<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>aks on Digi Hunch</title><link>https://www.digihunch.com/tag/aks/</link><description>Recent content in aks on Digi Hunch</description><generator>Hugo -- gohugo.io</generator><language>en-US</language><lastBuildDate>Thu, 17 Apr 2025 14:03:57 -0400</lastBuildDate><atom:link href="https://www.digihunch.com/tag/aks/index.xml" rel="self" type="application/rss+xml"/><item><title>Workload Identity on Kubernetes 1 of 2 – AKS</title><link>https://www.digihunch.com/2023/12/workload-identity-on-kubernetes-1-of-2-aks/</link><pubDate>Sat, 23 Dec 2023 16:43:00 -0400</pubDate><guid>https://www.digihunch.com/2023/12/workload-identity-on-kubernetes-1-of-2-aks/</guid><description>&lt;img src="https://www.digihunch.com/wp-content/uploads/2025/04/feature-workload-identity-aks.webp" alt="Featured image of post Workload Identity on Kubernetes 1 of 2 – AKS" /&gt;&lt;p class="wp-block-paragraph"&gt;As applications are moved to the cloud, the application workload hosted on virtual machines need to interact with cloud resources. For this, we need an IAM solution with two mechanisms:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;a (non-human) identity in the cloud service platform (CSP), to represent the application;&lt;/li&gt;&#10;&lt;li&gt;a way to grant permission to this identity, so it can manage resources&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;CSPs such as Azure and AWS have their own implementations of the two mechanism. In Azure, we have Entra workload identity (including service principal and managed identity) for the first mechanism, and Azure roles for the second. On AWS, they are the identity pool capability of Amazon Cognito and IAM role. Next, what about the workload on managed Kubernetes service? Essentially, we will need to more mechanisms:&lt;/p&gt;&#10;&lt;ol class="wp-block-list"&gt;&#10;&lt;li&gt;a native Kubernetes identity to represent the workload (Pod);&lt;/li&gt;&#10;&lt;li&gt;a way to map the Kubernetes identity to the identity in CSP&lt;/li&gt;&#10;&lt;/ol&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Kubernetes Service Account is designed for the first item. The second mechanism is for the CSP to address. In this post, let&amp;#8217;s examine this in Azure. Specifically, how does Azure manage workload identity with Azure Kubernetes Service (AKS). &lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Node Identity and Cluster Identity in AKS&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Let&amp;#8217;s define what exactly is a workload identity. In Azure we think of it as one type of non-human identity. In our context, workload identity in the broader sense contains:&lt;/p&gt;&#10;&lt;ol class="wp-block-list"&gt;&#10;&lt;li&gt;the identity that represents the control plane (or the whole cluster)&lt;/li&gt;&#10;&lt;li&gt;the identity that represents the node (or kubelet process)&lt;/li&gt;&#10;&lt;li&gt;the identity that represents the application in a Pod (workload identity in the narrow sense);&lt;/li&gt;&#10;&lt;/ol&gt;&#10;&lt;p class="wp-block-paragraph"&gt;So it is important not to confuse these identities. In this section, I&amp;#8217;ll focus on 1 and 2 since they are part of workload identity in the broad sense. In the rest of the sections, I&amp;#8217;ll discuss 3, and use the narrow sense of workload identity. &lt;/p&gt;&#10;&lt;figure class="wp-block-image size-full"&gt;&lt;img loading="lazy" decoding="async" width="934" height="322" src="https://www.digihunch.com/wp-content/uploads/2023/12/aks-identity.webp" alt="" class="wp-image-12970" srcset="https://www.digihunch.com/wp-content/uploads/2023/12/aks-identity.webp 934w, https://www.digihunch.com/wp-content/uploads/2023/12/aks-identity-300x103.webp 300w, https://www.digihunch.com/wp-content/uploads/2023/12/aks-identity-768x265.webp 768w" sizes="auto, (max-width: 934px) 100vw, 934px" /&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;When we create an AKS cluster, we create both a cluster control plane and a node pool. Both the control plane and the nodes need to provision cloud resources using Cloud API from Azure. For example, if we use Terraform&amp;#8217;s AzureRM provider to create an &lt;code&gt;azurerm_kubernetes_cluster&lt;/code&gt; resource, then we specify the cluster&amp;#8217;s identity using &lt;code&gt;service_principal&lt;/code&gt; or &lt;code&gt;identity&lt;/code&gt; block. We specify the nodes&amp;#8217; identity using the &lt;code&gt;kubelet_identity&lt;/code&gt; block, because &lt;code&gt;kubelet&lt;/code&gt; is the process that runs on each node. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Even though a cluster builder might be tempted to assign the same identity to both Control plane and kubelet, the security best practice is to keep them separated. It is also the responsibility of the cluster builder to distinguish activities by the control plane and by kubelet process on each node, and attache an Azure Role with minimum privilege to each of the identities.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;These two types of identities (control plane and kubelet) are relatively straightforward. In order to use them, we don&amp;#8217;t have to play with Kubernetes objects. In the next section, we&amp;#8217;ll continue to discuss the identities that represents each Pod in Azure. We now refer to them as workload identities, but the first available technology was pod managed identity.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Pod Managed Identity in AKS&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;When I first worked on &lt;a href="https://www.digihunch.com/2021/12/aks-lessons-learned-2-of-2/"&gt;Azure Kubernetes&lt;/a&gt;, Pod managed identity was in preview and was the recommendation. However, Microsoft renamed it (to &lt;a href="https://learn.microsoft.com/en-us/azure/aks/use-azure-ad-pod-identity"&gt;Microsoft Entra pod-managed identities&lt;/a&gt;) and then deprecated it after a couple years of preview. As of Oct 2022, the recommended mechanism becomes Microsoft Entra Workload ID. For simplicity, we refer to the deprecated mechanism as &amp;#8220;Pod Identity&amp;#8221;. We discuss pod identity only for the purpose of understanding why it is no longer recommended and what is missing in it. For new workload deployment, we should always use workload identity. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;For Pod Identity to work, a&lt;a href="https://learn.microsoft.com/en-us/azure/aks/use-azure-ad-pod-identity#register-the-enablepodidentitypreview-feature-flag"&gt; feature flag&lt;/a&gt; &lt;code&gt;EnablePodIdentityPreview&lt;/code&gt; must turn on. Pod Managed Identity &lt;a href="https://learn.microsoft.com/en-us/azure/aks/use-azure-ad-pod-identity#operation-mode-options"&gt;operates&lt;/a&gt; on a Kubernetes &lt;a href="https://www.digihunch.com/2022/04/kubernetes-operator/"&gt;controller&lt;/a&gt; called MIC (Managed Identity Controller) and a DaemonSet called NMI (Node Managed identity). You start with an Azure managed identity with appropriate roles. Once you installed Pod Identity, there will be two CRDs &lt;code&gt;AzureIdentity&lt;/code&gt; and &lt;code&gt;AzureIdentityBinding&lt;/code&gt;. To grant Azure permissions to a Pod, you create a CR for each CRD. The &lt;code&gt;AzureIdentity&lt;/code&gt; CR connects to your Azure managed identity. You also create an &lt;code&gt;AzureIdentityBindign&lt;/code&gt; CR. When declaring a Pod, you link to AzureIdentityBinding by using the label aadpodidbinding. &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="1024" height="508" src="https://www.digihunch.com/wp-content/uploads/2023/12/aks-pod-mgd-identity.webp" alt="" class="wp-image-12971" style="width:663px;height:auto" srcset="https://www.digihunch.com/wp-content/uploads/2023/12/aks-pod-mgd-identity.webp 1024w, https://www.digihunch.com/wp-content/uploads/2023/12/aks-pod-mgd-identity-300x149.webp 300w, https://www.digihunch.com/wp-content/uploads/2023/12/aks-pod-mgd-identity-768x381.webp 768w" 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 two problems with pod managed identity. First, there is a &lt;a href="https://learn.microsoft.com/en-us/azure/aks/use-azure-ad-pod-identity#using-kubenet-network-plugin-with-microsoft-entra-pod-managed-identities"&gt;vulnerability&lt;/a&gt; when it works with kubenet as network plugin. This vulnerability requires an additional &lt;a href="https://learn.microsoft.com/en-us/azure/aks/use-azure-ad-pod-identity#mitigation"&gt;mitigation step&lt;/a&gt;. Second, it does not make use of Kubernete&amp;#8217;s Service Account. Let&amp;#8217;s discuss in the next section why it&amp;#8217;s favourable to use Kubernetes&amp;#8217; ServiceAccount. &lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Kubernetes Service Account&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In Kubernetes RBAC model, &lt;a href="https://kubernetes.io/docs/concepts/security/service-accounts/"&gt;Service Account&lt;/a&gt; can bind to Roles to gain access to other Kubernetes resources. The most common use case is allowing the running application in a Pod to access other Kubernetes resources. When it comes to letting an application in Pod access cloud resources in the CSP, it makes sense to use Service Account, for a consistent pattern.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;A service account must carry a token to function. Each namespace has a default service account with the token mounted automatically. Each Pod created in a namespace uses the default service account of the namespace, unless otherwise specified. However, many security organizations do not considered this default behaviour as the best practice. For example, CIS Kubernetes &lt;a href="https://www.cisecurity.org/benchmark/kubernetes"&gt;benchmark&lt;/a&gt; 1.8 has these two recommendations:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;Ensure that the default service accounts are not actively used (5.1.5)&lt;/li&gt;&#10;&lt;li&gt;Ensure that Service Account Tokens are only mounted where necessary (5.1.6)&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In other words, we should create non-default service account with &lt;strong&gt;automountServiceAccountToken&lt;/strong&gt; set to false. Then when declaring a Pod, we explicitly specify the service account and where to grab the token for the service account. One way to pass ServiceAccount token is through &lt;a href="https://kubernetes.io/docs/tasks/configure-pod-container/configure-service-account/#serviceaccount-token-volume-projection"&gt;volume projection&lt;/a&gt;. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;To allow a Pod to access Azure resources, we use the combination of Kubernetes Service Account and Microsoft Entra workload identity. &lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Workload Identity for AKS&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Microsoft introduced Entra Workload Identities in late 2022 to address IAM issues around machine identities. It comes with some modern features such as conditional access (e.g. location-based access, anomaly sign-in detection, etc). A &lt;a href="https://learn.microsoft.com/en-us/entra/workload-id/workload-identities-overview"&gt;workload identity&lt;/a&gt; can be:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;application: an abstract entity as the global representation of your application for use across all tenants;&lt;/li&gt;&#10;&lt;li&gt;service principal: the local representation of a global application object in a specific tenants;&lt;/li&gt;&#10;&lt;li&gt;managed identity: a special type of service principal that eliminates the need for developers to manage credentials&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In our use case for AKS workload, we also make use of Azure&amp;#8217;s Managed Identity. This part is the same as the pod identity mechanism. However, here we create a federated identity credential for managed identity. The OIDC federated identity credential is issued by the AKS cluster. Within the AKS, the service account references the identity by client_id. &lt;a href="https://learn.microsoft.com/en-us/azure/aks/workload-identity-deploy-cluster"&gt;Here&lt;/a&gt; is the documentation for the whole process.&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-full"&gt;&lt;img loading="lazy" decoding="async" width="1024" height="588" src="https://www.digihunch.com/wp-content/uploads/2023/12/aks-workload-identity.webp" alt="" class="wp-image-12972" srcset="https://www.digihunch.com/wp-content/uploads/2023/12/aks-workload-identity.webp 1024w, https://www.digihunch.com/wp-content/uploads/2023/12/aks-workload-identity-300x172.webp 300w, https://www.digihunch.com/wp-content/uploads/2023/12/aks-workload-identity-768x441.webp 768w" sizes="auto, (max-width: 1024px) 100vw, 1024px" /&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;One of the improvements in Entra workload identity for AKS, is the use of service account, which obviates the use of CRDs. Another improvement is the use of federated identity, whose lifecycle is tied to the cluster. This pattern is not only neater, but also standard. We map a service account to a managed identity with federated credential. &lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Summary&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;On managed Kubernetes services, we need an integration mechanism to grant Kubernetes workload access to cloud resources. We discussed what&amp;#8217;s needed in this integration mechanism and looked at Azure Kubernetes as an example. In the next post, we&amp;#8217;ll discuss how this issue is addressed in Elastic Kubernetes Service on the AWS side.&lt;/p&gt;&#10;&lt;nav class="wp-post-navigation" aria-label="Post navigation"&gt;&#10;&lt;a rel="prev" href="https://www.digihunch.com/2023/11/wordpress-security/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;WordPress Security Basics&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://www.digihunch.com/2024/01/workload-identity-on-kubernetes-2-of-2-eks-and-rosa-on-aws/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Workload Identity on Kubernetes 2 of 2 – EKS&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item><item><title>Authentication to kube-apiserver via OIDC</title><link>https://www.digihunch.com/2023/07/authenticate-kube-apiserver-via-oidc/</link><pubDate>Fri, 28 Jul 2023 09:20:00 -0400</pubDate><guid>https://www.digihunch.com/2023/07/authenticate-kube-apiserver-via-oidc/</guid><description>&lt;img src="https://www.digihunch.com/wp-content/uploads/2025/04/feature-kubectl-oidc.webp" alt="Featured image of post Authentication to kube-apiserver via OIDC" /&gt;&lt;h2 class="wp-block-heading"&gt;Background&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;There are many benefits of using OIDC to authenticate to kube-api server, especially with multiple clusters that need consistent log-in experience. With the &lt;a href="https://www.digihunch.com/2023/07/oauth-2-0-and-oidc-2-of-2/"&gt;last post&lt;/a&gt; on how OIDC Authorization Code Flow works, now I will discuss options with authentication for kubectl to connect to kube API server.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;To start, let&amp;#8217;s look at the anatomy of kubeconfig file. The full schema is in the &lt;a href="https://kubernetes.io/docs/reference/config-api/kubeconfig.v1/"&gt;documentation&lt;/a&gt;. Looking at my kubeconfig file, there are three sections:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;clusters: each entry specifies a cluster&amp;#8217;s name, server address and certificate authority data (in base64 encoding or a file location). &lt;/li&gt;&#10;&lt;li&gt;users: each entry specifies a username. Some users are identified with client key and certificate. Some specify a command to provide client authentication. Refer to the &lt;a href="https://kubernetes.io/docs/reference/access-authn-authz/authentication/"&gt;authentication strategies&lt;/a&gt;.&lt;/li&gt;&#10;&lt;li&gt;contexts: each entry links a user to a cluster&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Therefore, the key to use OIDC integration, is to use command to provide client authentication. &lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-vanilla-kubernetes"&gt;Vanilla Kubernetes&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The documentation on authenticating has a diagram on how to use &lt;a href="https://kubernetes.io/docs/reference/access-authn-authz/authentication/#openid-connect-tokens"&gt;OpenID Connect tokens&lt;/a&gt;. The diagram does not give details on how access_token and id_token were obtained. So it could be any OIDC flow (Authorization Code Flow, Implicit Flow, etc) as we have &lt;a href="https://www.digihunch.com/2023/07/oauth-2-0-and-oidc-2-of-2/"&gt;discussed&lt;/a&gt;.