/CRDs/ceph-cluster-crd/"&gt;CephCluster&lt;/a&gt;: creates a Ceph storage cluster&lt;/li&gt;&#10;&lt;li&gt;&lt;a href="https://rook.io/docs/rook/v1.9/CRDs/Block-Storage/ceph-block-pool-crd/"&gt;CephBlockPool&lt;/a&gt;: represents a block pool&lt;/li&gt;&#10;&lt;li&gt;&lt;a href="https://rook.io/docs/rook/v1.9/CRDs/Shared-Filesystem/ceph-filesystem-crd/"&gt;CephFilesystem&lt;/a&gt;: represents a file system&lt;/li&gt;&#10;&lt;li&gt;&lt;a href="https://rook.io/docs/rook/v1.9/CRDs/Object-Storage/ceph-object-store-crd/#example"&gt;CephObjectStore&lt;/a&gt;: represents an object store&lt;/li&gt;&#10;&lt;li&gt;&lt;a href="https://rook.io/docs/rook/v1.9/CRDs/ceph-nfs-crd/"&gt;CephNFS&lt;/a&gt;: spins up a NFS Ganesha server to export NFS shares of a CephFilesystem or CephObjectStore.&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;As with typical Kubernetes resources in controller pattern, Ceph by Rook needs an operator along with custom resources. We can use YAML manifest for both of them, and the manifests are usually very tediously long. We can also use Helm to install both of them, by providing a value file. Now we will install Ceph on AKS.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Install Ceph Operator on AKS&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The steps are influenced by two relevant posts (&lt;a href="https://carlos.mendible.com/2021/10/23/aks-high-available-storage-with-rook-and-ceph/"&gt;here&lt;/a&gt; and &lt;a href="https://github.com/evillgenius75/rook-aks"&gt;here&lt;/a&gt;). However, I&amp;#8217;ve incorporated the cluster configuration in the &lt;a href="https://github.com/digihunch/cloudkube/tree/main/azure"&gt;Azure directory of the cloudkube project&lt;/a&gt;, a modular Terraform template to configure AKS cluster and facilitate storage configuration. The node group and instance sizes are selected to be just enough to run a ceph POC cluster with minimum cost. One of the node groups is tainted with storage-node, as if the following command were run:&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 taint nodes my-node-pool-node-name storage-node&lt;span style="color:#f92672"&gt;=&lt;/span&gt;true:NoSchedule&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;You will only need to taint the nodes with the command above if you choose not to use the cloudkube template. The taint ensures that only Pods with corresponding toleration and effect can be scheduled to those nodes.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We use Helm to install Rook Operator. We need a value file (e.g. rook-ceph-operator-values.yaml) with content as below:&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;https&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&lt;span style="color:#75715e"&gt;//github.com/rook/rook/blob/master/Documentation/Helm-Charts/operator-chart.md&#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;crds&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;csi&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;provisionerTolerations&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;effect&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;NoSchedule&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;storage&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;node&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;operator&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;Exists&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;pluginTolerations&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;effect&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;NoSchedule&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;storage&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;node&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;operator&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;Exists&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;agent&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:#960050;background-color:#1e0010"&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:#a6e22e"&gt;https&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&lt;span style="color:#75715e"&gt;//rook.github.io/docs/rook/v1.7/flexvolume.html#azure-aks&#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;flexVolumeDirPath&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;/etc/kubernetes/volumeplugins&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;Then we install the operator with Helm:&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;helm install rook-ceph-operator rook-ceph --namespace rook-ceph --create-namespace --version v1.9.6 --repo https://charts.rook.io/release/ --values rook-ceph-operator-values.yaml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl -n rook-ceph get po -l app&lt;span style="color:#f92672"&gt;=&lt;/span&gt;rook-ceph-operator&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;After installing the operator, we check the Pod status to make sure it is running. Then we can install the actual Ceph Cluster in one of the two ways. We can declare a CephClusterCRD ourself, or we can use Helm again to declare the CRD. Helm Chart gives us a lot of useful default values and saves us from editing a large body of YAML manifest.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Install Ceph CR on AKS&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We use Helm to install CephCluster CRD. We create a value file (e.g. rook-ceph-cluster-values.yaml) with content as below:&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;https&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&lt;span style="color:#75715e"&gt;//github.com/rook/rook/blob/master/Documentation/Helm-Charts/ceph-cluster-chart.md&#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;operatorNamespace&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;rook&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;ceph&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;toolbox&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;cephObjectStores&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; [] &lt;span style="color:#960050;background-color:#1e0010"&gt;#&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;by&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;default&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;a&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;cephObjectStore&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;will&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;be&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;created&lt;/span&gt;. &lt;span style="color:#a6e22e"&gt;Setting&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;this&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;to&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;null&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;disables&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;it&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&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;cephBlockPools&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;#&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;by&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;default&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;a&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;cephBlockPool&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;will&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;also&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;be&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;created&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;with&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;default&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;values&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&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;cephFileSystems&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;#&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;by&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;default&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;a&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;cephFileSystem&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;will&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;also&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;be&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;created&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;with&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;default&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;values&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:#a6e22e"&gt;cephClusterSpec&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;mon&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;count&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;3&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;volumeClaimTemplate&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;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;storageClassName&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;managed&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;premium&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;resources&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;requests&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;storage&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;10&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;Gi&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;resources&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;limits&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;cpu&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;500m&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;memory&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;1Gi&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;requests&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;cpu&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;100m&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;memory&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;500Mi&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;dashboard&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;storage&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;storageClassDeviceSets&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;set1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&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;The&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;number&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;of&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;OSDs&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;to&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;create&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;from&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;this&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;device&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;set&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;count&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;3&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&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;IMPORTANT&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;If&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;volumes&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;specified&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;by&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;the&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;storageClassName&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;are&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;not&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;portable&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;across&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;nodes&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&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:#66d9ef"&gt;this&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;needs&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;to&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;be&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;set&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;to&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;false&lt;/span&gt;. &lt;span style="color:#a6e22e"&gt;For&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;example&lt;/span&gt;, &lt;span style="color:#66d9ef"&gt;if&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;using&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;the&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;local&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;storage&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;provisioner&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&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:#66d9ef"&gt;this&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;should&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;be&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;false&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;portable&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;false&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&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;Since&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;the&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;OSDs&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;could&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;end&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;up&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;on&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;any&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;node&lt;/span&gt;, &lt;span style="color:#a6e22e"&gt;an&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;effort&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;needs&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;to&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;be&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;made&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;to&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;spread&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;the&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;OSDs&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&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;across&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;nodes&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;as&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;much&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;as&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;possible&lt;/span&gt;. &lt;span