&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="1024" height="828" src="https://www.digihunch.com/wp-content/uploads/2023/07/oidc-flow.webp" alt="" class="wp-image-12940" style="width:651px;height:auto" srcset="https://www.digihunch.com/wp-content/uploads/2023/07/oidc-flow.webp 1024w, https://www.digihunch.com/wp-content/uploads/2023/07/oidc-flow-300x243.webp 300w, https://www.digihunch.com/wp-content/uploads/2023/07/oidc-flow-768x621.webp 768w" sizes="auto, (max-width: 1024px) 100vw, 1024px" /&gt;&lt;/figure&gt;&#10;&lt;/div&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Although the instruction does not mandate which OIDC flow to use, we should use Authorization Code Flow in this architecture. The API server needs to trust the OIDC issuer, and the &lt;a href="https://kubernetes.io/docs/reference/access-authn-authz/authentication/#configuring-the-api-server"&gt;document&lt;/a&gt; covers how to configure API server.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In the diagram, step 2 and step 3 are required by kubectl itself does not perform these activities. All kubectl does is carry the JWT token in the Authorization Bearer. Vanilla Kubernetes does not provide a solution for OIDC integration. It only provides some instructions and we still need some helper scripts to glue all these instruction steps together.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;There are many open-source project for this purpose. For example, Jetstack has &lt;a href="https://github.com/jetstack/kube-oidc-proxy"&gt;kube-oidc-proxy&lt;/a&gt; and Int128 developed &lt;a href="https://github.com/int128/kubelogin"&gt;kubelogin&lt;/a&gt;. Other projects such as &lt;a href="https://github.com/vimond/k8s-auth-client"&gt;k8s-auth-client&lt;/a&gt;, &lt;a href="https://github.com/micahhausler/k8s-oidc-helper"&gt;k8s-oidc-helper&lt;/a&gt;, and &lt;a href="https://github.com/vmware-archive/gangway"&gt;gangway&lt;/a&gt; are no longer being updated. The kubelogin project remains influential. It has a clear diagram too:&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-full"&gt;&lt;img loading="lazy" decoding="async" width="1024" height="503" src="https://www.digihunch.com/wp-content/uploads/2023/07/kube-oidc-proxy.webp" alt="" class="wp-image-12941" srcset="https://www.digihunch.com/wp-content/uploads/2023/07/kube-oidc-proxy.webp 1024w, https://www.digihunch.com/wp-content/uploads/2023/07/kube-oidc-proxy-300x147.webp 300w, https://www.digihunch.com/wp-content/uploads/2023/07/kube-oidc-proxy-768x377.webp 768w" sizes="auto, (max-width: 1024px) 100vw, 1024px" /&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;From the diagram we can see kubelogin proposes authorization code flow. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Also, one design concern with Kubernetes control plane is the placement of endpoint. From this diagram we can see that even if the cluster endpoint is on private subnet, OIDC integration should still work. The control plane (specifically kube-apiserver) initiates outbound connection to OIDC Provider. There is no inbound connection to it from the OIDC provider.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In the kubelogin setup, the redirect URI is set to localhost:8080 because it stands up a server on the same host where browser is running. The browser can always resolve localhost. For a full configuration steps, Okta has &lt;a href="https://developer.okta.com/blog/2021/11/08/k8s-api-server-oidc"&gt;this blog post&lt;/a&gt; on how to use kubelogin as helper, and Okta as Authorization Server to authenticate kubectl via OIDC. &lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Step-by-step with kubelogin&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We&amp;#8217;ll go through an example with int128/kubelogin because it works with any Kubernetes flavour, including managed Kubernetes services. It is also fairly simple. The instruction covers a few types of Authorization Servers (Google Identity Platform, KeyCloak, Dex with GitHub, Okta and Ping Identity). I&amp;#8217;ll take KinD cluster as an example and use Azure AD as Authorization Server.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;First, we&amp;#8217;ll register an App in Azure Portal. Go to &amp;#8220;App Registrations&amp;#8221; and &amp;#8220;New registration&amp;#8221;. Give it a name &amp;#8220;kubeoidc&amp;#8221; and set Redirect URI to &amp;#8220;Web&amp;#8221; with URL &amp;#8220;localhost:8000&amp;#8221;. Click on Register.&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-full"&gt;&lt;img loading="lazy" decoding="async" width="1024" height="399" src="https://www.digihunch.com/wp-content/uploads/2023/07/kubeoidc-entra-1.webp" alt="" class="wp-image-12942" srcset="https://www.digihunch.com/wp-content/uploads/2023/07/kubeoidc-entra-1.webp 1024w, https://www.digihunch.com/wp-content/uploads/2023/07/kubeoidc-entra-1-300x117.webp 300w, https://www.digihunch.com/wp-content/uploads/2023/07/kubeoidc-entra-1-768x299.webp 768w" sizes="auto, (max-width: 1024px) 100vw, 1024px" /&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The next page shows the details for this app. The Application (client) ID is important for next steps. Click on &amp;#8220;Add a certificate or secret&amp;#8221;, then &amp;#8220;New client secret&amp;#8221;, put in expiry and description. The secret value is generated and displayed on the next page, which is important for our next step. &lt;/p&gt;&#10;&lt;figure class="wp-block-image size-full"&gt;&lt;img loading="lazy" decoding="async" width="1024" height="204" src="https://www.digihunch.com/wp-content/uploads/2023/07/kubeoidc-entra-2.webp" alt="" class="wp-image-12943" srcset="https://www.digihunch.com/wp-content/uploads/2023/07/kubeoidc-entra-2.webp 1024w, https://www.digihunch.com/wp-content/uploads/2023/07/kubeoidc-entra-2-300x60.webp 300w, https://www.digihunch.com/wp-content/uploads/2023/07/kubeoidc-entra-2-768x153.webp 768w" sizes="auto, (max-width: 1024px) 100vw, 1024px" /&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We also need to find out the issuer URL. From the App page above, click on &amp;#8220;Endpoints&amp;#8221; and find out the URL from field &amp;#8220;OpenID Connect metadata document&amp;#8221;. My metadata document URL looks like: &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-http" data-lang="http"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;https://login.microsoftonline.com/xx8x8xx8-7777-66yy-55b5-444aaaaa3322/v2.0/.well-known/openid-configuration&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;The OIDC Issuer URL is the part before .well-known. In this case, it 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-http" data-lang="http"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;https://login.microsoftonline.com/xx8x8xx8-7777-66yy-55b5-444aaaaa3322/v2.0&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Now we have collected what we need for the next few steps: ClientID, ClientSecret and OIDC Issuer URL. We can then create the KinD cluster, and reference ClientID and IssuerURL in the cluster configuration:&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;cat &lt;span style="color:#e6db74"&gt;&amp;lt;&amp;lt; EOF &amp;gt; kind-config.yaml&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;kind: Cluster&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;apiVersion: kind.x-k8s.io/v1alpha4&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;nodes:&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; - role: control-plane&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; kubeadmConfigPatches:&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; - |&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; kind: ClusterConfiguration&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; apiServer:&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; extraArgs:&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; oidc-issuer-url: https://login.microsoftonline.com/xx8x8xx8-7777-66yy-55b5-444aaaaa3322/v2.0&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; oidc-client-id: 99999e88-e777-6666-c5c5-c444444d3d22&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; - role: worker&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; - role: worker&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; - role: worker&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;EOF&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;kind create cluster --config&lt;span style="color:#f92672"&gt;=&lt;/span&gt;kind-config.yaml&#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 will create cluster and configure kubeconfig file with a user named kind-kind as admin, which isn&amp;#8217;t what we need. Now we use kubelogin helper 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;kubectl oidc-login setup &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --oidc-issuer-url&lt;span style="color:#f92672"&gt;=&lt;/span&gt;ISSUER_URL &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --oidc-client-id&lt;span style="color:#f92672"&gt;=&lt;/span&gt;YOUR_CLIENT_ID &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --oidc-client-secret&lt;span style="color:#f92672"&gt;=&lt;/span&gt;YOUR_CLIENT_SECRET&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;This command will act as the client in the OIDC flow and prompts you to log in to Azure in a Browser. Once logged on, it gives you the next few commands to run. Since we&amp;#8217;ve already created a cluster with the Issuer URL and Client ID, we can skip creating cluster, and run the steps to:&lt;/p&gt;&#10;&lt;ol class="wp-block-list"&gt;&#10;&lt;li&gt;bind the Azure user to a ClusterRole&lt;/li&gt;&#10;&lt;li&gt;set up the kubeconfig locally with a user oidc, which needs to execute the oidc-login command&lt;/li&gt;&#10;&lt;/ol&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Lastly, we can test the oidc user with &lt;code&gt;kubectl --user=oidc get nodes&lt;/code&gt;. We can also set the context to use oidc user by default. Voila.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;From this example, we learned how to configure OIDC integration for any Kubernetes distros. The steps that we need to take are:&lt;/p&gt;&#10;&lt;ol class="wp-block-list"&gt;&#10;&lt;li&gt;On the cluster side, we customize kube-api-server flag with OIDC provider info. Specifically, we provided Issuer URL and client ID in this example. In the OIDC Flow diagram, this step establish a trust from the Resource Server (K8s cluster) to the OIDC provider. &lt;/li&gt;&#10;&lt;li&gt;On the kubectl side, kubectl itself cannot fulfill all the duties of a client app in the OIDC Flow. It needs a helper script and we&amp;#8217;ve made friend with int128/kubelogin.&lt;/li&gt;&#10;&lt;li&gt;On the Identity Store side, we expect it to be an OIDC-compliant Authorization Server. Otherwise, we consider using Dex as a broker in between. &lt;/li&gt;&#10;&lt;/ol&gt;&#10;&lt;p class="wp-block-paragraph"&gt;When it comes to managed service, many allows us to customize the OIDC related flags for kube-api-server. Let&amp;#8217;s look at how some managed services get this to work.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-azure-kubernetes-service"&gt;Azure Kubernetes Service&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;I find the kubectl authentication with AKS highly opinionated in its documentation. The recommendation is using Azure Active Directory as identity store but I don&amp;#8217;t find it work with other OIDC providers.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;To work with Azure Active Directory, you would configure the cluster and specify Azure role-based access control with the Group UUID in Azure AD. On the client side, you will need to install &lt;a href="https://github.com/Azure/kubelogin"&gt;Azure&amp;#8217;s kubelogin&lt;/a&gt; utility. Do not confuse it with int128&amp;#8217;s kubelogin, which is for any cluster. This &lt;a href="https://blog.baeke.info/2021/06/03/a-quick-look-at-azure-kubelogin/"&gt;kubelogin&lt;/a&gt; is just for Azure. Once installed, you can use az-cli command to update your kubeconfig file, which call this utility from kubeconfig. To examine details about &lt;a href="https://github.com/digihunch/cloudkube/blob/4735426f5c3e8f3b448bdb4f4b8ef33d340f71eb/azure/modules/bastion/files/bastion_init_sh.tpl#L27"&gt;client configuration&lt;/a&gt; and &lt;a href="https://github.com/digihunch/cloudkube/blob/4735426f5c3e8f3b448bdb4f4b8ef33d340f71eb/azure/modules/aks/main.tf#L43"&gt;AAD integration&lt;/a&gt;, check out the Terraform template in the &lt;a href="https://github.com/digihunch/cloudkube/tree/main/azure"&gt;azure&lt;/a&gt; directory of my &lt;a href="https://github.com/digihunch/cloudkube"&gt;cloudkube&lt;/a&gt; project.&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="1024" height="620" src="https://www.digihunch.com/wp-content/uploads/2023/07/aks-kubeconfig.webp" alt="" class="wp-image-12944" style="width:782px;height:auto" srcset="https://www.digihunch.com/wp-content/uploads/2023/07/aks-kubeconfig.webp 1024w, https://www.digihunch.com/wp-content/uploads/2023/07/aks-kubeconfig-300x182.webp 300w, https://www.digihunch.com/wp-content/uploads/2023/07/aks-kubeconfig-768x465.webp 768w" sizes="auto, (max-width: 1024px) 100vw, 1024px" /&gt;&lt;/figure&gt;&#10;&lt;/div&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The document only covers &lt;a href="https://learn.microsoft.com/en-us/azure/aks/concepts-identity#azure-ad-integration"&gt;Azure AD integration&lt;/a&gt; and I tried to find if there&amp;#8217;s a way to integrate with third-party OIDC providers. Unfortunately I have no luck. ChatGPT points me to &lt;a href="https://learn.microsoft.com/en-gb/azure/aks/use-oidc-issuer"&gt;a page about enabling OIDC provider&lt;/a&gt; but it is in the context of workload identity and it does not allow you to customize the issuer. So it&amp;#8217;s completely irrelevant. Because you cannot customize OIDC issuer, etc, it simply won&amp;#8217;t work with any third-party OIDC provider. Sure enough, most of Azure&amp;#8217;s client use Azure AD anyways.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Azure makes it streamlined to configure OIDC integration of AKS with Azure AD, its own identity store. To my disappointment, it is currently not possible to integrate with third-party OIDC provider for authentication at cluster endpoint. &lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-rosa"&gt;ROSA&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;RedHat OpenShift on AWS (ROSA) is a. However it reflects how OpenShift configures third-party identity provider. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Let&amp;#8217;s first create a cluster off custom VPC and private endpoint. This is covered in my previous &lt;a href="https://www.digihunch.com/2023/06/kubernetes-paas-and-red-hat-openshift/"&gt;post&lt;/a&gt; about ROSA. After the cluster creation, we&amp;#8217;re at the point where we can run &lt;code&gt;oc&lt;/code&gt; command against cluster endpoint from Bastion host because it is a private cluster. However, being a private cluster is irrelevant to how we configure OIDC integration. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We&amp;#8217;ll use Azure AD again as OIDC provider. So we need to register an app the same way as I did above in the kubelogin example. We need to have Client ID, Secret and OIDC issuer URL. For RedirectURI, go to your &lt;a href="https://console.redhat.com/openshift/"&gt;OpenShift console&lt;/a&gt;, and under &lt;code&gt;Cluster&lt;/code&gt;, click on the cluster name → access control → identity providers → select OpenID. Note the page clearly states that this is Authorization Code Flow, and the OAuth Callback URL is provided. Use it to regiter App in Azure, and fill in the page with Client ID, Secret and OIDC issuer URL. Also fill in other fields accordingly and click on Add. Now you should have it configured!&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-full"&gt;&lt;img loading="lazy" decoding="async" width="1024" height="288" src="https://www.digihunch.com/wp-content/uploads/2023/07/rosa-idp.webp" alt="" class="wp-image-12946" srcset="https://www.digihunch.com/wp-content/uploads/2023/07/rosa-idp.webp 1024w, https://www.digihunch.com/wp-content/uploads/2023/07/rosa-idp-300x84.webp 300w, https://www.digihunch.com/wp-content/uploads/2023/07/rosa-idp-768x216.webp 768w" sizes="auto, (max-width: 1024px) 100vw, 1024px" /&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Identity Providers for OpenShift cluster&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The next step is trying to login. From Bastion host, run &lt;code&gt;oc login&lt;/code&gt; and it will give me an URL to use. The URL contains the cluster endpoint, which resolvable from the Bastion Host itself. However I need a Browser session here, so I have to run Bastion host as SOCKS5 proxy and tell Chrome on my MacBook to use it:&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;~ open /Applications/Google&lt;span style="color:#ae81ff"&gt;\ &lt;/span&gt;Chrome.app --args --proxy-server&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;socks5://localhost:1080&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;The browser session redirects to Azure AD for log in. Once completed the webpage will display a token that I can use with &lt;code&gt;oc login&lt;/code&gt; command. Run this command with token from Bastion, I&amp;#8217;m logged in:&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;oc login --token&lt;span style="color:#f92672"&gt;=&lt;/span&gt;sha256~3ZT5JGWELOcBzfohftEm9D2UwoOVFvATASuZk3_uxps --server&lt;span style="color:#f92672"&gt;=&lt;/span&gt;https://api.dhc.62q3.p1.openshiftapps.com:6443&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;oc whoami&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;oc get no&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;At this point, if I run &lt;code&gt;oc whoami&lt;/code&gt;, I get the user name. However, this user cannot do anything. This is because it is not associated with a role yet. You grant more permission to this user: go back to OpenShift console, Clusters → ClusterName → Access Control → Cluster Roles and Access → Add user. Here you can map the user name to a role (let&amp;#8217;s say ClusterAdmin). Then this user will have its priviledge:&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-full"&gt;&lt;img loading="lazy" decoding="async" width="1024" height="346" src="https://www.digihunch.com/wp-content/uploads/2023/07/oc-command.webp" alt="" class="wp-image-12947" srcset="https://www.digihunch.com/wp-content/uploads/2023/07/oc-command.webp 1024w, https://www.digihunch.com/wp-content/uploads/2023/07/oc-command-300x101.webp 300w, https://www.digihunch.com/wp-content/uploads/2023/07/oc-command-768x260.webp 768w" sizes="auto, (max-width: 1024px) 100vw, 1024px" /&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The whole Flow works with private cluster, because the redirect URI is resolvable from the Bastion host. If you chose to expose cluster endpoint publicly (not recommended), you can perform the above steps directly from your MacBook or Laptop. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;So the ROSA experience has been smooth. Unlike kubectl, the &lt;code&gt;oc&lt;/code&gt; utility can act as the Client App in Authorization Code Flow. The other part of the configuration such as client secret and issuer URL are made in OpenShift console. Good job!&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-elastic-kuberentes-service"&gt;Elastic Kuberentes Service&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;EKS allows you to specify &lt;a href="https://aws.amazon.com/blogs/containers/introducing-oidc-identity-provider-authentication-amazon-eks/"&gt;OIDC issuers&lt;/a&gt; from console or CLI to set up third-party OIDC configuration. There is a blog &lt;a href="https://developer.okta.com/blog/2021/10/08/secure-access-to-aws-eks#add-okta-as-an-oidc-provider-on-your-eks-cluster"&gt;post&lt;/a&gt; from Okta on this, which works for private clusters. In the instruction, the author first manually created kubeconfig file with int128 kubelogin, and then bind ClusterRole with the user.&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="1021" height="1024" src="https://www.digihunch.com/wp-content/uploads/2023/07/eks-idp.webp" alt="" class="wp-image-12948" style="width:556px;height:auto" srcset="https://www.digihunch.com/wp-content/uploads/2023/07/eks-idp.webp 1021w, https://www.digihunch.com/wp-content/uploads/2023/07/eks-idp-300x300.webp 300w, https://www.digihunch.com/wp-content/uploads/2023/07/eks-idp-150x150.webp 150w, https://www.digihunch.com/wp-content/uploads/2023/07/eks-idp-768x770.webp 768w, https://www.digihunch.com/wp-content/uploads/2023/07/eks-idp-410x410.webp 410w" sizes="auto, (max-width: 1021px) 100vw, 1021px" /&gt;&lt;/figure&gt;&#10;&lt;/div&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The blog post is very detailed. Instead of repeating it, I would like to discuss two SSO models available in AWS. I summarize them as below:&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;&lt;svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" version="1.1" width="721px" viewBox="-0.5 -0.5 721 671" style="max-width:100%;max-height:671px;"&gt;&lt;defs&gt;&lt;/defs&gt;&lt;g&gt;&lt;rect x="0" y="0" width="720" height="670" fill="rgb(255, 255, 255)" stroke="rgb(0, 0, 0)" pointer-events="all"&gt;&lt;/rect&gt;&lt;rect x="30" y="375" width="220" height="235" fill="#dae8fc" stroke="#6c8ebf" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe flex-start; justify-content: unsafe center; width: 218px; height: 1px; padding-top: 382px; margin-left: 31px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;EKS Cluster&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="140" y="394" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;EKS Cluster&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="60" y="480" width="110" height="40" rx="6" ry="6" fill="#fff2cc" stroke="#d6b656" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 108px; height: 1px; padding-top: 500px; margin-left: 61px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;RoleBinding&lt;br&gt;ClusterRoleBinding&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="115" y="504" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;RoleBinding&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;ellipse cx="440" cy="430" rx="60" ry="25" fill="#ffe6cc" stroke="#d79b00" pointer-events="all"&gt;&lt;/ellipse&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 118px; height: 1px; padding-top: 430px; margin-left: 381px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;OIDC compatible&lt;br&gt;Identity Provider&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="440" y="434" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;OIDC compatible&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="30" y="40" width="230" height="220" fill="#dae8fc" stroke="#6c8ebf" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe flex-start; justify-content: unsafe center; width: 228px; height: 1px; padding-top: 47px; margin-left: 31px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;EKS Cluster&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="145" y="59" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;EKS Cluster&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;ellipse cx="620" cy="95" rx="50" ry="25" fill="#ffe6cc" stroke="#d79b00" pointer-events="all"&gt;&lt;/ellipse&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 98px; height: 1px; padding-top: 95px; margin-left: 571px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;SAML compliant&lt;br&gt;Identity Provider&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="620" y="99" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;SAML compliant&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="280" y="65" width="100" height="60" fill="rgb(255, 255, 255)" stroke="rgb(0, 0, 0)" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 98px; height: 1px; padding-top: 95px; margin-left: 281px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;IAM Role via&lt;br&gt;PermissionSet&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="330" y="99" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;IAM Role via&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="410" y="65" width="100" height="60" fill="rgb(255, 255, 255)" stroke="rgb(0, 0, 0)" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 98px; height: 1px; padding-top: 95px; margin-left: 411px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;AWS IAM&lt;br&gt;Identity Center&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="460" y="99" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;AWS IAM&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;path d="M 380 95 L 410 95" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="stroke"&gt;&lt;/path&gt;&lt;path d="M 250 95 L 280 95" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="stroke"&gt;&lt;/path&gt;&lt;path d="M 570 95 L 510 95" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="stroke"&gt;&lt;/path&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 96px; margin-left: 541px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); background-color: rgb(255, 255, 255); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 11px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; background-color: rgb(255, 255, 255); white-space: nowrap;"&gt;SAML&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="541" y="99" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="11px" text-anchor="middle"&gt;SAML&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="180" y="75" width="70" height="40" rx="6" ry="6" fill="#fff2cc" stroke="#d6b656" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 68px; height: 1px; padding-top: 95px; margin-left: 181px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;ConfigMap&lt;br&gt;aws-auth&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="215" y="99" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;ConfigMap&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="80" y="75" width="70" height="40" rx="6" ry="6" fill="#fff2cc" stroke="#d6b656" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 68px; height: 1px; padding-top: 95px; margin-left: 81px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;group&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="115" y="99" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;group&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="80" y="410" width="70" height="40" rx="6" ry="6" fill="#fff2cc" stroke="#d6b656" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 68px; height: 1px; padding-top: 430px; margin-left: 81px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;group&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="115" y="434" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;group&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="30" y="260" width="270" height="30" fill="none" stroke="none" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 268px; height: 1px; padding-top: 275px; margin-left: 31px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;EKS SSO Model 1 &amp;#8211; IAM Identity Center&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="165" y="279" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;EKS SSO Model 1 &amp;#8211; IAM Identity Center&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="50" y="610" width="180" height="30" fill="none" stroke="none" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 178px; height: 1px; padding-top: 625px; margin-left: 51px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;EKS SSO Model 2 &amp;#8211; direct OIDC&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="140" y="629" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;EKS SSO Model 2 &amp;#8211; direct OIDC&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;path d="M 150 430 L 380 430" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="stroke"&gt;&lt;/path&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 431px; margin-left: 311px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); background-color: rgb(255, 255, 255); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 11px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; background-color: rgb(255, 255, 255); white-space: nowrap;"&gt;OIDC&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="311" y="434" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="11px" text-anchor="middle"&gt;OIDC&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="60" y="140" width="110" height="40" rx="6" ry="6" fill="#fff2cc" stroke="#d6b656" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 108px; height: 1px; padding-top: 160px; margin-left: 61px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;RoleBinding&lt;br&gt;ClusterRoleBinding&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="115" y="164" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;RoleBinding&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;path d="M 150 95 L 180 95" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="stroke"&gt;&lt;/path&gt;&lt;rect x="80" y="210" width="70" height="40" rx="6" ry="6" fill="#fff2cc" stroke="#d6b656" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 68px; height: 1px; padding-top: 230px; margin-left: 81px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;Role&lt;br&gt;ClusterRole&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="115" y="234" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;Role&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;path d="M 115 180 L 115 210" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="stroke"&gt;&lt;/path&gt;&lt;path d="M 115 115 L 115 140" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="stroke"&gt;&lt;/path&gt;&lt;rect x="60" y="555" width="110" height="40" rx="6" ry="6" fill="#fff2cc" stroke="#d6b656" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 108px; height: 1px; padding-top: 575px; margin-left: 61px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;Role&lt;br&gt;ClusterRole&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="115" y="579" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;Role&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;path d="M 115 450 L 115 480" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="stroke"&gt;&lt;/path&gt;&lt;path d="M 115 520 L 115 555" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="stroke"&gt;&lt;/path&gt;&lt;path d="M 270 330 L 370 330 L 370 380 L 340 380 L 320 410 L 320 380 L 270 380 Z" fill="#fff2cc" stroke="#d6b656" stroke-miterlimit="10" pointer-events="all"&gt;&lt;/path&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 98px; height: 1px; padding-top: 355px; margin-left: 271px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;OIDC claim:&lt;br&gt;user=john&lt;br&gt;group=admin&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="320" y="359" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;OIDC claim:&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="280" y="160" width="100" height="60" fill="rgb(255, 255, 255)" stroke="rgb(0, 0, 0)" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 98px; height: 1px; padding-top: 190px; margin-left: 281px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;AssumeRole&lt;br&gt;WithWebIdentity&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="330" y="194" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;AssumeRole&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;ellipse cx="480" cy="190" rx="60" ry="20" fill="#ffe6cc" stroke="#d79b00" pointer-events="all"&gt;&lt;/ellipse&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 118px; height: 1px; padding-top: 190px; margin-left: 421px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;Pipeline&lt;br&gt;User&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="480" y="194" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;Pipeline&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;path d="M 380 190 L 420 190" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="stroke"&gt;&lt;/path&gt;&lt;path d="M 250 115 L 280 190" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="stroke"&gt;&lt;/path&gt;&lt;/g&gt;&lt;switch&gt;&lt;g requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"&gt;&lt;/g&gt;&lt;a transform="translate(0,-5)" xlink:href="https://www.drawio.com/doc/faq/svg-export-text-problems" target="_blank" rel="noopener"&gt;&lt;text text-anchor="middle" font-size="10px" x="50%" y="100%"&gt;Text is not SVG &amp;#8211; cannot display&lt;/text&gt;&lt;/a&gt;&lt;/switch&gt;&lt;/svg&gt;&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Both are SSO models for EKS. Model 1 (IAM Identity Center) is home grown as AWS using IAM Identity Center (formerly AWS SSO). Users start with an IAM principal (AWS construct) and use the &lt;code&gt;aws-auth&lt;/code&gt; config map to tie them to Kubernetes groups. This AWS &lt;a href="https://aws.amazon.com/blogs/containers/a-quick-path-to-amazon-eks-single-sign-on-using-aws-sso/"&gt;blog post &lt;/a&gt;and this &lt;a href="https://repost.aws/knowledge-center/eks-configure-sso-user"&gt;support article&lt;/a&gt; are based on the IAM Identity Center model. On the other hand, Model 2 (Direct OIDC) is the vanilla Kubernetes approach. It takes group claim from OIDC identity token. The Okta blog &lt;a href="https://developer.okta.com/blog/2021/10/08/secure-access-to-aws-eks#add-okta-as-an-oidc-provider-on-your-eks-cluster"&gt;post&lt;/a&gt; is based on this model.