style="color:#a6e22e"&gt;Unfortunately&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;the&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;pod&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;anti&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;affinity&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;breaks&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;down&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&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;as&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;soon&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;as&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;you&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;have&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;more&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;than&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;one&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;OSD&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;per&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;node&lt;/span&gt;. &lt;span style="color:#a6e22e"&gt;The&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;topology&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;spread&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;constraints&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;will&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&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;give&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;us&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;an&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;even&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;spread&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;on&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;K8s&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;1.18&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;or&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;newer&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;placement&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;topologySpreadConstraints&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;maxSkew&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&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:#a6e22e"&gt;topologyKey&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;kubernetes&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;hostname&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;whenUnsatisfiable&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;ScheduleAnyway&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;labelSelector&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;matchExpressions&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;key&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;app&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;operator&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;In&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;values&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;rook&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;ceph&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;osd&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;tolerations&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;key&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:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;node&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;operator&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;Exists&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;preparePlacement&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;tolerations&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;key&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:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;node&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;operator&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;Exists&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;nodeAffinity&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;requiredDuringSchedulingIgnoredDuringExecution&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;nodeSelectorTerms&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;matchExpressions&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;key&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;agentpool&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;operator&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;In&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;values&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;storagenp&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;topologySpreadConstraints&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;maxSkew&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&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:#960050;background-color:#1e0010"&gt;#&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;IMPORTANT&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;If&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;you&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;don&lt;/span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;t&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;have&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;zone&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;labels&lt;/span&gt;, &lt;span style="color:#a6e22e"&gt;change&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;this&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;to&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;another&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;key&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;such&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;as&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;kubernetes&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;hostname&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;topologyKey&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;topology&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;kubernetes&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;zone&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;whenUnsatisfiable&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;DoNotSchedule&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;labelSelector&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;matchExpressions&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;key&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;app&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;operator&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;In&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;values&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;rook&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;ceph&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;osd&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;prepare&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;resources&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;limits&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;cpu&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;500m&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;memory&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;4Gi&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;requests&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;cpu&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;500m&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;memory&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;2Gi&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;volumeClaimTemplates&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;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;data&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;resources&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;requests&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;storage&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;100&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;Gi&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;storageClassName&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;managed&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;premium&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;volumeMode&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;Block&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;accessModes&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;ReadWriteOnce&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;During the cluster provisioning, there will be a number of preparing Pods. We want those Pods to run on nodes with label agentpool=storagenp. In real life, we need to orchestrate where to run each workload, by restricting the nodes to schedule certain types of workload.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Then we can install the cluster using Helm:&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;helm install rook-ceph-cluster rook-ceph-cluster --namespace rook-ceph --create-namespace --version v1.9.6 --repo https://charts.rook.io/release/ --values rook-ceph-cluster-values.yaml&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;After running the Helm install, it may take as long as 15 minutes for all resources to settle. Watch the Pod status in rook-ceph namespace. At the end, make sure that the cluster is created successfully:&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;kubeadmin@pro-sturgeon-bastion-host:~$ kubectl -n rook-ceph get CephCluster&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;NAME DATADIRHOSTPATH MONCOUNT AGE PHASE MESSAGE HEALTH EXTERNAL&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;rook-ceph /var/lib/rook &lt;span style="color:#ae81ff"&gt;3&lt;/span&gt; 15m Ready Cluster created successfully HEALTH_OK&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubeadmin@pro-sturgeon-bastion-host:~$ kubectl -n rook-ceph get cephBlockPools&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;NAME PHASE&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;ceph-blockpool Ready&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubeadmin@pro-sturgeon-bastion-host:~$ kubectl -n rook-ceph get cephFileSystems&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;NAME ACTIVEMDS AGE PHASE&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;ceph-filesystem &lt;span style="color:#ae81ff"&gt;1&lt;/span&gt; 20m Ready&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;In my case it took 15 minutes before the cluster comes up as created successfully. You should notice that two storage classes were also created as a part of the install. It however did not create a storage class or CRD for object storage, because we explicitly disabled it in the Helm value file by setting cephObjectStores value to null.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Dashboard&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We enabled dashboard. To configure the dashboard view properly, we would need an ingress. For a quick view here, we can play port forwarding tricks. First we fetch the admin password for use in the next step. Then expose the dashboard to the bastion host:&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 rook-ceph get secret rook-ceph-dashboard-password -o jsonpath&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#39;{.data.password}&amp;#39;&lt;/span&gt; | base64 -d&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl -n rook-ceph port-forward svc/rook-ceph-mgr-dashboard 8443:8443&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Since I don&amp;#8217;t have UI on the bastion host, I use the port forwarding trick again from my own MacBook. Start a new terminal and SSH to the bastion host with port-forwarding switch:&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;$ ssh -L 8443:localhost:8443 kubeadmin@20.116.132.8&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;The command above suppose the public IP of the bastion host is 20.116.132.8. Then from my MacBook I can browse to localhost:8443 (with Safari browser which gives me the option to bypass certificate error). At the web portal, provide username (admin) and password (as retrieved above):&lt;/p&gt;&#10;&lt;div class="wp-block-image"&gt;&#10;&lt;figure class="aligncenter size-full"&gt;&lt;img loading="lazy" decoding="async" width="1795" height="1026" src="https://static.digihunch.com/wp-content/uploads/2022/06/image-16.png" alt="" class="wp-image-6037"/&gt;&lt;figcaption class="wp-element-caption"&gt;Ceph console for Kubernetes&lt;/figcaption&gt;&lt;/figure&gt;&#10;&lt;/div&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Apart from the dashboard, we can also use &lt;a href="https://docs.ceph.com/en/quincy/man/8/ceph/"&gt;ceph admin tool&lt;/a&gt; from a &lt;a href="https://github.com/rook/rook/blob/master/deploy/examples/toolbox.yaml"&gt;toolbox&lt;/a&gt; pod, following &lt;a href="https://rook.io/docs/rook/v1.9/ceph-toolbox.html"&gt;this&lt;/a&gt; instruction. For monitoring, Ceph by Rook can expose metrics for &lt;a href="https://www.rook.io/docs/rook/v1.9/Storage-Configuration/Monitoring/ceph-monitoring/"&gt;Prometheus&lt;/a&gt; to scrape.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Performance&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;With default ceph configuration on AKS, I ran quick performance test using kube-str . The result is as follows:&lt;/p&gt;&#10;&lt;figure class="wp-block-table is-style-regular"&gt;&lt;table class="has-very-light-gray-to-cyan-bluish-gray-gradient-background 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;ceph-block&lt;/td&gt;&lt;td&gt;IOPS=464.507294 BW(KiB/s)=1874&lt;/td&gt;&lt;td&gt;IOPS=243.296143 BW(KiB/s)=989&lt;/td&gt;&lt;td&gt;IOPS=509.928162 BW(KiB/s)=65797&lt;/td&gt;&lt;td&gt;IOPS=248.530762 BW(KiB/s)=32338&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;ceph-filesystem&lt;/td&gt;&lt;td&gt;IOPS=438.701324 BW(KiB/s)=1770&lt;/td&gt;&lt;td&gt;IOPS=226.270660 BW(KiB/s)=920&lt;/td&gt;&lt;td&gt;IOPS=405.936340 BW(KiB/s)=52456&lt;/td&gt;&lt;td&gt;IOPS=208.869293 BW(KiB/s)=27229&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The metrics reflects performance under default configuration. It should not be considered as the best performance that Ceph can deliver on Azure Kubernetes.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Summary&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;I discussed three storage options for Azure Kubernetes but the idea applies to other Kubernetes platform hosted on a CSP. The &lt;a href="https://static.digihunch.com/2022/07/kubernetes-storage-on-azure-1-of-3-built-in-storage-and-nfs/"&gt;native storage&lt;/a&gt; has significant limitation. NFS has latency. Block storage does not address high availability at the storage layer. Portworx and LINSTOR fill that gap as a commercial solution. Ceph is based on Object storage.