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The IAM identity center model works with SAML compliant identity providers, oftentimes Active Directory, although there seems to be a plan to &lt;a href="https://docs.aws.amazon.com/singlesignon/latest/OIDCAPIReference/Welcome.html"&gt;support OIDC-compliant identity provider&lt;/a&gt; as well in the future. Even if it was supported today, I&amp;#8217;d still prefer model 2 for working with any OIDC compliant identity provider because it&amp;#8217;s simple. Why not leverage K8s&amp;#8217; native capability? For identity providers that do not support OIDC natively, or does not issue group claim (e.g. &lt;a href="https://aws.amazon.com/blogs/containers/authenticate-to-amazon-eks-using-google-workspace/"&gt;Google workspace&lt;/a&gt;), as we &lt;a href="https://www.digihunch.com/2023/07/oauth-2-0-and-oidc-2-of-2/"&gt;discussed&lt;/a&gt;, we can also consider alternatives such as Dex as identity broker. However, this model comes handy when a pipeline user with IAM role needs to authenticate into EKS.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;One should always go for the direct OIDC model, if the upstream identity provider supports OIDC. The provider itself can even be AWS Cognito User pool. Cognito User Pool itself supports federated identity but again, I would directly connect EKS cluster to the OIDC compatible identity provider, instead of going through Cognito User Pool. As a result, the only use case where Cognito user pool is absolutely necessary, is when we need the Cognito user pool itself as the identity provider, as we have in &lt;a href="https://github.com/digihunch/cloudkube"&gt;CloudKube&lt;/a&gt;&amp;#8216;s &lt;a href="https://github.com/digihunch/cloudkube"&gt;eks&lt;/a&gt; directory. &lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-summary"&gt;Summary&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Configuring OIDC provider for cluster endpoint can be confusing and we need to understand how OIDC flows work. I dived into OIDC in the previous post and in this post, I explained how to get it to work with vanilla Kubernetes. I summarized the three requirements and looked at the OIDC provider option with some managed services. Then I went through OIDC options for AKS, ROSA and EKS.&lt;/p&gt;&#10;&lt;nav class="wp-post-navigation" aria-label="Post navigation"&gt;&#10;&lt;a rel="prev" href="https://www.digihunch.com/2023/07/oauth-2-0-and-oidc-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;OAuth 2.0 and OIDC 2 of 2&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://www.digihunch.com/2023/08/control-tower-aws-landing-zone/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Orchestrate Landing Zone with AWS Control Tower&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item><item><title>Connect kubectl to private Kubernetes cluster in EKS and AKS</title><link>https://www.digihunch.com/2023/06/connect-kubectl-to-private-kubernetes-cluster-in-eks-and-aks/</link><pubDate>Sat, 10 Jun 2023 19:31:00 -0400</pubDate><guid>https://www.digihunch.com/2023/06/connect-kubectl-to-private-kubernetes-cluster-in-eks-and-aks/</guid><description>&lt;img src="https://www.digihunch.com/wp-content/uploads/2025/04/feature-kubectl-private-cluster.webp" alt="Featured image of post Connect kubectl to private Kubernetes cluster in EKS and AKS" /&gt;&lt;p class="wp-block-paragraph"&gt;Managed Kubernetes services give user a cluster endpoint and a number of worker nodes, with the choice. For each access, users have the choice of making them publicly available, or keeping them on private networking. In my opinion, any deployment beyond personal hobbies, should use Kubernetes private cluster, with both cluster endpoint and worker nodes on private subnet. There is no reason to expose computing nodes or Kubernetes management traffic publicly. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;For worker nodes, it is fairly easy to put VMs on private network, but many companies still have the cluster endpoint exposed publicly. There are usually two reasons. First, their CI/CD agent is hosted somewhere else on the Internet (instead of on private network with private connectivity to Kubernetes cluster) and need to access Kubernetes cluster endpoint. Second, when the cluster needs to connect with third-party identity provider as OIDC provider, a two-way communication is needed. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;There is a classic pattern of using a public bastion host (jump box), with a bastion host on the public subnet, routable to the private endpoint of managed Kubernetes service. Clients then connect to the bastion host via port 22 on a public IP address. The authentication is based on SSH key pair, or worse, password. The port forwarding (aka &lt;a href="https://www.ssh.com/academy/ssh/tunneling-example"&gt;SSH tunnelling&lt;/a&gt;) capability enables all the magics. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Exposing a jump box in the public subnet with RSA key authentication is still not favourable. In this post, I&amp;#8217;ll examine some secure patterns to connect to private endpoint with improved security posture. &lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-aws-options"&gt;AWS options&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;There are two problems. First, how to establish connectivity to the Bastion host in a private subnet. Second, how to use the Bastion host to proxy traffic to the cluster endpoint also in private subnet. To the first problem, there are two potential solutions: SSM Session Manager, and EC2 Instance Connect (EIC) with EIC endpoint (EICE).&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;SSM Session Manager was introduce in 2018. It runs an agent on the EC2, which initiates a connection to the SSM endpoint on the AWS side. This connection enables not only Session Manager, but also other Systems Managers (SSM) services such as Fleet Manager, Patch Manager and State Manager. The problem that session manager originally addresses is server management.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;AWS launched EC2 Instance Connect (EIC) in 2019, and EIC Endpoint (EICE) in 2023. EIC addresses the problem with managing SSH key pairs at scale. It dynamically generates an SSH key pair for server access, based on IAM permission. However, it still requires an instance to have its SSH port publicly accessible. With EICE, it is no longer a requirement. In the &lt;a href="https://aws.amazon.com/blogs/compute/secure-connectivity-from-public-to-private-introducing-ec2-instance-connect-endpoint-june-13-2023/?utm_content=bufferfded7&amp;amp;utm_medium=social&amp;amp;utm_source=linkedin.com&amp;amp;utm_campaign=buffer"&gt;diagram&lt;/a&gt;, EICE is placed in a private subnet, allowing EICE service to reach private instances at their SSH port. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Here is a comparison of the two:&lt;/p&gt;&#10;&lt;figure class="wp-block-table is-style-stripes"&gt;&lt;table class="has-white-background-color has-background"&gt;&lt;thead&gt;&lt;tr&gt;&lt;th&gt;&lt;/th&gt;&lt;th&gt;EC2 Instance Connect (EIC) with EIC Endpoint&lt;/th&gt;&lt;th&gt;SSM Session Manager&lt;/th&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td&gt;Location of Bastion host&lt;/td&gt;&lt;td&gt;Private Subnet.&lt;/td&gt;&lt;td&gt;Private Subnet&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;Need Ingress Port&lt;/td&gt;&lt;td&gt;Yes. Port 22 must open to the endpoint.&lt;/td&gt;&lt;td&gt;No. SSM agent initiate outbound connection from the instance&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;Traffic Path&lt;/td&gt;&lt;td&gt;AWS CLI → AWS EIC ES → EICE→EC2 Inst&lt;/td&gt;&lt;td&gt;AWS CLI → AWS SSM ES → SSM ← EC2 Inst&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;Authentication&lt;/td&gt;&lt;td&gt;AWS IAM and ephemeral SSH key when using AWS CLI directly&lt;br&gt;AWS IAM and long-term SSH key when using SSH proxy command&lt;/td&gt;&lt;td&gt;AWS IAM and long-term SSH key when using AWS CLI directly or SSH proxy command&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;Work with OpenSSH&lt;/td&gt;&lt;td&gt;Yes&lt;/td&gt;&lt;td&gt;Yes&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;Cost&lt;/td&gt;&lt;td&gt;There is no additional cost for using EIC.&lt;/td&gt;&lt;td&gt;No additional cost, unless private SSM Endpoint.&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Let&amp;#8217;s take a look at each option.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;EC2 Instance Connect&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;To use EIC, pick an AMI that has it pre-installed and ensure instance profile has correct policy, as the document states &lt;a href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/ec2-instance-connect-prerequisites.html"&gt;here&lt;/a&gt;. AWC CLI will make use of local OpenSSL client. So make sure there connection at port 22 is open. To make it work with EC2 instance on a private subnet, create an EC2 Instance Connect Endpoint on the VPC, and ensure that the security group of EC2 allows port 22 from the Endpoint. Run this 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;$ aws ec2-instance-connect ssh --instance-id i-00ea30a6e02db33fe&#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 simply generates a key pair internally, add the public key to the server side, and connect with SSH from the client side. The command takes you to an SSH session. Checking &lt;code&gt;ps -ef | grep ssh&lt;/code&gt; on the client machine, you can see the full parameter of SSH, including the location of the ephemeral private key. &lt;/p&gt;&#10;&lt;figure class="wp-block-image size-full"&gt;&lt;img loading="lazy" decoding="async" width="1024" height="95" src="https://www.digihunch.com/wp-content/uploads/2023/06/ssh-process.webp" alt="" class="wp-image-12921" srcset="https://www.digihunch.com/wp-content/uploads/2023/06/ssh-process.webp 1024w, https://www.digihunch.com/wp-content/uploads/2023/06/ssh-process-300x28.webp 300w, https://www.digihunch.com/wp-content/uploads/2023/06/ssh-process-768x71.webp 768w" sizes="auto, (max-width: 1024px) 100vw, 1024px" /&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;However, if you use AWS CLI open-tunnel as proxy command to ssh, then you&amp;#8217;d still have to use the key pair used to create the EC2 instance. As suggested at the bottom of &lt;a href="https://aws.amazon.com/blogs/compute/secure-connectivity-from-public-to-private-introducing-ec2-instance-connect-endpoint-june-13-2023/?utm_content=bufferfded7&amp;amp;utm_medium=social&amp;amp;utm_source=linkedin.com&amp;amp;utm_campaign=buffer"&gt;this&lt;/a&gt; blog post, the command 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-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ ssh ec2-user@&lt;span style="color:#f92672"&gt;[&lt;/span&gt;INSTANCE&lt;span style="color:#f92672"&gt;]&lt;/span&gt; -i &lt;span style="color:#f92672"&gt;[&lt;/span&gt;SSH-KEY&lt;span style="color:#f92672"&gt;]&lt;/span&gt; -o ProxyCommand&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#39;aws ec2-instance-connect open-tunnel --instance-id %h&amp;#39;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;This is a bummer, because with native SSH tool you do not get the primary benefit of EIC &amp;#8211; ephemeral key pair. &lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;SSM Session Manager&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Now let&amp;#8217;s look at SSM session manager. Similarly, it needs an agent installed and &lt;a href="https://docs.aws.amazon.com/systems-manager/latest/userguide/setup-instance-permissions.html"&gt;IAM role&lt;/a&gt; configured. You can connect to from web console but more importantly, from AWS CLI:&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 ssm start-session --target i-0531b19bec8ad022d&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;This command takes you to an SSH session with user &lt;code&gt;ssm-user&lt;/code&gt;, without starting an OpenSSH client process locally. User do not have to manage key pair. There is also a &lt;a href="https://docs.aws.amazon.com/systems-manager/latest/userguide/session-manager-getting-started-enable-ssh-connections.html"&gt;document&lt;/a&gt; about using this command as proxy command, which uses an SSM document. I have one of the SSH config entry as:&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;host i-* mi-*&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ProxyCommand sh -c &lt;span style="color:#e6db74"&gt;&amp;#34;aws ssm start-session --target %h --document-name AWS-StartSSHSession --parameters &amp;#39;portNumber=%p&amp;#39;&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; User ec2-user&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; IdentityFile ~/.ssh/id_rsa&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;This allows me to directly SSH to client using OpenSSL client (e.g. &lt;code&gt;ssh i-0531b19bec8ad022d&lt;/code&gt;) by Instance ID. With this, I also need to specify my own OS user and matching private key.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;I know I will use the OpenSSH client a lot from pipelines because it is very powerful. In both options, I have to live with managing key pairs myself. With SSM session manager&amp;#8217;s proxy command, the instance does not need port 22 to open, which is a great advantage, in terms of security and operation. SSM Session Manager is a winner.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;SOCKS5 proxy for kubectl&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Either SSM Session Manager or EIC with EICE enables an SSH tunnel with key encryption between client (a local computer or a pipeline agent). On top of the SSH tunnel, we can build a &lt;a href="https://en.wikipedia.org/wiki/SOCKS#SOCKS5"&gt;SOCKS5&lt;/a&gt; proxy. Kubernetes document has a good &lt;a href="https://kubernetes.io/docs/tasks/extend-kubernetes/socks5-proxy-access-api/"&gt;page&lt;/a&gt; on how to do this. 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728.55 191.44 Z" fill="#ffffff" stroke="none" pointer-events="all"/&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe flex-start; width: 1px; height: 1px; padding-top: 184px; margin-left: 737px;"&gt;&lt;div data-drawio-colors="color: #232F3E; " style="box-sizing: border-box; font-size: 0px; text-align: left;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(35, 47, 62); line-height: 1.2; pointer-events: all; white-space: nowrap;"&gt;EKS&lt;br /&gt;Cluster&lt;br /&gt;Endpoint&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="737" y="187" fill="#232F3E" font-family="Helvetica" font-size="12px"&gt;EKS&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;path d="M 525.02 456 C 511.25 456 500 444.6 500 431.53 L 500 428.52 C 500 415.94 510.46 404 524.91 404 C 539.69 404 550 415.94 550 428.72 L 550 431.14 C 550 444.73 538.98 456 525.02 456 Z" fill="#f58534" stroke="none" pointer-events="all"/&gt;&lt;path d="M 500 428.52 C 500 443.8 512.18 453.86 524.95 453.86 C 539.44 453.86 550 442.07 550 428.72 L 550 431.14 C 550 444.76 538.98 456 525.02 456 C 511.14 456 500 444.59 500 431.53 Z" fill-opacity="0.3" fill="#000000" stroke="none" pointer-events="all"/&gt;&lt;rect x="500" y="404" width="0" height="0" fill="none" stroke="rgb(0, 0, 0)" pointer-events="all"/&gt;&lt;path d="M 513.25 429.26 C 515.12 436.4 519.07 442.04 525 444.99 C 528.79 443.32 531.86 439.82 533.52 437.03 C 536.51 432.03 537.91 426.02 537.97 419.67 C 536.39 419.48 534.76 418.95 533.83 418.06 C 533 417.31 532.14 415.84 531.81 414 C 529.38 413.22 526.9 412.74 524.75 412.78 C 522.25 412.87 520.14 413.42 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style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe flex-start; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 463px; margin-left: 525px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: nowrap;"&gt;AWS Service Endpoint&lt;br /&gt;https://eks.us-west-2.amazonaws.com&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="525" y="475" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;AWS Serv&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;path d="M 157.49 255 L 230 255 L 230 430 L 493.63 430" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="stroke"/&gt;&lt;path d="M 498.88 430 L 491.88 433.5 L 493.63 430 L 491.88 426.5 Z" fill="rgb(0, 0, 0)" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="all"/&gt;&lt;path d="M 157.49 174.14 L 188.83 182.1" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="stroke"/&gt;&lt;path d="M 193.92 183.39 L 186.27 185.06 L 188.83 182.1 L 187.99 178.28 Z" fill="rgb(0, 0, 0)" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="all"/&gt;&lt;path d="M 290 410 C 266 410 260 430 279.2 434 C 260 442.8 281.6 462 297.2 454 C 308 470 344 470 356 454 C 380 454 380 438 365 430 C 380 414 356 398 335 406 C 320 394 296 394 290 410 Z" fill="rgb(255, 255, 255)" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="all"/&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 118px; height: 1px; padding-top: 430px; margin-left: 261px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;Internet&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="320" y="434" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;Internet&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="0" y="390" width="210" height="110" fill="none" stroke="none" pointer-events="all"/&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe flex-start; width: 208px; height: 1px; padding-top: 445px; margin-left: 2px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: left;"&gt;&lt;div style="display: inline-block; font-size: 14px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;Note: kubectl calls aws-cli for authentication. So make sure that aws-cli uses the right profile and assumes the right role, if applicable.&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="2" y="449" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="14px"&gt;Note: kubectl calls aws-cli fo&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;path d="M 115.06 168.81 L 50 169 L 52.43 383.63" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" stroke-dasharray="8 8" pointer-events="stroke"/&gt;&lt;path d="M 52.49 388.88 L 48.91 381.92 L 52.43 383.63 L 55.91 381.84 Z" fill="rgb(0, 0, 0)" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="all"/&gt;&lt;path d="M 356.25 193.75 L 359.36 333.63" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" stroke-dasharray="8 8" pointer-events="stroke"/&gt;&lt;path d="M 359.48 338.88 L 355.82 331.96 L 359.36 333.63 L 362.82 331.81 Z" fill="rgb(0, 0, 0)" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="all"/&gt;&lt;rect x="286" y="340" width="294" height="40" fill="none" stroke="none" pointer-events="all"/&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe flex-start; width: 292px; height: 1px; padding-top: 360px; margin-left: 288px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: left;"&gt;&lt;div style="display: inline-block; font-size: 14px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;The SSH Tunnel is established on top of a proxy command using SSM session manager or EC2 Instance Connect with EIC Endpoint&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="288" y="364" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="14px"&gt;The SSH Tunnel is established on top of a&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;path d="M 215.45 165.22 L 217.38 65.25" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" stroke-dasharray="3 3" pointer-events="stroke"/&gt;&lt;path d="M 217.48 60 L 220.84 67.06 L 217.38 65.25 L 213.84 66.93 Z" fill="rgb(0, 0, 0)" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="all"/&gt;&lt;rect x="150" y="8.88" width="270" height="50" fill="none" stroke="none" pointer-events="all"/&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe flex-start; width: 268px; height: 1px; padding-top: 34px; margin-left: 152px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: left;"&gt;&lt;div style="display: inline-block; font-size: 14px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;Tell kubectl to use SOCKS5 proxy by the HTTPS_PROXY environment variable or by the proxy-url attribute in .kube/config&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="152" y="38" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="14px"&gt;Tell kubectl to use SOCKS5 proxy by th&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;/g&gt;&lt;switch&gt;&lt;g requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"/&gt;&lt;a transform="translate(0,-5)" xlink:href="https://www.drawio.com/doc/faq/svg-export-text-problems" target="_blank" rel="noopener"&gt;&lt;text text-anchor="middle" font-size="10px" x="50%" y="100%"&gt;Text is not SVG &amp;#8211; cannot display&lt;/text&gt;&lt;/a&gt;&lt;/switch&gt;&lt;/svg&gt;&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;To put this in practice, I first created a VPC stack with a bastion host using terraform template from my &lt;a href="https://github.com/digihunch/vpc-base/tree/main"&gt;vpc-base&lt;/a&gt; project. The terraform output will give the next set of commands to run to create a private cluster, using a manifest rendered from the file &lt;a href="https://github.com/digihunch/vpc-base/blob/main/template/eksctl.tpl"&gt;private-cluster.yaml.tmpl&lt;/a&gt;:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# cd aws_vpc&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;# terraform init&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;# terraform plan&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;# terraform apply&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;# ... run the given command ...&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;# envsubst &amp;lt; private-cluster.yaml.tmpl | tee | eksctl create cluster -f -&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;# Run this from a remote host without access to cluster endpoint.&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;# Run terraform apply and terraform output contains the variables needed for the next steps&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;# the command below may take 15 minutes to create a private cluster&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;eksctl create cluster -f private-cluster.yaml &#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;aws eks update-kubeconfig --name private-cluster&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;At this point, the kubeconfig file has been updated, but kubectl (from Internet or on-prem) is unable to connect to cluster endpoint (on private network). In order to &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;BASTION_SECURITY_GROUP_ID&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;$(&lt;/span&gt;terraform output -raw bastion_sg_id&lt;span style="color:#66d9ef"&gt;)&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;CLUSTER_SECURITY_GROUP_ID&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;$(&lt;/span&gt;aws eks describe-cluster --name private-cluster --query &lt;span style="color:#e6db74"&gt;&amp;#34;cluster.resourcesVpcConfig.clusterSecurityGroupId&amp;#34;&lt;/span&gt; --output text&lt;span style="color:#66d9ef"&gt;)&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# In Cluster Endpoint&amp;#39;s security group, open up port 443 to Bastion host&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;aws ec2 authorize-security-group-ingress --group-id $CLUSTER_SECURITY_GROUP_ID --source-group $BASTION_SECURITY_GROUP_ID --protocol tcp --port &lt;span style="color:#ae81ff"&gt;443&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;# Test with connecting to Bastion host with ssh i-0750643179667a5b6, assuming .ssh/config file is configured as above. From the bastion host, you can test:&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;# curl -k https://EC5405EE1846F19F9F61ED28FB12A6A9.sk1.us-west-2.eks.amazonaws.com/api &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 you get an HTTP response, even an error code 403, the bastion host has TCP connectivity to cluster endpoint&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;# then we can start an SSH session as a SOCKS5 proxy on the remote host&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;ssh -D &lt;span style="color:#ae81ff"&gt;1080&lt;/span&gt; -q -N i-0750643179667a5b6&#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 &amp;gt; /dev/null 2&amp;gt;&amp;amp;1 &amp;amp; to push it to background, or use ctrl+z after running the command&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 validate that the SOCKS5 proxy is working, you can run the same curl command with a proxy parameter:&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;# curl -k https://EC5405EE1846F19F9F61ED28FB12A6A9.sk1.us-west-2.eks.amazonaws.com/api --proxy socks5://localhost:1080&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 instruct kubectl to use the SOCKS5 proxy with the following environment variable&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;export HTTPS_PROXY&lt;span style="color:#f92672"&gt;=&lt;/span&gt;socks5://localhost:1080&#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;kubectl get node&#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;# alternatively, add &amp;#34;proxy-url: socks5://localhost:1080&amp;#34; below server attribute in ~/.kube/config file.&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;There are some pitfalls to watch for. On the remote host both ssh command and kubectl command implicitly uses AWS CLI. Therefore, make sure the profile and IAM role are correctly configured. For example, if SSM agent requires one IAM role, and kubectl is created with another IAM role, then make sure AWS CLI &lt;a href="https://repost.aws/knowledge-center/iam-assume-role-cli"&gt;assumes the correct IAM role&lt;/a&gt; using environment variables, and use &amp;#8220;aws sts get-caller-identity&amp;#8221; to validate the IAM identity being used.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;What about AKS in Azure&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;I touched on this in my &lt;a href="https://www.digihunch.com/2021/10/notes-on-azure/"&gt;Azure notes&lt;/a&gt; in 2021 and did a research again. Unfortunately, options are still fairly limited. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The first option is to use a managed service called &amp;#8220;Azure Bastion&amp;#8221;, which requires public IP and a dedicated subnet with the exact name of AzureBastionSubnet, as well as some &lt;a href="https://learn.microsoft.com/en-us/azure/bastion/configuration-settings#subnet"&gt;additional requirement&lt;/a&gt;. I&amp;#8217;m not impressed with these requirement because it is meant to be a managed service. The other option, is essentially to DIY a JumpBox. The idea is the same: put the jumpbox in a public subnet, which is routable to private subnets. When you need to connect to private VMs, get to the jumpbox first.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Apart from having to put the bastion VM on a public subnet, the pattern that we discussed above involving SOCKS5 proxy still works. Exposing a bastion host isn&amp;#8217;t ideal but it still reduces attack surface significantly, comparing to exposing the cluster endpoints of all Kubernetes API servers.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Summary&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Many immature Kubernetes configurations exposes private endpoint publicly. Having cluster endpoint in private subnet greatly improves security posture. In my opinion, there are very few situations where cluster endpoint must exposed publicly. Having private endpoint should be mandatory for all Kubernetes cluster. In the next &lt;a href="https://www.digihunch.com/2023/06/kubernetes-paas-and-red-hat-openshift/"&gt;post&lt;/a&gt;, I also cover how to create a ROSA cluster with private endpoint.&lt;/p&gt;&#10;&lt;nav class="wp-post-navigation" aria-label="Post navigation"&gt;&#10;&lt;a rel="prev" href="https://www.digihunch.com/2023/05/kubernetes-with-multiple-cpu-architectures/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Kubernetes with Multiple CPU Architectures 2 of 2 – Node and Workload&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://www.digihunch.com/2023/06/kubernetes-paas-and-red-hat-openshift/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Kubernetes Platform as a Service and Red Hat OpenShift&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item><item><title>Kubernetes Storage on Azure 2 of 3 – Portworx</title><link>https://www.digihunch.com/2022/08/kubernetes-storage-on-azure-2-of-3-portworx/</link><pubDate>Fri, 12 Aug 2022 15:23:00 -0400</pubDate><guid>https://www.digihunch.com/2022/08/kubernetes-storage-on-azure-2-of-3-portworx/</guid><description>&lt;img src="https://www.digihunch.com/wp-content/uploads/2025/04/feature-k8s-azstorage.webp" alt="Featured image of post Kubernetes Storage on Azure 2 of 3 – Portworx" /&gt;&lt;p class="wp-block-paragraph"&gt;In the previous &lt;a href="https://www.digihunch.com/2022/07/kubernetes-storage-on-azure-1-of-3-built-in-storage-and-nfs/"&gt;post&lt;/a&gt;, we have discussed built-in storage classes on Azure Kubernetes. Further to that, we will examine some third-party software defined storage (SDS) options that are compatible with Azure Kubernetes Service in this post. Then we take Portworx on Azure as an example. Although, these options are specific to Azure, most of the players also have solutions for other managed Kubernetes platforms. Also, the methodology to study storage options remain the same regardless of cloud service provider.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In fact, I touched on software defined storage (SDS) in the context of general non-containerized workload in a separate &lt;a href="https://www.digihunch.com/2022/07/intro-to-ceph-storage/"&gt;post&lt;/a&gt;. In short, storage providers decouple the SDS appliance from the full storage solution in order to lower the cost and increase flexibility. To the storage consumer (e.g. a process running on Linux OS), SDS can present a block disk or file system. There are also SDS solution that can host your own object storage and we will discuss that later. In fact, SDS has gained significant popularity in recent years. For example, the report &amp;#8220;&lt;a href="https://www.architecting.it/product/brksw0140-ebook/"&gt;Validating Software-Defined Storage Operating Models for the Enterprise&lt;/a&gt;&amp;#8221; by &lt;em&gt;&lt;a href="https://www.architecting.it/"&gt;archiectingit&lt;/a&gt;&lt;/em&gt; divided the evolution into four phases and cited that Gartner predicts the SDS revolution to reach 50% of the storage market by 2024, from 15% in 2020.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;This post discusses SDS in the context of container storage. Then we will install Portworx on Azure Kubernetes.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-sds-for-kubernetes"&gt;SDS for Kubernetes&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Many SDS appliances also developed the capability to present storage volumes to containerized workload. I put together a list of SDS products that works on Azure with their supported access modes: &lt;/p&gt;&#10;&lt;figure class="wp-block-table is-style-regular"&gt;&lt;table class="has-cyan-bluish-gray-background-color has-background"&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td&gt;Solution&lt;/td&gt;&lt;td&gt;&lt;strong&gt;Licence&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;&lt;strong&gt;Development and Support&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;&lt;strong&gt;Access Mode&lt;/strong&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href="https://portworx.com/products/portworx-enterprise/features/"&gt;Portworx&lt;/a&gt;&lt;/td&gt;&lt;td&gt;Closed source. Free Essential tier. Enterprise features on License. &lt;/td&gt;&lt;td&gt;Commercially supported by PureStorage&lt;/td&gt;&lt;td&gt;RWO, RWX&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href="https://docs.ceph.com/en/quincy/"&gt;Ceph&lt;/a&gt; by &lt;a href="https://rook.io/"&gt;Rook&lt;/a&gt;&lt;/td&gt;&lt;td&gt;&lt;a href="https://github.com/rook/rook"&gt;Open source&lt;/a&gt;. Rook is a graduated &lt;a href="https://www.cncf.io/projects/rook/"&gt;CNCF project&lt;/a&gt;.&lt;/td&gt;&lt;td&gt;Developed and commercially supported by &lt;a href="https://access.redhat.com/documentation/en-us/red_hat_openshift_container_storage/4.8/html-single/red_hat_openshift_container_storage_architecture/index"&gt;Red Hat&lt;/a&gt;, &lt;a href="https://ubuntu.com/ceph"&gt;Canonical&lt;/a&gt; and &lt;a href="https://softiron.com/"&gt;SoftIron&lt;/a&gt;&lt;/td&gt;&lt;td&gt;RWO, ROX, RWX&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href="https://openebs.io/"&gt;OpenEBS&lt;/a&gt;&lt;/td&gt;&lt;td&gt;&lt;a href="https://github.com/openebs/openebs"&gt;Open source&lt;/a&gt;. Sandbox &lt;a href="https://www.cncf.io/projects/openebs/"&gt;CNCF project&lt;/a&gt;.&lt;/td&gt;&lt;td&gt;Developed and &lt;a href="https://openebs.io/commercial-support"&gt;commercially supported&lt;/a&gt; by &lt;a href="https://openebs.io/"&gt;MayaData&lt;/a&gt; et al.