&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/2022/08/kubernetes-storage-on-azure-2-of-3-portworx/"&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 2 of 3 – Portworx&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://static.digihunch.com/2022/09/minio-object-storage/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;MinIO for S3-compatible Object Storage&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item><item><title>Intro to Ceph storage</title><link>https://static.digihunch.com/2022/07/intro-to-ceph-storage/</link><pubDate>Thu, 21 Jul 2022 18:55:00 -0400</pubDate><guid>https://static.digihunch.com/2022/07/intro-to-ceph-storage/</guid><description>&lt;img src="https://static.digihunch.com/wp-content/uploads/2025/04/feature-ceph.webp" alt="Featured image of post Intro to Ceph storage" /&gt;&lt;p class="wp-block-paragraph"&gt;Ceph is a unified, distributed storage system designed for excellent performance, reliability and scalability. In this post, I will introduce Ceph and explain how it stands out from traditional enterprise storage technology. &lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-software-defined-storage"&gt;Software defined storage&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In the realm of enterprise storage, I discussed &lt;a href="https://static.digihunch.com/2020/07/emc-productlines/"&gt;PowerScale (Isilon)&lt;/a&gt; from Dell EMC, and touched on &lt;a href="https://static.digihunch.com/2021/09/file-storage-vs-object-storage/"&gt;ONTAP&lt;/a&gt; by NetApp as an alternative. These solutions usually include both enterprise grade hardware, and the software layer that manages those expensive hardware. As the competition with cloud storage arises, those vendors start to decouple the software layer from the hardware to sell them separately. As a result, clients have the options to use commodity hardware. On the other hand, the software layer is built to be more accommodative to different hardware options. Eventually, the software layer evolves into Software Defined Storage (SDS) with the purpose of supporting cheaper storage hardware.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;This table shows the full solution offering and SDS offering from NetApp and Dell EMC:&lt;/p&gt;&#10;&lt;figure class="wp-block-table is-style-regular"&gt;&lt;table class="has-black-color has-cyan-bluish-gray-background-color has-text-color has-background has-fixed-layout"&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td&gt;&lt;/td&gt;&lt;td&gt;&lt;strong&gt;Full solution offering&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;&lt;strong&gt;SDS offering&lt;/strong&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;NetApp&lt;/td&gt;&lt;td&gt;&lt;a href="https://docs.netapp.com/ontap-9/index.jsp"&gt;ONTAP&lt;/a&gt;&lt;/td&gt;&lt;td&gt;&lt;a href="https://docs.netapp.com/us-en/ontap-select/index.html"&gt;ONTAP Select&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;EMC&lt;/td&gt;&lt;td&gt;PowerScale&lt;/td&gt;&lt;td&gt;PowerFlex&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;It is not easy to make a proprietary SDS appliance support commodity hardware. For example, PowerFlex currently supports (and bundles with) DELL&amp;#8217;s commodity hardware only. It is most likely an involuntary move. Then, why would these commercial providers even be motivated to support a broader range of hardware by moving to SDS? It is because they face fierce competition from open-source SDS technologies, which were born to support commodity hardware. In this family of technologies, Ceph is a rising star. This family also includes other technologies such as Gluster and HDFS.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Note that the performance of a storage based on SDS still has to do with the underlying hardware. Therefore, comparing Ceph storage with PowerScale is apple to orange, without identical storage hardware. Now that we decoupled SDS and hardware, let&amp;#8217;s take a look at two important aspects of SDS: the distributed technology to manage hardware, and the interface it provides to storage clients.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Distributed storage&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The reason to use an SDS layer to manage hardware in a distributed architecture is for better scalability and high availability. The soul of this SDS layer is the ability to manage distributed system. However, a distributed storage introduces problems of its own, such as coordinating consistency. Different storage technologies have their own way to tackle these problems. For example, with PowerScale, OneFS has its own Group Management Protocol. Ceph uses CRUSH for data distribution. GlusterFS uses DHT(Distributed Hash Table) Translator. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Storage architects usually do not need to know these technologies in detail. It is not the intention of this post to cover the details of any distributed technology in any of the storage options above. However, storage architects needs to know supported API very well.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Access API&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The supported access API of a storage system determines its compatibility with client systems. One good example is NFS for file storage, which defines the protocol for file share without defining the underlying implementation. Most GNU/Linux distributions come with nfsd (NFS server) which exports directories on XFS or ext4 FS as a file share with NFS protocol. In order to transfer data over network, NFS uses RPC, a request-response protocol. With object storage, S3 is a widespread protocol. Below is a list of storage implementations and their supported access API:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;Ceph supports librados, S3, Swift and FUSE&lt;/li&gt;&#10;&lt;li&gt;GlusterFS supports SMB, NFS, FUSE,&lt;/li&gt;&#10;&lt;li&gt;PowerScale supports NFS, SMB/CIFS, HDFS, Object, POSIX&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;CephFS is distributed file system built on top of Ceph RADOS. It is also a client-server architecture. A Ceph Client, via &lt;a href="https://docs.ceph.com/en/latest/rados/api/librados/"&gt;librados&lt;/a&gt;, interacts directly with OSDs to store and retrieve data. In order to interact with OSDs, the client app must invoke librados and connect to a Ceph Monitor. For compatibility, CephFS namespaces can be export over NFS protocol using &lt;a href="https://docs.ceph.com/en/latest/rados/api/librados-intro/"&gt;NFS-Ganesha&lt;/a&gt; NFS server.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Ceph Architecture&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Ceph is a high-performance, distributed storage platform. It provides object storage, block storage and distributed file system, all backed by a single, reliable storage cluster running on commodity server hardware. A Ceph Storage Cluster consists of Ceph Nodes on a network. A Ceph Storage cluster requires at least one Ceph monitor (ceph-mon), Ceph Manager (ceph-mgr) and Ceph OSDs (ceph-osd). For file system clients, it also requires Ceph Metadata Server (MDS, ceph-mds) to allow user to execute basic commands on POSIX file system (e.g. ls, find)&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Under the hood, Ceph stores data as objects within logical storage pools. Using the&amp;nbsp;&lt;a href="https://docs.ceph.com/en/latest/glossary/#term-CRUSH"&gt;CRUSH&lt;/a&gt;&amp;nbsp;algorithm, Ceph calculates which placement group (PG) should contain the object, and which OSD should store the placement group. The CRUSH algorithm enables the Ceph Storage Cluster to scale, rebalance, and recover dynamically.&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-full"&gt;&lt;img loading="lazy" decoding="async" width="689" height="483" src="https://static.digihunch.com/wp-content/uploads/2022/06/image-11.png" alt="" class="wp-image-5585"/&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Ceph is based on RADOS (reliable autonomic distributed object store), a self-healing system that distributes and replicates data across nodes. It then layers CephFS (a distributed file system), block storage service (RADOS Block Device or RBD), and s3-compatible object storage (RADOS Gateway or RGW) on top of RADOS. For a better description, refer to &lt;a href="https://ubuntu.com/ceph/what-is-ceph"&gt;this&lt;/a&gt; page. The chart above shows how Ceph interacts with different kinds of client. For CephFS, the client can interact with the file system via metadata daemon, as illustrated below. This diagram looks similar to the diagram for &lt;a href="https://static.digihunch.com/2020/07/nfs-network-file-system-and-rpc-remote-procedure-call/"&gt;NFS&lt;/a&gt;.&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-full"&gt;&lt;img loading="lazy" decoding="async" width="883" height="706" src="https://static.digihunch.com/wp-content/uploads/2022/06/image-12.png" alt="" class="wp-image-5586"/&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In a RADOS cluster, each server runs some daemons (i.e. OSD, MON or MDS). &lt;/p&gt;&#10;&lt;div class="wp-block-image"&gt;&#10;&lt;figure class="aligncenter size-full"&gt;&lt;img loading="lazy" decoding="async" width="736" height="317" src="https://static.digihunch.com/wp-content/uploads/2022/09/ceph.png" alt="" class="wp-image-7275"/&gt;&lt;/figure&gt;&#10;&lt;/div&gt;&#10;&lt;p class="wp-block-paragraph"&gt;When an I/O request occurs, it needs to be mapped to the specific OSD that keeps the storage units. Here is an illustration of the mapping:&lt;/p&gt;&#10;&lt;div class="wp-block-image"&gt;&#10;&lt;figure class="aligncenter size-full"&gt;&lt;img loading="lazy" decoding="async" width="603" height="338" src="https://static.digihunch.com/wp-content/uploads/2022/09/io-path.png" alt="" class="wp-image-7277"/&gt;&lt;/figure&gt;&#10;&lt;/div&gt;&#10;&lt;p class="wp-block-paragraph"&gt;As typically observed in distributed system, there is quite some communication overhead to serve a file.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Ceph Cluster Installation&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Installing a VM-based Ceph cluster is no trivial effort and there are several methods. The recommended method is &lt;a href="https://docs.ceph.com/en/latest/cephadm/#cephadm"&gt;Cephadm&lt;/a&gt;. &lt;a href="https://kifarunix.com/install-and-setup-ceph-storage-cluster-on-ubuntu/"&gt;Here&lt;/a&gt; is a good instruction, where you will notice a lot of steps on each nodes, such as configuring NTP, installing docker, configuring hostname, Linux user and SSH, etc. You may also check &lt;a href="https://www.youtube.com/watch?v=LxDQyFWDNHI"&gt;this&lt;/a&gt; video for how involving it is. Red Hat adopts &lt;a href="https://www.redhat.com/en/technologies/storage/ceph"&gt;Ceph&lt;/a&gt; project as a product and has an &lt;a href="https://access.redhat.com/documentation/en-us/red_hat_ceph_storage/5/html/installation_guide/red-hat-ceph-storage_install"&gt;installation guide&lt;/a&gt; on its documentation.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Previously, there was a legacy tool &lt;a href="https://docs.ceph.com/projects/ceph-ansible/en/latest/"&gt;ceph-ansible&lt;/a&gt; to help administrators with server configuration. It is similar to the way kubespray helps administrators configure Kubernetes cluster. However, the &lt;a href="https://docs.ceph.com/en/quincy/install/#other-methods"&gt;document&lt;/a&gt; suggests that ceph-ansible is not integrated with new orchestrator APIs and therefore is not a viable option anymore. Also I did not find a way to install a single-node ceph cluster just for a quick demo. It involves tweaking the &lt;a href="https://docs.ceph.com/en/quincy/rados/operations/crush-map/"&gt;CRUSH&lt;/a&gt; map configuration. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;If we deploy Ceph on Kubernetes for Kubernetes workload, we use &lt;a href="https://rook.io/docs/rook/v1.9/Getting-Started/intro/"&gt;Rook&lt;/a&gt;, an orchestrator running on Kubernetes, to integrate storage to a cluster.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Cloud Native Storage&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Moving to cloud native storage, instead of presenting storage to operating system, we need to configure storage classes for Pods to use persistent volumes dynamically, using storage provisioners. Ceph also shows good presence in cloud native storage ecosystem. In a self-managed Kubernetes cluster, Ceph gives us the capability to configure storage classes to access connected storage. In public cloud, Ceph allows us to configure storage classes connecting to disks attached to the Nodes, an alternative to the cloud vendor provided native storage classes with high availability across availability zones. This layer enables the organization to normalize how their application connects to persistent volumes, a capability particularly helpful in the multi-cloud strategy of the cluster.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Rook is a CNCF project to orchestrate storage system on Kubernetes. It automates storage administrative tasks such as deployment, bootstrapping, configuring, provisioning and monitoring, using declarative templates. It supports Ceph and a number of other storage backends such as Cassandra, NFS, MinIO. &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/kick-the-tires-on-argocd/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Kick the tires on ArgoCD&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" 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;Next 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;/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><item><title>File storage vs object storage in the cloud</title><link>https://static.digihunch.com/2021/09/file-storage-vs-object-storage/</link><pubDate>Thu, 23 Sep 2021 22:54:00 -0400</pubDate><guid>https://static.digihunch.com/2021/09/file-storage-vs-object-storage/</guid><description>&lt;img src="https://static.digihunch.com/wp-content/uploads/2025/04/feature-file-obj-storage.webp" alt="Featured image of post File storage vs object storage in the cloud" /&gt;&lt;p class="wp-block-paragraph"&gt;File storage (e.g. NFS) used to be prevalent until object storage comes in for competition.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-the-competition"&gt;The competition&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Traditionally, enterprise storage product lines are built around three capabilities, as listed in this table below:&lt;/p&gt;&#10;&lt;figure class="wp-block-table is-style-stripes"&gt;&lt;table class="has-black-color has-white-background-color has-text-color has-background"&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td&gt;&lt;strong&gt;Capability&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;&lt;strong&gt;Typical Implementation&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;&lt;/td&gt;&lt;td&gt;&lt;strong&gt;Data served&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;&lt;/td&gt;&lt;td&gt;&lt;/td&gt;&lt;td&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;T1 &amp;#8211; &lt;br&gt;Block stroage&lt;/td&gt;&lt;td&gt;DAS (e.g. SAS cable) or SAN (Fibre Cable for FCP protocol, or Ethernet for iSCSI protocol)&lt;/td&gt;&lt;td&gt;&lt;/td&gt;&lt;td&gt;Mission critical data that are extremely sensitive to latency (e.g. database). Client has block-level access.