&lt;/td&gt;&lt;td&gt;RWO&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href="https://longhorn.io/"&gt;Longhorn&lt;/a&gt;&lt;/td&gt;&lt;td&gt;&lt;a href="https://github.com/longhorn/longhorn"&gt;Open source&lt;/a&gt;. Incubating &lt;a href="https://www.cncf.io/projects/longhorn/"&gt;CNCF project&lt;/a&gt;.&lt;/td&gt;&lt;td&gt;Originally developed by &lt;a href="https://rancher.com/products/longhorn"&gt;Rancher&lt;/a&gt;, and commercially supported by &lt;a href="https://www.suse.com/products/longhorn/"&gt;SUSE&lt;/a&gt;&lt;/td&gt;&lt;td&gt;RWO&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href="https://docs.ondat.io/docs/install/microsoft-azure-aks/"&gt;StorageOS&lt;/a&gt;&lt;/td&gt;&lt;td&gt;Closed source. License required.&lt;/td&gt;&lt;td&gt;Commercial support by &lt;a href="https://www.ondat.io/"&gt;Ondat&lt;/a&gt;.&lt;/td&gt;&lt;td&gt;RWO&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a href="https://linbit.com/kubernetes/"&gt;LINBIT&lt;/a&gt;&lt;/td&gt;&lt;td&gt;Open-source with enterprise plans&lt;/td&gt;&lt;td&gt;Enterprise support&lt;/td&gt;&lt;td&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;RWO is the most commonly supported mode. The report &amp;#8220;&lt;a href="https://www.architecting.it/product/performance-benchmarking-cloud-native-storage-solutions-for-kubernetes-ebook/"&gt;Performance Benchmarking Cloud Native Storage Solutions for Kubernetes&lt;/a&gt;&amp;#8221; makes a comparison of performance among some of the options in early 2021. Another potentially opinionated &lt;a href="https://linbit.com/cloud-native-sds-platform-comparsion/"&gt;comparison list&lt;/a&gt; is by LINBIT.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Portworx is a leading player with commercial SDS solution and I will test its free &lt;a href="https://portworx.com/blog/portworx-essentials-vs-portworx-enterprise/"&gt;Essential&lt;/a&gt; tier in the rest of this post. Ceph is one of the most mature leading open-source offering and I will test it in the next post.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;For Portworx, we can use the terraform template &lt;a href="https://github.com/digihunch/cloudkube/tree/main/azure"&gt;cloudkube for Azure&lt;/a&gt;. The template assigns the kubelet&amp;#8217;s managed identity as contributor of the node resource group. The template also creates a bastion host with direct SSH access to the nodes.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-portworx-operator-on-azure"&gt;Portworx Operator on Azure&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We use Portworx Operator to configure storage cluster. Portworx has an &lt;a href="https://docs.portworx.com/portworx-enterprise/platform/kubernetes/azure-aks/install"&gt;instruction&lt;/a&gt; for AKS but it is not tailored to specific identity model. For simplicity, use my cloudkube &lt;a href="https://github.com/digihunch/cloudkube/tree/main/azure"&gt;Terraform template&lt;/a&gt; to create the AKS cluster, and skip the &amp;#8220;&lt;a href="https://docs.portworx.com/portworx-enterprise/platform/kubernetes/azure-aks/install/install-using-operator"&gt;Prepare Your AKS Platform&lt;/a&gt;&amp;#8221; page. Instead, follow the &amp;#8220;&lt;a href="https://docs.portworx.com/portworx-enterprise/platform/kubernetes/azure-aks/install/azure-managed-identity-on-aks"&gt;Deploy Portworx using Azure managed identity on new AKS cluster&lt;/a&gt;&amp;#8221; page starting at step 7. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;At that step, we need to create a secret with the client ID of the managed identity for node agent. The terraform template outputs the BYO identity&amp;#8217;s client ID. After cluster creation, we simply SSH to the bastion host and create the secret using the output.&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-large"&gt;&lt;img loading="lazy" decoding="async" width="1953" height="755" src="https://www.digihunch.com/wp-content/uploads/2022/06/image-15.webp" alt="" class="wp-image-5810"/&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;To install Porworx using operator, we can follow a wizard in &lt;a href="https://central.portworx.com/"&gt;PX-central&lt;/a&gt;. If this is the first time, we need to create an account and log in to the portal. If this is not the first time and you have previously created a cluster, you need to detach that cluster by going to Profile from bottom left corner on the portal page. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Follow the guide in &amp;#8220;&lt;a href="https://docs.portworx.com/portworx-enterprise/platform/kubernetes/azure-aks/install/install-using-operator"&gt;Install Portworx on AKS using the Operator&lt;/a&gt;&amp;#8220;. In the wizard, click on &amp;#8220;Portworx Essentials&amp;#8221; for free tier, or &amp;#8220;Portworx Enterprise&amp;#8221; for the 30-day trial. Then select operator with latest version. In the rest of the wizard steps, select options applicable to Azure environment. The last step will present two kubectl commands to install operator and install the CR. Run the command to install operator and verify result:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl apply -f &lt;span style="color:#e6db74"&gt;&amp;#39;https://install.portworx.com/2.9?comp=pxoperator&amp;#39;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl -n kube-system get deployment portworx-operator&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h2 class="wp-block-heading"&gt;Portworx Custom Resource&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;To install the CR, we need to customize the given manifest in order to use our managed identity. We can download the YAML manifest (portworx_essentials.yml) and modify it in text editor. As the page &amp;#8220;&lt;a href="https://docs.portworx.com/portworx-enterprise/platform/kubernetes/azure-aks/install/azure-managed-identity-on-aks"&gt;Deploy Portworx using Azure managed identity on new AKS cluster&lt;/a&gt;&amp;#8221; suggest at step 9: in the&amp;nbsp;env&amp;nbsp;section, remove the AZURE_CLIENT_SECRET and AZURE_TENANT_ID sections but keep the AZURE_CLIENT_ID section. My CRD declaration looks like this:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-js" data-lang="js"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;#&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;SOURCE&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;https&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&lt;span style="color:#75715e"&gt;//install.portworx.com/?operator=true&amp;amp;mc=false&amp;amp;kbver=&amp;amp;oem=esse&amp;amp;user=myuserid&amp;amp;b=true&amp;amp;kd=type%3DPremium_LRS%2Csize%3D150&amp;amp;s=%22type%3DPremium_LRS%2Csize%3D150%22&amp;amp;c=my-very-long-px-cluster-id&amp;amp;aks=true&amp;amp;stork=true&amp;amp;csi=true&amp;amp;mon=true&amp;amp;tel=false&amp;amp;st=k8s&amp;amp;promop=true&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;kind&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;StorageCluster&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;apiVersion&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;core&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;libopenstorage&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;org&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;v1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;metadata&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;name&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;my&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;very&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;long&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;px&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;cluster&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;id&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;namespace&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;kube&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;system&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;annotations&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;portworx&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;io&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;install&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;source&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;https://install.portworx.com/?operator=true&amp;amp;mc=false&amp;amp;kbver=&amp;amp;oem=esse&amp;amp;user=myuserid&amp;amp;b=true&amp;amp;kd=type%3DPremium_LRS%2Csize%3D150&amp;amp;s=%22type%3DPremium_LRS%2Csize%3D150%22&amp;amp;c=my-very-long-px-cluster-id&amp;amp;aks=true&amp;amp;stork=true&amp;amp;csi=true&amp;amp;mon=true&amp;amp;tel=false&amp;amp;st=k8s&amp;amp;promop=true&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;portworx&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;io&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;is&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;aks&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;true&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;portworx&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;io&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;misc&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;args&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;--oem esse&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;spec&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;image&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;portworx&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;oci&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;monitor&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;2.10&lt;/span&gt;.&lt;span style="color:#ae81ff"&gt;2&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;imagePullPolicy&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;Always&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;kvdb&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;internal&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;true&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;cloudStorage&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;deviceSpecs&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;type&lt;/span&gt;&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;Premium_LRS&lt;/span&gt;,&lt;span style="color:#a6e22e"&gt;size&lt;/span&gt;&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;150&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;kvdbDeviceSpec&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;type&lt;/span&gt;&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;Premium_LRS&lt;/span&gt;,&lt;span style="color:#a6e22e"&gt;size&lt;/span&gt;&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;150&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;secretsProvider&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;k8s&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;stork&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;enabled&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;true&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;args&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;webhook&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;controller&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;true&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;autopilot&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;enabled&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;true&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;monitoring&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;prometheus&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;enabled&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;true&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;exportMetrics&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;true&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;featureGates&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;CSI&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;true&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;env&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;name&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;AZURE_CLIENT_ID&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;valueFrom&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;secretKeyRef&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;name&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;px&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;azure&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;key&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;AZURE_CLIENT_ID&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;---&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;apiVersion&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;v1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;kind&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;Secret&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;metadata&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;name&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;px&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;essential&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;namespace&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;kube&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;system&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;data&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;px&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;essen&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;user&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;id&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;aaaabbbbccccddddmyverylongpxessenuserid&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;px&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;osb&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;endpoint&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;ssssssyyyyyyyzzzzzzmyverylongpxosbendpoint&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;In this custom resource manifest, I specify to get the cluster to create disk from Azure, even though it has the capability of using an existing disk. Then apply the CRD manifest:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; kubectl apply -f portworx_essentials.