&lt;/td&gt;&lt;td&gt;&lt;/td&gt;&lt;td&gt;&lt;/td&gt;&lt;td&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;T2 &amp;#8211; &lt;br&gt;File storage&lt;/td&gt;&lt;td&gt;NAS (connect via CIFS or NFS protocols). Storage arrays are typically a mix of HDD and SSD. Storage servers are usually deployed in the same location over low latency network. DR location is usually in the same region.&lt;/td&gt;&lt;td&gt;&lt;/td&gt;&lt;td&gt;Hot data. Multiple client access at file level. The size of each data request varies from small to medium (e.g. text document)&lt;/td&gt;&lt;td&gt;&lt;/td&gt;&lt;td&gt;&lt;/td&gt;&lt;td&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;T3 &amp;#8211; &lt;br&gt;Object storage&lt;/td&gt;&lt;td&gt;Hardware agnostic, connect via layer-7 protocol (e.g. S3). Storage backend can be either on premise, or in the cloud, over WAN connection.&lt;/td&gt;&lt;td&gt;&lt;/td&gt;&lt;td&gt;Warm and code data. Multiple client access at object level. Traditionally for backup but use cases are expanding. The size of each data request varies significantly, from small to very large (e.g. media content).&lt;/td&gt;&lt;td&gt;&lt;/td&gt;&lt;td&gt;&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;In the last couple decades, leading players for T2 have been enterprise storage vendors. They each have developed their secret sauces to tackle the challenges. For example, EMC has OneFS, a parallel distributed file system as the foundation of &lt;a href="https://static.digihunch.com/2020/07/emc-productlines/"&gt;PowerScale&lt;/a&gt; (formerly Isilon) product line. NetApp develops ONTAP, featuring proprietary techniques for storage efficiency (deduplication, compaction and compression).&amp;nbsp;&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The leading players in T3 are mostly &lt;a href="https://static.digihunch.com/2020/08/cloud-storage-overview/"&gt;public cloud&lt;/a&gt; provider, such as Amazon&amp;#8217;s S3. They might work with enterprise storage vendor behind the scene. But the T3 services appear to the end users as provided by the public cloud. Originally, the use case for T3 was archive only for its virtually unlimited capacity. This is not entirely true today. With the drastic improvement in modern network infrastructure, T3 can also brings satisfactory performance to serve hot data. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;A competition between T2 and T3 arises. After all, both offer storage service over Ethernet, and both support multiple clients. Today when developers architect the storage layer of their applications, they need to weigh between supporting T2 and T3. Since &lt;a href="https://static.digihunch.com/2020/07/nfs-network-file-system-and-rpc-remote-procedure-call/"&gt;NFS&lt;/a&gt; is the typical protocol for T2 storage (sorry Windows guys) and S3 is typical T3 storage. This competition essentially boils down to NFS versus S3.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;For many, the fancy S3 is a no-brainer. While I have suffered from many NFS drawbacks, and there&amp;#8217;s even a whole &lt;a href="https://www.kernel.org/doc/ols/2006/ols2006v2-pages-59-72.pdf"&gt;article&lt;/a&gt; by Linux folks about why NFS sucks, is it sentenced to death today? Does it beat S3 in some cases? Do so many organizations still stick to NFS just out of inertia?&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;To answer these questions, I examine four aspects to explore the differences between file storage via NFS protocol, and object storage in S3. &lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-data-request-size"&gt;Data request size&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Storage client can make request by byte range of a file. Therefore, data request size, instead of file size, is what ultimately matters. I pick a few data request sizes (1K, 4K, 16K, 64K, 246K, 1024K and 4096K) in my experiment, and want to see how much network traffic a write operation produces using NFS and using S3.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;To emulate request size, I created files at each size (using dd command), and copy the entire file to each backend. In the mean time, I use tcpdump to write out traffic across the wire into capture files. The size of capture file gives me an idea of how much network traffic went through the network interface, which is closely related to latency. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;For NFS, I mounted the target with sync option. This requires NFS client to write out to server synchronously on file copy. I&amp;#8217;ve also set the wsize to be 1M. For S3, I simply use the following CLI command to copy file:&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;aws s3 cp 1kb.img s3://digihunch5ffafe32ab0fd40f&#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 network interface, I use tcpdump to filter traffic through specific TCP port (443 for S3, or 2049 for NFS) and record the size of the capture file:&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;sudo tcpdump -s0 -pi eth0 dst port &lt;span style="color:#ae81ff"&gt;443&lt;/span&gt; or src port &lt;span style="color:#ae81ff"&gt;443&lt;/span&gt; -w /tmp/4096kb.cap&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;The key indicator is the payload size (file size) as a percentage of the capture size. I call it payload ratio. The closer it is to 1, the better. I have the following result from my experiment:&lt;/p&gt;&#10;&lt;figure class="wp-block-table is-style-stripes"&gt;&lt;table class="has-black-color has-white-background-color has-text-color has-background"&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td&gt;Request&lt;/td&gt;&lt;td&gt;Payload&lt;/td&gt;&lt;td&gt;S3 capture size (byte)&lt;/td&gt;&lt;td&gt;NFS capture size (byte)&lt;/td&gt;&lt;td&gt;S3 payload ratio&lt;/td&gt;&lt;td&gt;NFS payload ratio&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;1K&lt;/td&gt;&lt;td&gt;1024&lt;/td&gt;&lt;td&gt;9352&lt;/td&gt;&lt;td&gt;4332&lt;/td&gt;&lt;td&gt;0.11&lt;/td&gt;&lt;td&gt;0.24&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;4K&lt;/td&gt;&lt;td&gt;4096&lt;/td&gt;&lt;td&gt;12640&lt;/td&gt;&lt;td&gt;7404&lt;/td&gt;&lt;td&gt;0.32&lt;/td&gt;&lt;td&gt;0.55&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;16K&lt;/td&gt;&lt;td&gt;16384&lt;/td&gt;&lt;td&gt;25969&lt;/td&gt;&lt;td&gt;20472&lt;/td&gt;&lt;td&gt;0.63&lt;/td&gt;&lt;td&gt;0.80&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;64K&lt;/td&gt;&lt;td&gt;65536&lt;/td&gt;&lt;td&gt;79183&lt;/td&gt;&lt;td&gt;69746&lt;/td&gt;&lt;td&gt;0.83&lt;/td&gt;&lt;td&gt;0.94&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;256K&lt;/td&gt;&lt;td&gt;262144&lt;/td&gt;&lt;td&gt;290035&lt;/td&gt;&lt;td&gt;271408&lt;/td&gt;&lt;td&gt;0.90&lt;/td&gt;&lt;td&gt;0.97&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;1024K&lt;/td&gt;&lt;td&gt;1048576&lt;/td&gt;&lt;td&gt;1085366&lt;/td&gt;&lt;td&gt;1074076&lt;/td&gt;&lt;td&gt;0.97&lt;/td&gt;&lt;td&gt;0.98&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;4096K&lt;/td&gt;&lt;td&gt;4194304&lt;/td&gt;&lt;td&gt;4381547&lt;/td&gt;&lt;td&gt;4286910&lt;/td&gt;&lt;td&gt;0.96&lt;/td&gt;&lt;td&gt;0.98&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;This result indicates that NFS has a higher ratio in all groups. However, its advantage diminishes as the data request size grows. What it tells us is that if your applications workload issues most request in small chunks of data, such as 1K, 4K, then NFS will require much less traffic over the network, and thus less latency. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;This essentially explains the use case of NFS against S3: workload with small data requests.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-client-support"&gt;Client Support&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;NFS is natively supported by Linux operating system kernel. NFS client sits below the virtual file system (VFS) layer, which sits below the system call layer. The NFS client translate system calls into RPC (remote procedure calls). Communication between client and server is completed with RPC, on top of TCP. &lt;/p&gt;&#10;&lt;div class="wp-block-image"&gt;&#10;&lt;figure class="aligncenter size-full"&gt;&lt;img loading="lazy" decoding="async" width="554" height="314" src="https://static.digihunch.com/wp-content/uploads/2021/10/image.png" alt="" class="wp-image-2732"/&gt;&lt;figcaption class="wp-element-caption"&gt;NFS architecture&lt;/figcaption&gt;&lt;/figure&gt;&#10;&lt;/div&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Because of the native support, in most cases, developer can treat NFS mounts as if they were local. For performance to be sustainable as file system grows, the directory structure on NFS should follow a certain naming conventions so that files are evenly distributed across directories. The client should also use list operation as sparse as it can because that operation is expensive across the network.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;From developer&amp;#8217;s perspective, NFS support is brought in by operating system and does not require much effort. On the other hand, S3 client support is not included by default in the operating system. S3 support requires special library, code changes, and integration effort to manage dependency and library version. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;NFS has an advantage on client supportability. However, as we move applications to containers, and as container storage options mature, we will need an intermediary layer (storage class, storage provisioner, CSI driver, etc), NFS, or in general file storage, does not have this advantage any more.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-client-side-cache"&gt;Client-side Cache&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The NFS support behind VFS layer also means it can leverage the I/O caching mechanism on the client side, that comes with operating system. Client operating system with sufficient memory can take advantage of this mechanism to give it a performance boost. Check out &lt;a href="https://www.ibm.com/docs/en/aix/7.2?topic=performance-nfs-tuning-client"&gt;this&lt;/a&gt; guide for NFS cache tuning.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In comparison, S3 does not have a cache mechanism by itself. Either the application needs to implement its own cache mechanism, or a cache architecture needs to be introduced, such as CloudFront. &lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-consistency-and-concurrency"&gt;Consistency and concurrency&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;A common consistency problem is whether client can read the changes immediately after it writes the file. S3 and NFS make a tie in this round.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;S3 &lt;a href="https://aws.amazon.com/blogs/aws/amazon-s3-update-strong-read-after-write-consistency/"&gt;originally&lt;/a&gt; came with eventual consistency model for read after write since 2006. As of &lt;a href="https://aws.amazon.com/about-aws/whats-new/2020/12/amazon-s3-now-delivers-strong-read-after-write-consistency-automatically-for-all-applications/"&gt;Dec 2020&lt;/a&gt; it introduced strong read-after-write consistency. For more information, refer to the guide &lt;a href="https://docs.aws.amazon.com/AmazonS3/latest/userguide/Welcome.html#ConsistencyModel"&gt;here&lt;/a&gt;.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;NFS has a similar consistency guarantee called close-to-open cache coherency. Any changes made by client are flushed to the server on closing the file, and a cache revalidation occurs when you re-open it. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;There are more to consider in terms of consistency. For example, multiple clients tries to write the same file/object at the same time. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;On the S3 side, there is a locking mechanism called &lt;a href="https://docs.aws.amazon.com/AmazonS3/latest/userguide/object-lock.html"&gt;S3 object lock&lt;/a&gt; at object level (no byte-range lock). Without an object lock, when two PUT requests are simultaneously made to an object, the request with the latest timestamp wins. Refer to the section &lt;em&gt;Concurrent application&lt;/em&gt; on &lt;a href="https://docs.aws.amazon.com/AmazonS3/latest/userguide/Welcome.html#ConsistencyModel"&gt;this&lt;/a&gt; page.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;As far as NFS goes, managing this kind of consistency problem is not in the scope of the standard. Although there are some tinkers. For example, NFS v4 includes a file locking mechanism. Client can choose to lock the entire file, or a byte range within the file. Locking can be mandatory or advisory.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-the-convergence"&gt;The convergence&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;NFS and S3 each has their respective advantage. Enterprise NAS customers have been looking for ways to expand into the cloud for lower storage cost. To combine the advantages of the two, solution providers started to converge file storage and object storage. There are two types of solutions that reflects this trend of convergence. In the first trend, enterprise NAS deployed on premise now have the ability to scale out into the cloud. In the second trend, public cloud just brought enterprise NAS into their product offerings.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-scale-out-nas"&gt;Scale-out NAS&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;NAS is traditionally expensive to scale because it requires physical storage media. The idea of scale-out NAS allows NAS to connect to object storage in the public cloud, making it a hybrid architecture. This essentially makes T3 storage as a backend of T2 and it can be implemented with a virtual storage appliance (VSA). The VSA translate file system activities into API calls for object storage operations. One example is AWS &lt;a href="https://aws.amazon.com/storagegateway/?whats-new-cards.sort-by=item.additionalFields.postDateTime&amp;amp;whats-new-cards.sort-order=desc"&gt;storage gateway&lt;/a&gt;. EMC has a similar appliance called ECS and this white paper explains how it proxies file system calls and interact with object backends. NetApp, a vested enterprise NAS provider, also has a counterpart called Cloud Volumes ONTAP (CVO). It works well with NetApp on-premise deployment, but the architecture is similar. &lt;a href="https://cloud.netapp.com/blog/aws-cvo-blg-aws-storage-gateway-vs.-cloud-volumes-ontap"&gt;Here&lt;/a&gt;&amp;#8216;s NetApp&amp;#8217;s take on how CVO is different than AWS Storage Gateway.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In the scale-out NAS architecture, the public cloud acts merely as extension to on-premise storage solution, to provide capacity. The NAS on premise serves the storage workload primarily.