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;This will take up to 10 minutes to create several related resources. There are several check points to ensure the cluster is created successfully. Here are some useful commands:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl -n kube-system get po &lt;span style="color:#75715e"&gt;# all Pods related to portworx should be ready and running, especially the portworx-api ones&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl -n kube-system get storagecluster &lt;span style="color:#75715e"&gt;# the status should report online&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;PX_POD&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;$(&lt;/span&gt;kubectl get pods -l name&lt;span style="color:#f92672"&gt;=&lt;/span&gt;portworx -n kube-system -o jsonpath&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#39;{.items[0].metadata.name}&amp;#39;&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;)&lt;/span&gt; &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# get the name of one of the portworx Pod for storage cluster&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl -n kube-system exec -c portworx -it $PX_POD --tty --stdin -- /opt/pwx/bin/pxctl status &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# should report &amp;#34;Status: PX is operational&amp;#34; with valid license loaded&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl get sc &lt;span style="color:#75715e"&gt;# portworx related storage classes are available&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;The pre-built storage classes are not CSI based. However, CSI should be automatically enabled in recent operator versions. We should create our own &lt;a href="https://docs.portworx.com/portworx-install-with-kubernetes/storage-operations/csi/volumelifecycle/"&gt;CSI storage classes&lt;/a&gt; and &lt;a href="https://docs.portworx.com/portworx-install-with-kubernetes/storage-operations/create-pvcs/dynamic-provisioning/"&gt;PVCs&lt;/a&gt; using our own storage classes. Here are two examples:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-js" data-lang="js"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;kind&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;StorageClass&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;apiVersion&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;storage&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;k8s&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;io&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;v1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;metadata&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;name&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;px&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;csi&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;database&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;provisioner&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;pxd&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;portworx&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;com&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;parameters&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;repl&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;2&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;priority_io&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;high&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;io_profile&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;db&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;---&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;kind&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;StorageClass&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;apiVersion&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;storage&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;k8s&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;io&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;v1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;metadata&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;name&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;px&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;csi&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;artifact&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;provisioner&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;pxd&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;portworx&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;com&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;parameters&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;repl&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;2&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;priority_io&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;medium&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;io_profile&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;sequential&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;That is a bare minimum Portworx installation. Check out their &lt;a href="https://docs.portworx.com/portworx-install-with-kubernetes/"&gt;documentation&lt;/a&gt; for the full features. With this minimum install we can go to the section &amp;#8220;Validate Persistent Storage&amp;#8221; from the previous post to validate the persistent volume.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;For troubleshooting purpose, &lt;a href="https://docs.portworx.com/reference/cli/basics/"&gt;pxctl&lt;/a&gt; is the utility and it is available on Portworx Pods.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Performance&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We care not only the functionality, but also the performance. So I ran a quick performance test using kube-str, using all default configuration. The result is as follows:&lt;/p&gt;&#10;&lt;figure class="wp-block-table is-style-regular"&gt;&lt;table class="has-cyan-bluish-gray-background-color has-background"&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td&gt;&lt;/td&gt;&lt;td&gt;read_iops&lt;/td&gt;&lt;td&gt;write_iops&lt;/td&gt;&lt;td&gt;read_bw&lt;/td&gt;&lt;td&gt;write_bw&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;px-csi-database&lt;/td&gt;&lt;td&gt;IOPS=969.614136 BW(KiB/s)=3894&lt;/td&gt;&lt;td&gt;IOPS=729.698059 BW(KiB/s)=2935&lt;/td&gt;&lt;td&gt;IOPS=1172.772827 BW(KiB/s)=150639&lt;/td&gt;&lt;td&gt;IOPS=691.626526 BW(KiB/s)=89053&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;px-csi-artifact&lt;/td&gt;&lt;td&gt;IOPS=780.681946 BW(KiB/s)=3139&lt;/td&gt;&lt;td&gt;IOPS=682.522766 BW(KiB/s)=2746&lt;/td&gt;&lt;td&gt;IOPS=773.548584 BW(KiB/s)=99549&lt;/td&gt;&lt;td&gt;IOPS=659.015320 BW(KiB/s)=84890&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Note that those numbers reflect performance under default configuration, and they should not be considered as the best performance that Portworx can deliver on Azure Kubernetes. Before moving to production, it is important to establish your own test parameters that best represents the container workload, and then iterate through different parameters for the storage class based on the requirement and performance output.&lt;/p&gt;&#10;&lt;nav class="wp-post-navigation" aria-label="Post navigation"&gt;&#10;&lt;a rel="prev" href="https://www.digihunch.com/2022/07/kubernetes-storage-on-azure-1-of-3-built-in-storage-and-nfs/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Kubernetes Storage on Azure 1 of 3 – built-in storage and NFS&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://www.digihunch.com/2022/08/storage-solution-on-aks-2-of-3-ceph-by-rook/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Kubernetes Storage on Azure 3 of 3 – Ceph by Rook&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item><item><title>Kubernetes Storage on Azure 1 of 3 – built-in storage and NFS</title><link>https://www.digihunch.com/2022/07/kubernetes-storage-on-azure-1-of-3-built-in-storage-and-nfs/</link><pubDate>Sun, 31 Jul 2022 15:22:00 -0400</pubDate><guid>https://www.digihunch.com/2022/07/kubernetes-storage-on-azure-1-of-3-built-in-storage-and-nfs/</guid><description>&lt;img src="https://www.digihunch.com/wp-content/uploads/2025/04/feature-aks-storage-1.webp" alt="Featured image of post Kubernetes Storage on Azure 1 of 3 – built-in storage and NFS" /&gt;&lt;p class="wp-block-paragraph"&gt;In the previous &lt;a href="https://www.digihunch.com/2022/05/hosting-database-on-kubernetes/"&gt;post&lt;/a&gt;, we understand that to host stateful workload, we need to manage persistent storage to the Kubernetes platform. In this post, I will explore the different storage options. These options are specific to Azure Kubernetes service. However, the principals apply to any Kubernetes platform regardless of cloud vendor.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In another old &lt;a href="https://www.digihunch.com/2021/06/kubernetes-storage-explained/"&gt;post&lt;/a&gt;, I discussed in-tree and CSI storage classes, and from a developer&amp;#8217;s perspective, how to mount volumes statically and dynamically once the storage class is available. Here in this post we are concerned with how to make storage classes available, from a platform specialist perspective.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Storage in Azure Kubernetes&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;As soon as the Azure Kubernetes cluster is launched, a number of built-in &lt;a href="https://docs.microsoft.com/en-us/azure/aks/concepts-storage#storage-classes"&gt;storage classes&lt;/a&gt; are available. Unlike third-party storage classes, they do not require kubelet identity to be contributor for node resource group. As &lt;a href="https://www.digihunch.com/2022/05/hosting-database-on-kubernetes/"&gt;discussed&lt;/a&gt; we shall use CSI based storage classes. &lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;managed-csi&lt;/li&gt;&#10;&lt;li&gt;managed-csi-premium&lt;/li&gt;&#10;&lt;li&gt;azurefile-csi&lt;/li&gt;&#10;&lt;li&gt;azurefile-csi-premium&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The main difference between them is the backing technology. However, form Kubernetes workload&amp;#8217;s perspective, the Pods as storage consumers are concerned with the &lt;a href="https://kubernetes.io/docs/concepts/storage/persistent-volumes/#access-modes"&gt;access mode&lt;/a&gt; instead of backing technology. Here are supported access modes:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;ReadWriteOnce: read-write by a single node&lt;/li&gt;&#10;&lt;li&gt;ReadOnlyMany: read only by many nodes&lt;/li&gt;&#10;&lt;li&gt;ReadWriteMany: read-write by many nodes&lt;/li&gt;&#10;&lt;li&gt;ReadWriteOncePod: new in Kubernetes 1.22 to restrict volume access to a single Pod&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The storage classes managed-csi and managed-csi-premium support ReadWriteOnce. The storage classes azurefile-csi and azurefile-csi-premium support ReadWriteMany.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Apart from these built-in options, Azure also suggests a few more options based on other types of Azure resources. For example, AKS can integrate with &lt;a href="https://azure.microsoft.com/en-us/services/hpc-cache/#overview"&gt;HPC cache&lt;/a&gt; and it for HPC. We can also self-manage a virtual machine &lt;a href="https://docs.microsoft.com/en-us/azure/aks/azure-nfs-volume"&gt;configured as NFS server&lt;/a&gt;, and use the &lt;a href="https://github.com/kubernetes-sigs/nfs-subdir-external-provisioner"&gt;NFS subdir external provisioner&lt;/a&gt; to configure storage class. Despite of the overhead with managing a VM, you have more configurability. My previous client reports that they gain better performance than the built-in options. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Another alternative is &lt;a href="https://docs.microsoft.com/en-us/azure/aks/azure-netapp-files"&gt;Azure NetApp Files&lt;/a&gt;. However, being a full enterprise grade solution (similar to &lt;a href="https://www.digihunch.com/2022/05/fsx-ontap-enterprise-storage-on-aws/"&gt;FSx ONTAP&lt;/a&gt;), &lt;a href="https://azure.microsoft.com/en-ca/services/netapp/"&gt;Azure NetApp Files&lt;/a&gt; costs an arm and a leg. In &lt;a href="https://www.kasten.io/kubernetes/resources/blog/aks-and-storage-performance-differences-among-kubernetes-storage-services"&gt;this comparison&lt;/a&gt;, it cost 60 to 100 times as the cost by built-in options.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Another option is &lt;a href="https://docs.microsoft.com/en-us/azure/aks/use-ultra-disks"&gt;Azure Ultra Disk&lt;/a&gt;, which needs to be enabled at cluster level. You can provision performance target (DiskIOPSReadWrite and DiskMBpsReadWrite) in the storage class. Ultra Disk is a good middle ground between the pricey NetApp files and the less performant built-in options.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-terraform-template-for-aks"&gt;Terraform Template for AKS&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;To explore the storage options, I use my own terraform template to create an AKS cluster. The template is in the &lt;a href="https://github.com/digihunch/cloudkube/tree/main/azure"&gt;azure&lt;/a&gt; directory of the &lt;a href="https://github.com/digihunch/cloudkube"&gt;cloudkube&lt;/a&gt; repo. The template consists a few configurations with Azure Kubernetes to facilitate storage configuration. First, it configures an SSH key pair to use between the bastion host and the node. Users can SSH to Kubernetes nodes from bastion host as soon as terraform apply is completed. Second, the third party storage options installed after the cluster creation need their Pod to instruct Azure to create Azure disks. This requires that a Kubernetes node agent have the permission to provision resources in the node resource group. This is important to understand because there are a couple of managed identities at play (refer to &lt;a href="https://www.digihunch.com/2021/12/aks-lessons-learned-2-of-2/"&gt;this&lt;/a&gt; post) when building an AKS cluster. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In Azure Kubernetes, it is the managed identity of kubelet, that needs to have contributor permission over the resource group for the nodes (not the one for the AKS cluster itself). A managed identity is expressed by a client ID, an object ID (aka principal ID), and the identity ID. We can find them out with an AZ CLI command as below:&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-large"&gt;&lt;img loading="lazy" decoding="async" width="1899" height="207" src="https://www.digihunch.com/wp-content/uploads/2022/06/image-14.webp" alt="" class="wp-image-5653"/&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We can also tell that the kubelet managed identity represents node agent, by connecting to a node and looking at the argument (kubernetes.azure.com/kubelet-identity-client-id) of kubelet process:&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-large"&gt;&lt;img loading="lazy" decoding="async" width="1794" height="784" src="https://www.digihunch.com/wp-content/uploads/2022/06/image-13.webp" alt="" class="wp-image-5650"/&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In the template, I also chose to designate the same BYO identity for both the cluster and for kubelet (node agent), in order to minimize my requirement on permission. If I had left it with a system assigned identity for node agent, I would have to assign that identity as a contributor for the node resource group, either as a user, or via Terraform&amp;#8217;s identity. Either way, it is beyond what a &lt;a href="https://docs.microsoft.com/en-us/azure/role-based-access-control/role-assignments-steps"&gt;Contributor&lt;/a&gt; is allowed to do.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Benchmarking with kubestr&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;I used &lt;a href="https://fio.readthedocs.io/en/latest/index.html"&gt;fio&lt;/a&gt; utility for storage benchmarking from virtual machines. However, fio utility is not for container. For &lt;a href="https://docs.portworx.com/install-with-other/operate-and-maintain/performance-and-tuning/fio/"&gt;fio testing&lt;/a&gt; on Kubernetes, I&amp;#8217;d have to use a Docker image, and test with target volume attached. Fortunately, the &lt;a href="https://www.kasten.io/"&gt;Kasten&lt;/a&gt; team shared their initiative in the open source project &lt;a href="https://kubestr.io/"&gt;Kubestr&lt;/a&gt;. The kubestr &lt;a href="https://github.com/kastenhq/kubestr/releases/tag/v0.4.31"&gt;release&lt;/a&gt; is available as an executable on common platforms. It connects to the cluster the same way as kubectl and &lt;a href="https://www.youtube.com/watch?v=j9UkQM-oa1k"&gt;here&lt;/a&gt; is a demo. To begin with, download the utility to bastion host, and run it without any argument, which prints the storage classes and &lt;a href="https://kubernetes.io/docs/concepts/storage/volume-snapshot-classes/"&gt;volume snapshot classes&lt;/a&gt;:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;curl -L -o kubestr.tar.gz https://github.com/kastenhq/kubestr/releases/download/v0.4.31/kubestr_0.4.31_Linux_amd64.tar.gz&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;tar -xvf kubestr.tar.gz &lt;span style="color:#f92672"&gt;&amp;amp;&amp;amp;&lt;/span&gt; rm kubestr.tar.gz &lt;span style="color:#f92672"&gt;&amp;amp;&amp;amp;&lt;/span&gt; chmod +x kubestr&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;./kubestr &lt;span style="color:#75715e"&gt;# if kubectl is configured, this command will print out the details of storage classes and volume snapshot classes&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;In addition to outputting details, it is also very simple to perform storage benchmarking with kubestr. All we need to do is giving it the storage class name and it will run four tests by default with common global options (ioengine=libaio verify=0 direct=1 gtod_reduce=1). The four tests are:&lt;/p&gt;&#10;&lt;figure class="wp-block-table is-style-regular"&gt;&lt;table class="has-cyan-bluish-gray-background-color has-background"&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td&gt;&lt;strong&gt;JobName&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;&lt;strong&gt;block_s&lt;/strong&gt;ize&lt;/td&gt;&lt;td&gt;&lt;strong&gt;filesize&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;&lt;strong&gt;iodepth&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;&lt;strong&gt;rw&lt;/strong&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;read_iops&lt;/td&gt;&lt;td&gt;4k&lt;/td&gt;&lt;td&gt;2G&lt;/td&gt;&lt;td&gt;64&lt;/td&gt;&lt;td&gt;randread&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;write_iops&lt;/td&gt;&lt;td&gt;4k&lt;/td&gt;&lt;td&gt;2G&lt;/td&gt;&lt;td&gt;64&lt;/td&gt;&lt;td&gt;randwrite&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;read_bw&lt;/td&gt;&lt;td&gt;128k&lt;/td&gt;&lt;td&gt;2G&lt;/td&gt;&lt;td&gt;64&lt;/td&gt;&lt;td&gt;randread&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;write_bw&lt;/td&gt;&lt;td&gt;128k&lt;/td&gt;&lt;td&gt;2G&lt;/td&gt;&lt;td&gt;64&lt;/td&gt;&lt;td&gt;randwrite&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;During each test, it measures and reports IOPS and bandwidth (throughput). If your I/O profile falls out of the four jobs, you can even customize your test by supplying a fio config file. For example, you need a longer test duration, or you need a larger total size for the test. Before the test, kubestr automatically mount their test volumes using the storage class being tested.