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-cloud-hosted-nas"&gt;Cloud hosted NAS&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;For applications hosted in public cloud, it makes sense for public cloud provider to operate enterprise NAS storage as a service. The underlying storage technology is provided by storage vendor. It is just installed in the data centre managed by the public cloud vendor, instead of customer&amp;#8217;s own data centre. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;One example is &lt;a href="https://azure.microsoft.com/en-us/services/netapp/"&gt;Azure NetApp Files&lt;/a&gt; (ANF). ANF is fully managed services, presented to users as storage volumes. The underlying storage technology is NetApp ONTAP. Because it is offered as a fully managed service, the customers are not able to manage the fine details of the storage, as they could with an ONTAP cluster on premise. This takes a lot of flexibility away from the user.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;&lt;a href="https://aws.amazon.com/fsx/netapp-ontap/"&gt;FSx ONTAP&lt;/a&gt; is a managed NetApp storage service by AWS, launched in September 2021. The NetApp arrays are installed in AWS data centre, ready for users to provision from AWS console, or using CLI. The Terraform provider support is not available as of yet. Unlike ANF, FSx ONTAP exposes the ONTAP CLI to users, allowing for advanced storage managed by storage gurus. They can use ONTAP CLI commands to configure custom policy for Snapshot, setup SnapMirror replication, and so forth.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Likewise, PowerScale landed on GCP as public cloud partner to launch &lt;a href="https://cloud.google.com/vmware-engine/docs/vmware-ecosystem/howto-cloud-dell-powerscale#:~:text=Dell%20PowerScale%20on%20Google%20Cloud,workload%20virtual%20machines%20(VMs)."&gt;Dell Cloud PowerScale for Google Cloud&lt;/a&gt; in 2020. However, it seems to require a purchase agreement before APIs are enabled.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-conclusion"&gt;Conclusion&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Object storage has a great momentum and some sees that as a replacement of file storage in the long run. However file storage has its advantages for small data requests, OS-level cache support, and built-in POSIX compatibility. It will continue to be an option for customers with specific workload. Customer stickiness to file storage is so firm, that public cloud providers now install them in their data centres. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;From competition to collaboration, it will be interesting to watch what happens next for enterprise storage.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Follow-up Reading&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Tom Lyon&amp;#8217;s presentation on &lt;a href="https://blocksandfiles.com/2024/06/17/eminent-sun-alumnus-says-nfs-must-die/"&gt;why NFS must die&lt;/a&gt;.&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/2021/09/single-node-kubernetes-cluster-minikube/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Local multi-node cluster – Minikube, MicroK8s and KinD&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://static.digihunch.com/2021/10/intro-to-plg-stack-prometheus-loki-and-grafana/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Intro to PLG stack -Prometheus, Loki and Grafana&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item><item><title>Docker storage</title><link>https://static.digihunch.com/2020/11/docker-storage/</link><pubDate>Tue, 03 Nov 2020 20:22:00 -0400</pubDate><guid>https://static.digihunch.com/2020/11/docker-storage/</guid><description>&lt;p class="wp-block-paragraph"&gt;Microservices are all about stateless and ephemeral workloads, and containers are great microservices. This may suggest that that Docker is all about ephemeral storage. In fact, Docker supports both non-persistent and persistent storage, such as database, kafka, etc. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Non-persistent storage is automatically created, alongside the container and is tied to the lifecycle of the container. On Linux system, it is /var/lib/docker/ as part of container. This is referred to as local storage.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Docker has a concept of volume, which is essentially a file or a directory. Volumes are for persistent data. they are de-coupled from containers and are not tied to the lifecycle of any container. Volume allows process in docker container to bypass the default uionFS, and stores file or directory on host machine. It also allows different containers to share data. You may mount a volume to a container. even if container is deleted, volume persists.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;By default, Docker creates new volumes with the built-in local driver. Local volumes are only available to containers on the node they&amp;#8217;re created on. There are also third-party drivers as plugins that provides advanced options to integrate external storage system with Docker. (NAS, SAN, etc)&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;There are more than 25 volume plugins that you can specify with -d switch, to cover all three categories of storage&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;Block storage tends to be high performance and good for small-block random access workloads.&lt;/li&gt;&#10;&lt;li&gt;File storage is high performance, shared amongs multiple containers with NFS or SMB protocols.&lt;/li&gt;&#10;&lt;li&gt;Object storage is good for long term storage of large data blobs that do not change frequently. It is often content addressable and relatively low performance.&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Note that if you share volume with multiple containers, the application needs to worry about data collision.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;You may use docker volume create command to create volume. Note that there is no quota management within docker so the partition needs to be managed at operating system level.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading"&gt;Implementation of Volume&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Remember that Docker image is built on multi-layer file system. When we run a container, Docker places a read-write layer on top of the image, such that the active files in running container are all placed in this read-write layer. When container is deleted, so are the files. The file system in Docker is a pseudo file system implemented in unionFS. Volumes bypasses the uionFS and directly accesses the host file system. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;When we create a Docker volume, Docker places the volume data to /var/lib/docker/volumes and under each directory named after volume, creates a directory _data, which is attached to the corresponding container.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;You can even mount an NFS volume to container. Reference &lt;a href="https://forums.docker.com/t/nfs-mount-inside-docker-container-bypassing-the-host/77890" class="rank-math-link"&gt;here&lt;/a&gt;.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We mentioned UnionFS a couple times so far. UnionFS is a light-weight, layered file system. It can mount the contents of multiple directories to the same directory, to form a single file system. User can use unionFS like a directory. It is the foundation of Docker image and container and enables saving of spaces.&lt;/p&gt;&#10;&lt;div class="wp-block-image"&gt;&#10;&lt;figure class="aligncenter size-large is-resized"&gt;&lt;img loading="lazy" decoding="async" width="1024" height="444" src="https://static.digihunch.com/wp-content/uploads/2024/07/unionfs-1024x444.png" alt="" class="wp-image-11424" style="width:526px;height:auto" srcset="https://static.digihunch.com/wp-content/uploads/2024/07/unionfs-1024x444.png 1024w, https://static.digihunch.com/wp-content/uploads/2024/07/unionfs-300x130.png 300w, https://static.digihunch.com/wp-content/uploads/2024/07/unionfs-768x333.png 768w, https://static.digihunch.com/wp-content/uploads/2024/07/unionfs.png 1380w" sizes="auto, (max-width: 1024px) 100vw, 1024px" /&gt;&lt;/figure&gt;&#10;&lt;/div&gt;&#10;&lt;p class="wp-block-paragraph"&gt;There are three common types of union FS: AUFS, DeviceMapper, and OverlayFS.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading"&gt;AUFS file system&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;AUFS is the earliest driver that Docker uses for file system, most common in Ubuntu and Debian. To check if the system support AUFS, check out the documentation &lt;a href="https://docs.docker.com/storage/storagedriver/aufs-driver/" class="rank-math-link"&gt;here&lt;/a&gt;.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;AUFS is recommended in Ubuntu or Debian. For CentOS and Redhat, it needs to be installed and make sure the command above returns aufs. To configure AUFS, create file /etc/docker/daemon.json and add:&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-java" data-lang="java"&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:#e6db74"&gt;&amp;#34;storage-driver&amp;#34;&lt;/span&gt;:&lt;span style="color:#e6db74"&gt;&amp;#34;aufs&amp;#34;&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;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Then restart docker service. Run &amp;#8220;docker info&amp;#8221; and examine the Storage Driver section, as documented &lt;a href="https://docs.docker.com/storage/storagedriver/aufs-driver/" class="rank-math-link"&gt;here&lt;/a&gt;. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;AUFS layers multiple directories on a single Linux host and presents them as a single directory. These directories are called branches in AUFS terminology, and layers in Docker terminology. The unification process is referred to as a union mount.&lt;/p&gt;&#10;&lt;div class="wp-block-image"&gt;&#10;&lt;figure class="aligncenter size-full is-resized"&gt;&lt;img loading="lazy" decoding="async" width="884" height="724" src="https://static.digihunch.com/wp-content/uploads/2024/07/ubuntu-layers.png" alt="" class="wp-image-11425" style="width:538px;height:auto" srcset="https://static.digihunch.com/wp-content/uploads/2024/07/ubuntu-layers.png 884w, https://static.digihunch.com/wp-content/uploads/2024/07/ubuntu-layers-300x246.png 300w, https://static.digihunch.com/wp-content/uploads/2024/07/ubuntu-layers-768x629.png 768w" sizes="auto, (max-width: 884px) 100vw, 884px" /&gt;&lt;figcaption class="wp-element-caption"&gt;Layers of a Ubuntu container&lt;/figcaption&gt;&lt;/figure&gt;&#10;&lt;/div&gt;&#10;&lt;p class="wp-block-paragraph"&gt; &lt;a href="https://docs.docker.com/storage/storagedriver/aufs-driver/#example-image-and-container-on-disk-constructs" class="rank-math-link"&gt;This section&lt;/a&gt; describes how the layers work and &lt;a href="https://docs.docker.com/storage/storagedriver/aufs-driver/#how-container-reads-and-writes-work-with-aufs" class="rank-math-link"&gt;this section&lt;/a&gt; describes how it reads and writes files (Copy-on-Write (CoW) strategy to maximize storage efficiency and minimize overhead). CoW characterized AUFS.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;AUFS has not been adopted in the Linux kernel mainline for lack of maintainability. So for CentOS, the recommended file system driver is devicemapper.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading"&gt;Devicemapper file system&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Devicemapper is a technical framework to map physical block device to virtual block device, introduced since kernel 2.6.9. So it&amp;#8217;s essentially different from AUFS. The Logical Volume Manager (LVM) in Linux is also implemented based on devicemapper.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The three critical components in devicemapper are:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;mapped device: a virtual device that devicemapper provides to client&lt;/li&gt;&#10;&lt;li&gt;target device: the underlying physical device or a section of it.&lt;/li&gt;&#10;&lt;li&gt;map table: keeps track of the offset, range, etc between mapped and target devices.&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Devicemapper uses target driver to block, filter, and forward I/O requests (e.g. Raid, encryption, think provisioning, etc). In thin provisioning, storage driver only assigns spaces that are needed. Docker uses snapshot technology in thin provisioning. This &lt;a class="rank-math-link" href="https://docs.docker.com/storage/storagedriver/device-mapper-driver/#how-the-devicemapper-storage-driver-works"&gt;part of the documentation&lt;/a&gt; provides further details as to how device mapper works.&lt;/p&gt;&#10;&lt;div class="wp-block-image"&gt;&#10;&lt;figure class="aligncenter size-large is-resized"&gt;&lt;img loading="lazy" decoding="async" width="854" height="1024" src="https://static.digihunch.com/wp-content/uploads/2025/04/ubuntu-busybox-layer-854x1024.webp" alt="" class="wp-image-13114" style="width:539px;height:auto" srcset="https://static.digihunch.com/wp-content/uploads/2025/04/ubuntu-busybox-layer-854x1024.webp 854w, https://static.digihunch.com/wp-content/uploads/2025/04/ubuntu-busybox-layer-250x300.webp 250w, https://static.digihunch.com/wp-content/uploads/2025/04/ubuntu-busybox-layer-768x921.webp 768w, https://static.digihunch.com/wp-content/uploads/2025/04/ubuntu-busybox-layer.webp 1046w" sizes="auto, (max-width: 854px) 100vw, 854px" /&gt;&lt;figcaption class="wp-element-caption"&gt;Ubuntu and busybox image layers&lt;/figcaption&gt;&lt;/figure&gt;&#10;&lt;/div&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Devicemapper has to modes:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;loop-lvm: in dev and test environment&lt;/li&gt;&#10;&lt;li&gt;direct-lvm: recommended in production&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Here is the performance &lt;a href="https://docs.docker.com/storage/storagedriver/device-mapper-driver/#device-mapper-and-docker-performance" class="rank-math-link"&gt;best practice&lt;/a&gt;. To configure devicemapper, create /etc/docker/daemon.json file and add:&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-text" data-lang="text"&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; &amp;#34;storage-driver&amp;#34;:&amp;#34;devicemapper&amp;#34;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &amp;#34;storage-opts&amp;#34;:[&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &amp;#34;dm.directlvm_device=/dev/xdf&amp;#34;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &amp;#34;dm.thinp_percent=95&amp;#34;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &amp;#34;dm.thinp_metapercent=1&amp;#34;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &amp;#34;dm.thinp_autoextend_threshold=80&amp;#34;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &amp;#34;dm.thinp_autoextend_percent=20&amp;#34;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &amp;#34;dm.directlvm_device_force=false&amp;#34;&#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;}&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Then restart docker service. Run &amp;#8220;docker info&amp;#8221; and examine the Storage Driver section to ensure direct-lvm mode is on. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Since devicemapper uses block device to store files, it is faster than directly operate on file system. It is adopted as default driver as unionFS for a long time, ensuring stable performance under Red Hat and CentOS.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading"&gt;OverlayFS file system&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Earlier versions of OverlayFS (known as overlay driver) is not stable. Later version is known as overlay2, which is very stable and recommended in overlay2. It requires:&lt;/p&gt;&#10;&lt;ol class="wp-block-list"&gt;&#10;&lt;li&gt;Docker version higher than 17.06.02;&lt;/li&gt;&#10;&lt;li&gt;Kernel version higher than 3.10.0-514 for CentOS and RHEL; or higher than 4.0 for other distributions of Linux;&lt;/li&gt;&#10;&lt;li&gt;Using with xfs file system with d_type turned on&lt;/li&gt;&#10;&lt;/ol&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In production environment, it is recommended to moutn /var/lib/docker to separate disk or partition, to prevent the directory getting full from impacting the host OS. The option pquota is recommended for mounting options in /etc/fstab.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;To configure storage driver, create file /etc/docker/daemon.json, with the following content:&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-java" data-lang="java"&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:#e6db74"&gt;&amp;#34;storage-driver&amp;#34;&lt;/span&gt;:&lt;span style="color:#e6db74"&gt;&amp;#34;overlay2&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:#e6db74"&gt;&amp;#34;storage-opts&amp;#34;&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:#e6db74"&gt;&amp;#34;overlay2.size=20G&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:#e6db74"&gt;&amp;#34;overlay2.override_kernel_check=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:#f92672"&gt;]&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;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Then restart docker service. Run &amp;#8220;docker info&amp;#8221; and examine the Storage Driver section to ensure storage driver is overlay2 and d_type is true.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The way overlay2 works is similar to AUFS, involving union mount process, with lowerdir, upperdir and merged. More details are &lt;a href="https://docs.docker.com/storage/storagedriver/overlayfs-driver/#how-the-overlay2-driver-works" class="rank-math-link"&gt;here&lt;/a&gt;, including &lt;a href="https://docs.docker.com/storage/storagedriver/overlayfs-driver/#how-the-overlay-driver-works" class="rank-math-link"&gt;how overlay2 works&lt;/a&gt; with file read and file write (e.g. CopyOnWrite).&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Today, overlay2 driver is officially recommended by Docker for its stability and performance, it should be used if all the conditions are met.&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/2020/10/docker-under-the-hood/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Docker components&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://static.digihunch.com/2020/11/medical-imaging-web-server-deployment-pipeline/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Automatic deployment of Orthanc on AWS&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item><item><title>How RPC and NFS work</title><link>https://static.digihunch.com/2020/07/nfs-network-file-system-and-rpc-remote-procedure-call/</link><pubDate>Wed, 15 Jul 2020 10:45:00 -0400</pubDate><guid>https://static.digihunch.com/2020/07/nfs-network-file-system-and-rpc-remote-procedure-call/</guid><description>&lt;p class="wp-block-paragraph"&gt;I touched on NFS in several previous postings, and here is a deeper dive of this particular protocol. NFS is built on top of Remote Procedure Call (RPC) and therefore it is important to understand RPC first. In fact NFS is one of the most prominent user of RPC and the best example for learning RPC.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading"&gt;RPC overview&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;According to &lt;a href="https://en.wikipedia.org/wiki/Remote_procedure_call"&gt;Wikipedia&lt;/a&gt;, an RPC is when a computer program causes a procedure to execute in a different address space (commonly on another computer on a shared network), which is coded as if it were a normal (local) procedure call, without the programmer explicitly coding the details for the remote interaction. That is, the programmer writes essentially the same code whether the subroutine is local to the executing program, or remote. This is a form of client–server interaction (caller is client, executor is server), typically implemented via a request–response message-passing system. In the object-oriented programming paradigm, RPCs are represented by remote method invocation (RMI), such as Java RMI API.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;RPCs are a form of inter-process communication (IPC), in that other processes have a different address spaces: if on the same host machine, they have distinct virtual address spaces, even though the physical address space is the same; while if they are on different hosts, the physical address space is different. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;RPC is a&amp;nbsp;&lt;a href="https://en.wikipedia.org/wiki/Request%E2%80%93response"&gt;request–response&lt;/a&gt;&amp;nbsp;protocol, and therefore synchronous. An RPC is initiated by the&amp;nbsp;&lt;em&gt;client&lt;/em&gt;, which sends a request message to a known remote&amp;nbsp;&lt;em&gt;server&lt;/em&gt;&amp;nbsp;to execute a specified procedure with supplied parameters. The remote server sends a response to the client, and the application continues its process. While the server is processing the call, the client is blocked (it waits until the server has finished processing before resuming execution), unless the client sends an asynchronous request to the server. There are many variations and subtleties in various implementations, resulting in a variety of different (incompatible) RPC protocols.&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-large"&gt;&lt;img loading="lazy" decoding="async" width="694" height="475" src="https://static.digihunch.com/wp-content/uploads/2020/07/image-1.png" alt="" class="wp-image-1161"/&gt;&lt;/figure&gt;&#10;&lt;h3 class="wp-block-heading"&gt;NFS overview&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;NFS is defined as a set of RPCs, including their arguments, results and effects. RPC makes NFS protocol transparent. RPC is also stateless so the server does not keep the state of RPCs once the request has been served. Each RPC contains the necessary information to complete the call. In the event of server failure, client will need to resubmit requests. &lt;a href="https://en.wikipedia.org/wiki/Network_File_System"&gt;NFS&lt;/a&gt; has several versions, with v3 and v4 most popular. We will focus on v3 in this posting and brief on v4.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading"&gt;Portmap&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;RPC makes a remote call appears to client application as a local call, with the help of &lt;a href="https://en.wikipedia.org/wiki/Portmap"&gt;portmap&lt;/a&gt;. The utility for portmap is rpcbind. In RedHat/CentOS 5 or prior, it was even simply called portmap but they are essentially the same service for RPC port mapper. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The rpcbind service is required on both NFS client and NFS server. On the client, it talks to client application, as well as its counterpart on the server. Its main function is query its counterpart on the server, providing a RPC program number, and expects a port number in return. On the server, the rpcbind utility listens at port 111, waiting for request with RPC program number(service), and return the TCP or UDP port number on which the requested service is hosted. RPC program number is reserved numeric indicator of services as outlined in &lt;a href="https://www.iana.org/assignments/rpc-program-numbers/rpc-program-numbers.xhtml"&gt;RFC5531&lt;/a&gt;. For example, 100005 for mountd, 100021 for nlockmgr, and 100003 for nfs. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The port that rpcbind service itself listens on is always at port 111, which is known to both client and server. This is also referred to as portmapper daemon. Other than this fixed port, each NFS-related service (with their respect reserved program number) may be hosted on different ports on the server. The client rpcbind service must first look up for the port for the requested program number, then it directs the client to initiate connection to the specified port for the specific service. &lt;/p&gt;&#10;&lt;figure class="wp-block-image"&gt;&lt;img decoding="async" src="https://docs.oracle.com/cd/E37838_01/html/E61058/figures/S9_portmap_seq.jpg" alt="image:Graphic illustrates portmap sequence for TCP/IP only"/&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;With the following command rpcinfo command you may look up the program to port number mapping on destination server isilon.company.com&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-text" data-lang="text"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;# rpcinfo -p isilon.company.com&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;The following command is commonly used for displaying mountpoint and troubleshooting mount. Under the hood it is using the information from rpcinfo.&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-text" data-lang="text"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;showmount -e isilon.dcb.digitalhunch.com&#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 NFS server side, rpcbind service must start before nfs service start. Otherwise nfs service cannot register ports to rpcbind. If you restart rpcbind, every service that had registered to rpcbind must restart to register themselves again. By default, NFS server can dynamically assign a port for mountd, nlockmgr within a port range. &lt;a href="https://www.systutorials.com/fixing-ports-used-by-nfs-server/"&gt;This&lt;/a&gt; makes firewall setting a pain. These dynamically assigned port can be fixed via configuration files. &lt;/p&gt;&#10;&lt;h3 class="wp-block-heading"&gt;File handle&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;NFS uses &lt;a href="https://www.ibm.com/support/knowledgecenter/SSLTBW_2.1.0/com.ibm.zos.v2r1.bpxb500/bpx1fr_NFS_file_handles.htm"&gt;file handles&lt;/a&gt; (or fhandle) to represent files. It is a better mechanism to reference a file object than pathname for three reasons: 1. file handle has fixed length (32bytes); 2. If the file is renamed, the file handle reference remain the same; 3. If a file is deleted, and then a new file is created with the same path, a new file handle will be created. A file handle has three parts:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&lt;li&gt;volume ID: to identify the mounted file system&lt;/li&gt;&lt;li&gt;inode #: to identify the file within the mounted file system&lt;/li&gt;&lt;li&gt;&lt;a href="https://utcc.utoronto.ca/~cks/space/blog/unix/NFSFilehandleInternals"&gt;generation #&lt;/a&gt;: to detect when file handle refers to an older version of inode. Traditional Unix filesystems may reuse inode and thus NFS client could mistakenly use an old file handle and access a new file.&lt;/li&gt;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The file handle information is only meaningful to the server. New file handles are returned to client by certain procedures, such as LOOKUP, CREATE, and MKDIR. The file handle for the root of the file system, is obtained by the client when it mounts the file system, as permission allows.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading"&gt;Permission and Locking&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;When accessing a file on server, the client passes uid/gid info in RPCs, and the server performs permission checks as if the user was performing the operation locally. So users and groups are represented as integers. There are two security problems:&lt;/p&gt;&#10;&lt;ol class="wp-block-list"&gt;&lt;li&gt;The mapping from uid/gid to user must be the same on all clients. This is not practical in large deployment, although can be solved via Network Information Service (NIS);&lt;/li&gt;&lt;li&gt;Whether the root user on the client has root access to files on the server, is a server policy configuration. This can be addressed by enabling &amp;#8220;root squashing&amp;#8221; on server, so that client&amp;#8217;s uid 0 (root) is mapped to 65534 (nobody).&lt;/li&gt;&lt;/ol&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Unix has &lt;a href="https://gavv.github.io/articles/file-locks/"&gt;two locking mechanisms&lt;/a&gt; (fcntl and flock). NFS protocol supports fcntl but not flock. The flock function is managed by a separate service (nfslock) to allow NFS to lock files. The &lt;a href="https://www.thegeekdiary.com/linux-os-service-nfslock/"&gt;nfslock&lt;/a&gt; daemon provides the ability to lock regions of NFS files. NFS service itself is still completely stateless with locking managed separately. This is changed in NFSv4.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading"&gt;Procedures used in NFS service&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;NFS service defines a &lt;a href="https://docs.oracle.com/cd/E19620-01/805-4448/z4000027624/index.html"&gt;list of procedures&lt;/a&gt;. Here is a list with brief summary of activities. The bottom five RPCs are introduced in v3.&lt;/p&gt;&#10;&lt;figure class="wp-block-table is-style-regular"&gt;&lt;table class="has-background" style="background-color:#e9fbe5"&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td&gt;&lt;strong&gt;Procedure&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;&lt;strong&gt;Activity&lt;/strong&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;GETATTR(fh)&lt;/td&gt;&lt;td&gt;Returns the attributes of a file, similar to stat syscall.&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;SETATTR(fh, attr)&lt;/td&gt;&lt;td&gt;Sets the attributes of a file (mode, uid, gid, size, atime, mtime); setting the size to 0 truncates the file&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;STATFS(fh)&lt;/td&gt;&lt;td&gt;Returns the status of a filesystem, such as block size, number of free blocks. e.g. df command.&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;LOOKUP (dirfh, name)&lt;/td&gt;&lt;td&gt;Returns fhandle and attributes for the named file in the directory specified by dirfh&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;READ (fh, offset, count)&lt;/td&gt;&lt;td&gt;Reads from a file, with offset and count specified. In v2, the length is up to 8192 bytes; v3 support more.&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;WRITE (fh, offset, count, data)&lt;/td&gt;&lt;td&gt;Writes to a file, with offset and count specified, as well as a separate field called data. Returns the new attributes of the file after the write.&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;CREATE (dirfh, name, attr)&lt;/td&gt;&lt;td&gt;Creates a file with the name, in directory, returns new fhandle and attributes&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;REMOVE (dirfh, name)&lt;/td&gt;&lt;td&gt;Deletes the named file in from directory dirfh and returns status.&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;RENAME (dirfh, name, tofh, toname)&lt;/td&gt;&lt;td&gt;Renames name in directory dirfh, to toname in directory tofh.&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;LINK (dirfh, name, tofh, toname)&lt;/td&gt;&lt;td&gt;Creates a hard link toname, in directory tofh, that points to name, indirectory dirfh.&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;SYMLINK (dirfh, name, string)&lt;/td&gt;&lt;td&gt;Creates a symbolic link name, in the directory dirfh, with value string.&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;READLINK (fh)&lt;/td&gt;&lt;td&gt;Reads a symbolic link and get file name of the target.&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;MKDIR (dirfh, name, attr)&lt;/td&gt;&lt;td&gt;Creates a directory name in the directory dirfh, and returns the new fh and attributes.&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;RMDIR(dirfh, name)&lt;/td&gt;&lt;td&gt;Removes a directory with the name, from parent directory dirfh.&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;READDIR (dirfh, cookie, count)&lt;/td&gt;&lt;td&gt;Reads a directory and returns up to count bytes of directory entries from the directory dirfh. The cookie is used in subsequent readdir calls to start reading at a specific entry in the directory. Cookie of zero get the server to start with the first entry in the directory.&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;NULL&lt;/td&gt;&lt;td&gt;No activity. Used for testing only.&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;ACCESS&lt;/td&gt;&lt;td&gt;Helps with client caching.&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;MKNOD&lt;/td&gt;&lt;td&gt;Makes a device special file.&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;FSINFO&lt;/td&gt;&lt;td&gt;Returns information about the server&amp;#8217;s capabilities. &lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;READDIRPLUS&lt;/td&gt;&lt;td&gt;Returns both file handle and attributes to eliminate LOOKUP calls when scanning a directory&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;COMMIT&lt;/td&gt;&lt;td&gt;In NFSv3, the server can reply to WRITE RPCs immediately without syncing to disk. When client wants to ensure that the data is on stable storage, it sends a COMMIT RPC. This is used in asynchronous writes for better performance, which is an option negotiated at mount time.&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The addition of COMMIT procedure in v3 offers the option to improve write performance in place of synchronous write. However, asynchronous write requires more coordination to ensure data integrity during transmission, in the event of server crash. NFSv3 uses write verifier for this purpose. A write verifier is an 8-bye value that the server must change if it crashes. &lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&lt;li&gt;After an asynchronous write, the reply from WRITE RPC includes a write verifier, the client must keep it for later use;&lt;/li&gt;&lt;li&gt;The client then sends a COMMIT RPC and the reply contains another write verifier;&lt;/li&gt;&lt;li&gt;The client compares the verifiers from the two returns for crash detection. If the verifiers don&amp;#8217;t match, the client must rewrite all uncommitted data.&lt;/li&gt;&lt;li&gt;The client must keep all uncommitted data in case of a server crash.&lt;/li&gt;&lt;/ul&gt;&#10;&lt;h3 class="wp-block-heading"&gt;Additional daemon processes&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In addition to the three essential services, (nfs, rpcbind and nfslock), there are several auxiliary processes that facilitates NFS services. Their functions are listed &lt;a href="https://access.redhat.com/documentation/en-us/red_hat_enterprise_linux/7/html/storage_administration_guide/ch-nfs"&gt;here&lt;/a&gt;:&lt;/p&gt;&#10;&lt;figure class="wp-block-table is-style-regular"&gt;&lt;table class="has-background" style="background-color:#e9fbe5"&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td&gt;&lt;strong&gt;Process&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;&lt;strong&gt;Description&lt;/strong&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;rpc.mountd&lt;/td&gt;&lt;td&gt;Used by NFS server to process MOUNT requests from NFSv3 client. It checks that the requested NFS share is currently exported by the NFS server, and that the client is allowed to access it. If the mount request is allowed, the rpc.mountd server replies with a Success status and provides the File-Handle for this NFS share back to the NFS client.&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;rpc.nfsd&lt;/td&gt;&lt;td&gt;Allows explicit NFS versions and protocols the server advertises to be defined. It works with the Linux kernel to meet the dynamic demands of NFS clients, such as providing server threads each time an NFS client connects. This process corresponds to the nfs service.&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;rpc.lockd&lt;/td&gt;&lt;td&gt;A kernel thread which runs on both clients and servers. It implements the Network Lock Manager (NLM) protocol, which allows NFSv3 clients to lock files on the server, using procedures such as NLM_NULL, NLM_TEST, NLM_LOCK, NLM_GRANTED, NLM_UNLOCK, NLM_FREE. The service is started automatically whenever the NFS server is run and whenever an NFS file system is mounted.&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;rpc.statd&lt;/td&gt;&lt;td&gt;This process implements the Network Status Monitor (NSM) RPC protocol, which notifies NFS clients when an NFS server is restarted without being gracefully brought down. rpc.statd is started automatically by the nfslock service, and does not require user configuration. This is not used with NFSv4.&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;rpc.rquotad&lt;/td&gt;&lt;td&gt;This process provides user quota information for remote users. rpc.rquotad is started automatically by the nfs service and does not require user configuration.&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;rpc.idmapd&lt;/td&gt;&lt;td&gt;provides NFSv4 client and server upcalls, which map between on-the-wire NFSv4 names (strings in the form of user@domain) and local UIDs and GIDs. For idmapd to function with NFSv4, the /etc/idmapd.conf file must be configured. At a minimum, the &amp;#8220;Domain&amp;#8221; parameter should be specified, which defines the NFSv4 mapping domain. If the NFSv4 mapping domain is the same as the DNS domain name, this parameter can be skipped. The client and server must agree on the NFSv4 mapping domain for ID mapping to function properly.&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/figure&gt;&#10;&lt;h3 class="wp-block-heading"&gt;NFSv4&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Even NFSv4 was introduced in 20 years ago, it improves access and performance of NFS on the Internet. It should be the default option for any new deployment.&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&lt;li&gt;NFSv4 is TCP only protocol and it is stateful. &lt;/li&gt;&lt;li&gt;NFSv4 combines mount and lock protocols into NFS so only one port is being used. &lt;/li&gt;&lt;li&gt;Users and groups are identified with strings (user@domain, or group@domain where domain represents a registered DNS domain or sub-domain), instead of integers. The access control policies are compatible with both Unix and Windows.&lt;/li&gt;&lt;li&gt;NFSv4 mandates strong RPC security built on cryptography, with negotiation at the time of mount&lt;/li&gt;&lt;li&gt;NFSv4 adopted a framework for authentication, integrity and privacy at RPC level&lt;/li&gt;&lt;li&gt;Introduced new RPC COMPOUND, which allows for several operations in one go. At the server, operations are evaluated in order, and each has a return value.&lt;/li&gt;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;NFSv4.1 was release in 2010, and 4.2 in 2016. Both AWS EFS and Azure File storage supports 4.1.&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/2020/07/emc-productlines/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;EMC Isilon storage product&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://static.digihunch.com/2020/07/zookeeper-and-kafka-overview/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Kafka high-level Overview&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item><item><title>Setup WSL2 (and Docker) on Windows 10</title><link>https://static.digihunch.com/2020/06/wsl2-environment-on-windows-10/</link><pubDate>Tue, 02 Jun 2020 22:01:00 -0400</pubDate><guid>https://static.digihunch.com/2020/06/wsl2-environment-on-windows-10/</guid><description>&lt;p class="wp-block-paragraph"&gt;This is not for Linux snobs, but rather for those who are stuck with a Windows work laptop, have to deal with Linux on a daily basis, and are not a fan of PuTTY. This posting provides the steps to setup Windows 10 so you get a work environment closer to a Linux one. The environment to begin with should be Windows 10 version 2004 and above in order to use WSL2. &lt;a href="https://docs.microsoft.com/en-us/windows/wsl/compare-versions"&gt;Here&amp;#8217;s &lt;/a&gt;the comparison between WSL and WSL2. This &lt;a href="https://www.youtube.com/watch?v=lwhMThePdIo"&gt;presentation &lt;/a&gt;is a great deep dive into how WSL2 works. The architecture diagram below is from that presentation. Note that WSL2 operates on a &amp;#8220;true&amp;#8221; Linux Kernel, therefore giving WSL2 the ability to run Docker.&lt;/p&gt;&#10;&lt;figure class="wp-block-image"&gt;&lt;img decoding="async" src="https://4.bp.blogspot.com/-e_FaEsP7nH8/Xca4QMFtjQI/AAAAAAAAERA/r59YN5UCXlwdNsfPNy-sjjyTQ4o_dtbjACLcBGAsYHQ/s1600/wsl1-wsl2.png" alt=""/&gt;&lt;/figure&gt;&#10;&lt;h3 class="wp-block-heading" id="h-install-wsl2"&gt;Install WSL2&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;WSL2 was officially released in Windows 10 version 2004 (build 19041 or higher) and we will use Ubuntu 20.04 LTS. If you&amp;#8217;re upgraded from older version of Windows 10 you will need to upgrade. The steps are:&lt;/p&gt;&#10;&lt;ol class="wp-block-list"&gt;&#10;&lt;li&gt;Install Ubuntu 20.04 LTS from Microsoft Store, which requires Windows components &amp;#8220;Windows Subsystem for Linux&amp;#8221; and &amp;#8220;Virtual Machine Platform&amp;#8221;; or, if you already have an older version of Ubuntu such as 18.04, you will need to run a distribution upgrade with &amp;#8220;sudo apt-get dist-upgrade&amp;#8221;;&lt;/li&gt;&#10;&lt;li&gt;Upgrade Linux Virtual Machine from WSL to WSL2, following the official instruction &lt;a href="https://docs.microsoft.com/en-us/windows/wsl/install-win10"&gt;here&lt;/a&gt;; Once completed, use this command to confirm the WSL version installed: wsl.exe &amp;#8211;list -v&lt;/li&gt;&#10;&lt;/ol&gt;&#10;&lt;div class="wp-block-image"&gt;&#10;&lt;figure class="aligncenter size-large is-resized"&gt;&lt;img loading="lazy" decoding="async" width="634" height="104" src="https://static.digihunch.com/wp-content/uploads/2020/06/image-1.png" alt="" class="wp-image-1056" style="width:317px;height:52px"/&gt;&lt;/figure&gt;&#10;&lt;/div&gt;&#10;&lt;p class="wp-block-paragraph"&gt;There&amp;#8217;s also plenty of Youtube videos with step-by-step instruction on upgrading to WSL2 and its advantage over WSL. Once you&amp;#8217;re there, you will realize one problem: the command terminal for Ubuntu is ugly:&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-large"&gt;&lt;img loading="lazy" decoding="async" width="2318" height="622" src="https://static.digihunch.com/wp-content/uploads/2020/06/image.png" alt="" class="wp-image-1055"/&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The colour looks awful and it does not support multi-tabs. If you want better palette, there are a number of options. Check out &lt;a href="https://github.com/Microsoft/Terminal/tree/master/src/tools/ColorTool"&gt;ColorTool&lt;/a&gt; project and &lt;a href="https://github.com/mbadolato/iTerm2-Color-Schemes"&gt;iTerms2 Colors&lt;/a&gt; project. The former gives you away to configure color scheme (from command prompt but takes effect in WSL as well) and the latter gives you rich choices of color schemes. My personal favourite is &amp;#8220;Banana Blueberry&amp;#8221;. The command to set color scheme is: &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-text" data-lang="text"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;C:\ColorTool.exe -b &amp;#34;iTerm2-Color-Schemes-master\schemes\Banana Blueberry.itermcolors&amp;#34;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h3 class="wp-block-heading" id="h-windows-terminal"&gt;Windows Terminal&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;For a better terminal, consider Windows Terminal from Microsoft Store. &lt;a href="https://github.com/microsoft/terminal"&gt;Windows terminal&lt;/a&gt; is an open-source project and still a little &lt;a href="https://github.com/microsoft/terminal/issues/4448"&gt;glitchy&lt;/a&gt; as of June 2020. However it is heading to the right direction. Once installed, you may customize it by clicking settings:&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-large"&gt;&lt;img loading="lazy" decoding="async" width="1066" height="412" src="https://static.digihunch.com/wp-content/uploads/2020/06/image-3.png" alt="" class="wp-image-1058"/&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;A json file will open and you may edit it for customization, for example, you can adjust each profile (e.g. PowerShell, Windows command or WSL); you can specify default profile and default open location. &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-java" data-lang="java"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;// This file was initially generated by Windows Terminal 1.0.1401.0&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;// It should still be usable in newer versions, but newer versions might have additional&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;// settings, help text, or changes that you will not see unless you clear this file&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;// and let us generate a new one for you.&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:#75715e"&gt;// To view the default settings, hold &amp;#34;alt&amp;#34; while clicking on the &amp;#34;Settings&amp;#34; button.&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;// For documentation on these settings, see: https://aka.ms/terminal-documentation&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:#e6db74"&gt;&amp;#34;$schema&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;https://aka.ms/terminal-profiles-schema&amp;#34;&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:#e6db74"&gt;&amp;#34;defaultProfile&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;{2c4de342-38b7-51cf-b940-2309a097f518}&amp;#34;&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:#75715e"&gt;// You can add more global application settings here.&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;// To learn more about global settings, visit https://aka.ms/terminal-global-settings&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:#75715e"&gt;// If enabled, selections are automatically copied to your clipboard.&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;copyOnSelect&amp;#34;&lt;/span&gt;: &lt;span style="color:#66d9ef"&gt;false&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:#75715e"&gt;// If enabled, formatted data is also copied to your clipboard&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;copyFormatting&amp;#34;&lt;/span&gt;: &lt;span style="color:#66d9ef"&gt;false&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:#75715e"&gt;// A profile specifies a command to execute paired with information about how it should look and feel.&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;// Each one of them will appear in the &amp;#39;New Tab&amp;#39; dropdown,&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;// and can be invoked from the commandline with `wt.exe -p xxx`&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;// To learn more about profiles, visit https://aka.ms/terminal-profile-settings&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;profiles&amp;#34;&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:#e6db74"&gt;&amp;#34;defaults&amp;#34;&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:#75715e"&gt;// Put settings here that you want to apply to all profiles.&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:#e6db74"&gt;&amp;#34;list&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; {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;guid&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;{2c4de342-38b7-51cf-b940-2309a097f518}&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:#e6db74"&gt;&amp;#34;hidden&amp;#34;&lt;/span&gt;: &lt;span style="color:#66d9ef"&gt;false&lt;/span&gt;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;name&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;Ubuntu&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:#e6db74"&gt;&amp;#34;source&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;Windows.Terminal.Wsl&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:#e6db74"&gt;&amp;#34;startingDirectory&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;//wsl$/Ubuntu/home/myuser/&amp;#34;&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; {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;// Make changes here to the powershell.exe profile.&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;guid&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;{61c54bbd-c2c6-5271-96e7-009a87ff44bf}&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:#e6db74"&gt;&amp;#34;name&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;Windows PowerShell&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:#e6db74"&gt;&amp;#34;commandline&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;powershell.exe&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:#e6db74"&gt;&amp;#34;hidden&amp;#34;&lt;/span&gt;: &lt;span style="color:#66d9ef"&gt;false&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; {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;// Make changes here to the cmd.exe profile.&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;guid&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;{0caa0dad-35be-5f56-a8ff-afceeeaa6101}&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:#e6db74"&gt;&amp;#34;name&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;Command Prompt&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:#e6db74"&gt;&amp;#34;commandline&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;cmd.exe&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:#e6db74"&gt;&amp;#34;hidden&amp;#34;&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; },&#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:#e6db74"&gt;&amp;#34;guid&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;{b453ae62-4e3d-5e58-b989-0a998ec441b8}&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:#e6db74"&gt;&amp;#34;hidden&amp;#34;&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:#e6db74"&gt;&amp;#34;name&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;Azure Cloud Shell&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:#e6db74"&gt;&amp;#34;source&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;Windows.Terminal.Azure&amp;#34;&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;]&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;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;// Add custom color schemes to this array.&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;// To learn more about color schemes, visit https://aka.ms/terminal-color-schemes&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;schemes&amp;#34;&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;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;// Add custom keybindings to this array.&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;// To unbind a key combination from your defaults.json, set the command to &amp;#34;unbound&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:#75715e"&gt;// To learn more about keybindings, visit https://aka.ms/terminal-keybindings&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;keybindings&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:#75715e"&gt;// Copy and paste are bound to Ctrl+Shift+C and Ctrl+Shift+V in your defaults.json.&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;// These two lines additionally bind them to Ctrl+C and Ctrl+V.&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;// To learn more about selection, visit https://aka.ms/terminal-selection&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; { &lt;span style="color:#e6db74"&gt;&amp;#34;command&amp;#34;&lt;/span&gt;: {&lt;span style="color:#e6db74"&gt;&amp;#34;action&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;copy&amp;#34;&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;&amp;#34;singleLine&amp;#34;&lt;/span&gt;: &lt;span style="color:#66d9ef"&gt;false&lt;/span&gt; }, &lt;span style="color:#e6db74"&gt;&amp;#34;keys&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;ctrl+c&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:#e6db74"&gt;&amp;#34;command&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;paste&amp;#34;&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;&amp;#34;keys&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;ctrl+v&amp;#34;&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:#75715e"&gt;// Press Ctrl+Shift+F to open the search box&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; { &lt;span style="color:#e6db74"&gt;&amp;#34;command&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;find&amp;#34;&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;&amp;#34;keys&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;ctrl+shift+f&amp;#34;&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:#75715e"&gt;// Press Alt+Shift+D to open a new pane.&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;// - &amp;#34;split&amp;#34;: &amp;#34;auto&amp;#34; makes this pane open in the direction that provides the most surface area.&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;// - &amp;#34;splitMode&amp;#34;: &amp;#34;duplicate&amp;#34; makes the new pane use the focused pane&amp;#39;s profile.&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;// To learn more about panes, visit https://aka.ms/terminal-panes&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; { &lt;span style="color:#e6db74"&gt;&amp;#34;command&amp;#34;&lt;/span&gt;: { &lt;span style="color:#e6db74"&gt;&amp;#34;action&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;splitPane&amp;#34;&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;&amp;#34;split&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;auto&amp;#34;&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;&amp;#34;splitMode&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;duplicate&amp;#34;&lt;/span&gt; }, &lt;span style="color:#e6db74"&gt;&amp;#34;keys&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;alt+shift+d&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;}&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;With these configuration, we have a quite comfortable Linux work environment on Windows.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-update-to-zsh-and-beautify-it"&gt;Update to Zsh and beautify it&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;I&amp;#8217;m no so big a fan of zsh (for lack of default &lt;a href="https://superuser.com/questions/584249/using-wildcards-in-commands-with-zsh/740728"&gt;wildcard support&lt;/a&gt;) but I do like one of its themes. We can install zsh on WSL2 (assuming Ubuntu distribution). This is a good &lt;a href="https://blog.nillsf.com/index.php/2020/02/17/setting-up-wsl2-windows-terminal-and-oh-my-zsh/"&gt;instruction&lt;/a&gt;. I do like the theme name agnoster. However, the theme displays username at the beginning of the prompt, which takes a lot of screen real estate if your username is long. To remove it, the trick is to add a line in ~/.zshrc, as answered in &lt;a href="https://stackoverflow.com/questions/28491458/zsh-agnoster-theme-showing-machine-name/38295938#:~:text=You%20can%20set%20DEFAULT_USER%3D%22%5B,the%20%5Buser%20name%5D%20value.&amp;amp;text=This%20will%20negate%20the%20%22%24user%22%20!%3D"&gt;this&lt;/a&gt; thread. &lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-docker-runtime"&gt;Docker runtime&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;There is a lot of fun to have in WSL2 on Windows 10. For example, you can configure Docker runtime on Windows according to &lt;a href="https://nickjanetakis.com/blog/a-linux-dev-environment-on-windows-with-wsl-2-docker-desktop-and-more"&gt;this post&lt;/a&gt;. However, you cannot route traffic to the container in the absence of docker0 bridge for Docker on WSL2, as indicated in the &lt;a href="https://docs.docker.com/desktop/windows/networking/#known-limitations-use-cases-and-workarounds"&gt;known limitations&lt;/a&gt;.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Update: Docker also brings a Kubernetes cluster named docker-desktop. This allows you configure Kubernetes cluster, or install &lt;a href="https://static.digihunch.com/2021/07/helm-configuration-management-for-kubernetes-resources/"&gt;Helm&lt;/a&gt; and Rancher (&lt;a href="https://rafalfaro.medium.com/how-to-install-rancher-2-5-in-docker-desktops-bundled-kubernetes-cluster-ebd5e1b0ae8"&gt;instruction&lt;/a&gt;) for cluster management.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-dual-boot"&gt;Dual-Boot?&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;With WSL2 on top of a real Linux kernel, I do not find a need for a dual-boot system on my workstation. To be fair, only in the following scenarios should one consider installing a dual-boot system.&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;You need to work on a specify version of Linux Kernel. The kernel provided by Microsoft is called &amp;#8220;microsoft-standard-WSL2&amp;#8221;, and its pretty up to date (5.x)&lt;/li&gt;&#10;&lt;li&gt;You need to run GUI applications on Linux. Update: Microsoft has started developing GUI application support on WSL2, even though it usually takes time to mature.&lt;/li&gt;&#10;&lt;li&gt;You need to work on a distribution not available in Windows Store. WSL2 provides a kernel and it&amp;#8217;s up to developers to provide Linux distros in Windows store. Popular (and official) ones are: Ubuntu 20.04 LTS by Canonical Group, Debian by the Debian project, SUSE Linux Enterprise Server by SUSE, Kali Linux.&lt;/li&gt;&#10;&lt;li&gt;&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Certificate Issuers&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;I have to use WSL2 mostly because I&amp;#8217;m forced to use a Windows laptop on my contracts. That also means that the Windows laptop has been configured to corporate firewall&amp;#8217;s packet inspection. When that is the case, they corporate IT usually automatically imports a firewall certificate to the Windows trust store. However, the WSL is missing this certificate. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The symptom would be that you cannot run certain curl command. For example, when I do the followings:&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 -LO &lt;span style="color:#e6db74"&gt;&amp;#34;https://dl.k8s.io/release/&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;$(&lt;/span&gt;curl -L -s https://dl.k8s.io/release/stable.txt&lt;span style="color:#66d9ef"&gt;)&lt;/span&gt;&lt;span style="color:#e6db74"&gt;/bin/linux/amd64/kubectl&amp;#34;&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;curl: &lt;span style="color:#f92672"&gt;(&lt;/span&gt;60&lt;span style="color:#f92672"&gt;)&lt;/span&gt; SSL certificate problem: unable to get local issuer certificate&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;More details here: https://curl.se/docs/sslcerts.html&#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;curl failed to verify the legitimacy of the server and therefore could not&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;establish a secure connection to it. To learn more about this situation and&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;how to fix it, please visit the web page mentioned above. &#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;This error message basically means that the website certificate cannot be trusted. To view the certificate, use Open SSL command:&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;openssl s_client -connect dl.k8s.io:443 -servername dl.k8s.io | openssl x509 -text -noout | less&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;In my case, I noticed that the certificate is a Zscaler issued certificate (firewall). While running the same command from my personal device returns a Goolge Trust issued certificate. This indicates that the certificate is changed by the proxy managed by the corporation. To fix this I need to export the certificate from Windows, and then import it in WSL. The &lt;a href="https://stackoverflow.com/questions/72167566/wsl-docker-curl-60-ssl-certificate-problem-unable-to-get-local-issuer-certi"&gt;answer&lt;/a&gt; in this post has good detailed steps.&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/2020/05/ansible-directory-for-scalability-2-of-2/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Ansible at scale 2 of 2&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://static.digihunch.com/2020/06/network-analyzer-capture-filter-and-display-filter/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Capture filter and Display filter in Network Analyzer&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item></channel></rss>