&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;./kubestr fio -s my-storage-class &lt;span style="color:#75715e"&gt;# benchmarking a storage class&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;For read_iops and write_iops, we mainly look at the IOPS. For read_bw and write_bw, we mainly look at the bandwidth. The iops and bw &lt;a href="https://fio.readthedocs.io/en/latest/fio_doc.html#interpreting-the-output"&gt;based on samples&lt;/a&gt; are reported as first line of result, followed by min, max and average.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Metrics&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;With kubestr I ran a performance test amongst the native storage classes with Azure Kubernetes Service, with results as below:&lt;/p&gt;&#10;&lt;figure class="wp-block-table is-style-regular"&gt;&lt;table class="has-cyan-bluish-gray-background-color has-background"&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td&gt;&lt;/td&gt;&lt;td&gt;read_iops&lt;/td&gt;&lt;td&gt;write_iops&lt;/td&gt;&lt;td&gt;read_bw&lt;/td&gt;&lt;td&gt;write_bw&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;managed-csi&lt;/td&gt;&lt;td&gt;IOPS=314.729797 BW(KiB/s)=1275&lt;/td&gt;&lt;td&gt;IOPS=297.071136 BW(KiB/s)=1204&lt;/td&gt;&lt;td&gt;IOPS=315.311188 BW(KiB/s)=40887&lt;/td&gt;&lt;td&gt;IOPS=261.048645 BW(KiB/s)=33941&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;managed-csi-premium&lt;/td&gt;&lt;td&gt;IOPS=493.395844 BW(KiB/s)=1990&lt;/td&gt;&lt;td&gt;IOPS=426.731812 BW(KiB/s)=1723&lt;/td&gt;&lt;td&gt;IOPS=455.950348 BW(KiB/s)=58894&lt;/td&gt;&lt;td&gt;IOPS=422.888855 BW(KiB/s)=54662&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;azurefile-csi&lt;/td&gt;&lt;td&gt;IOPS=259.333282 BW(KiB/s)=1053&lt;/td&gt;&lt;td&gt;IOPS=283.985779 BW(KiB/s)=1152&lt;/td&gt;&lt;td&gt;IOPS=240.447403 BW(KiB/s)=31298&lt;/td&gt;&lt;td&gt;IOPS=230.689804 BW(KiB/s)=30048&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;azurefile-csi-premium&lt;/td&gt;&lt;td&gt;IOPS=394.044739 BW(KiB/s)=1586&lt;/td&gt;&lt;td&gt;IOPS=371.181793 BW(KiB/s)=1494&lt;/td&gt;&lt;td&gt;IOPS=380.360535 BW(KiB/s)=49018&lt;/td&gt;&lt;td&gt;IOPS=491.313446 BW(KiB/s)=63310&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;These numbers are based on default test parameters (e.g. 100Gi PVC size). The numbers indicate that block storage generally performs better in default setting. So we should use managed disk instead of azure file unless multiple pods needs to access the same volume.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Validate Persistent Storage&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We can use mysql as a quick and dirty test of storage classes. We can deploy the following manifest:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-yaml" data-lang="yaml"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;apiVersion&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;v1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;kind&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;PersistentVolumeClaim&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;metadata&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql-pvc&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;spec&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;storageClassName&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;managed-csi-premium&lt;/span&gt; &lt;span style="color:#75715e"&gt;# the storage class being tested&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;accessModes&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#ae81ff"&gt;ReadWriteOnce&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;resources&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;requests&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;storage&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;5Gi&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;---&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;apiVersion&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;v1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;kind&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;Secret&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;metadata&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;data&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;password&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;eHl6 &lt;/span&gt; &lt;span style="color:#75715e"&gt;# base64 code of xyz&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;---&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;apiVersion&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;apps/v1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;kind&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;Deployment&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;metadata&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;labels&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;app&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;spec&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;replicas&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;selector&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;matchLabels&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;app&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;template&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;metadata&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;labels&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;app&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;spec&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;containers&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;image&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql:5.6&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;env&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;MYSQL_ROOT_PASSWORD&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;valueFrom&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;secretKeyRef&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;key&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;password&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;ports&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;containerPort&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;3306&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;volumeMounts&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql-persistent-storage&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;mountPath&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;/var/lib/mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;volumes&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql-persistent-storage&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;persistentVolumeClaim&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;claimName&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql-pvc&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;---&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;apiVersion&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;v1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;kind&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;Service&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;metadata&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql-service&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;labels&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;service&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;spec&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;selector&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;app&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;ports&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;tcp-mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;protocol&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;TCP&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;port&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;3306&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;targetPort&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;3306&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Once the Pod has been created, then we use a throw-away Pod to connect to mysql service and build some data:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl run mysql-cli --rm -i --tty --image imega/mysql-client -- /bin/sh&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;If you don&lt;span style="color:#e6db74"&gt;&amp;#39;t see a command prompt, try pressing enter.&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;/ # mysql --host=mysql-service.default.svc.cluster.local --user=root --password=xyz&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;Welcome to the MariaDB monitor. Commands end with ; or \g. Your MySQL connection id is 9 Server version: 5.6.51 MySQL Community Server (GPL) Copyright (c) 2000, 2018, Oracle, MariaDB Corporation Ab and others. Type &amp;#39;&lt;/span&gt;help;&lt;span style="color:#e6db74"&gt;&amp;#39; or &amp;#39;&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;\h&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#39; for help. Type &amp;#39;&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;\c&lt;/span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt; to clear the current input statement. MySQL &lt;span style="color:#f92672"&gt;[(&lt;/span&gt;none&lt;span style="color:#f92672"&gt;)]&lt;/span&gt;&amp;gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;From the mysql shell, we create a test database with dummy data populated:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-sql" data-lang="sql"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;CREATE&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;DATABASE&lt;/span&gt; &lt;span style="color:#f92672"&gt;`&lt;/span&gt;testdb&lt;span style="color:#f92672"&gt;`&lt;/span&gt;; &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;USE testdb; &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;CREATE&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;TABLE&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;IF&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;NOT&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;EXISTS&lt;/span&gt; tasks ( &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; task_id INT AUTO_INCREMENT &lt;span style="color:#66d9ef"&gt;PRIMARY&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;KEY&lt;/span&gt;, &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; title VARCHAR(&lt;span style="color:#ae81ff"&gt;255&lt;/span&gt;) &lt;span style="color:#66d9ef"&gt;NOT&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;NULL&lt;/span&gt;, &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; description TEXT, &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; created_at &lt;span style="color:#66d9ef"&gt;TIMESTAMP&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;DEFAULT&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;CURRENT_TIMESTAMP&lt;/span&gt; &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;) ENGINE&lt;span style="color:#f92672"&gt;=&lt;/span&gt;INNODB; &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;INSERT&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;INTO&lt;/span&gt; tasks (title, description) &lt;span style="color:#66d9ef"&gt;VALUES&lt;/span&gt; (&lt;span style="color:#e6db74"&gt;&amp;#39;Job A&amp;#39;&lt;/span&gt;,&lt;span style="color:#e6db74"&gt;&amp;#39;Morning Standup&amp;#39;&lt;/span&gt;);&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;INSERT&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;INTO&lt;/span&gt; tasks (title, description) &lt;span style="color:#66d9ef"&gt;VALUES&lt;/span&gt; (&lt;span style="color:#e6db74"&gt;&amp;#39;Job B&amp;#39;&lt;/span&gt;,&lt;span style="color:#e6db74"&gt;&amp;#39;Latte with two shots of espresso&amp;#39;&lt;/span&gt;);&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;INSERT&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;INTO&lt;/span&gt; tasks (title, description) &lt;span style="color:#66d9ef"&gt;VALUES&lt;/span&gt; (&lt;span style="color:#e6db74"&gt;&amp;#39;Job C&amp;#39;&lt;/span&gt;,&lt;span style="color:#e6db74"&gt;&amp;#39;Coding coding and coding&amp;#39;&lt;/span&gt;);&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;INSERT&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;INTO&lt;/span&gt; tasks (title, description) &lt;span style="color:#66d9ef"&gt;VALUES&lt;/span&gt; (&lt;span style="color:#e6db74"&gt;&amp;#39;Job D&amp;#39;&lt;/span&gt;,&lt;span style="color:#e6db74"&gt;&amp;#39;git commit&amp;#39;&lt;/span&gt;);&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Each SQL command should return with number of rows affected and then we can exit the MySQL shell and Pod shell. Once we exit out of the Pod shell, the Pod is deleted. We can re-connect to validate the data are still present:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl run mysql-tester --rm -i --tty --image imega/mysql-client -- mysql --host&lt;span style="color:#f92672"&gt;=&lt;/span&gt;mysql-service.default.svc.cluster.local --user&lt;span style="color:#f92672"&gt;=&lt;/span&gt;root --password&lt;span style="color:#f92672"&gt;=&lt;/span&gt;xyz --database testdb --execute&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#39;SELECT * FROM tasks;&amp;#39;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;If you don&lt;span style="color:#e6db74"&gt;&amp;#39;t see a command prompt, try pressing enter.&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;Got error: Access denied for user &amp;#39;&lt;/span&gt;root&lt;span style="color:#e6db74"&gt;&amp;#39;@&amp;#39;&lt;/span&gt;147.206.3.15&lt;span style="color:#e6db74"&gt;&amp;#39; (using password: NO)&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;+---------+-------+----------------------------------+---------------------+&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;| task_id | title | description | created_at |&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;+---------+-------+----------------------------------+---------------------+&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;| 1 | Job A | Morning Standup | 2022-06-22 20:29:12 |&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;| 2 | Job B | Latte with two shots of espresso | 2022-06-22 20:29:12 |&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;| 3 | Job C | Coding coding and coding | 2022-06-22 20:29:12 |&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;| 4 | Job D | git commit | 2022-06-22 20:29:13 |&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;+---------+-------+----------------------------------+---------------------+&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;Session ended, resume using &amp;#39;&lt;/span&gt;kubectl attach mysql-tester -c mysql-tester -i -t&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt; command when the pod is running&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;pod &lt;span style="color:#e6db74"&gt;&amp;#34;mysql-tester&amp;#34;&lt;/span&gt; deleted&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;The output validates the persistent storage of the data. When testing a different storage class, simply start over with a different storage class specified in the PVC part of the manifest.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Summary&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;This post focuses on storage options for persistent volumes on Azure Kubernetes service. I use my own Terraform template with some custom configuration. I also covered kubestr as benchmarking tool and ran it against the built-in storage classes. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In some situations, the built-in options do not suit your needs. For example, you might want your application to use persistent volume in a consistent way across multiple cloud vendors. We will have to resort to third-party software defined storage layer. In the next post, I will explore a couple of SDS-based options, namely Portworx and Ceph. The custom configurations in the Terraform template will be helpful when we configure Portworx.&lt;/p&gt;&#10;&lt;nav class="wp-post-navigation" aria-label="Post navigation"&gt;&#10;&lt;a rel="prev" href="https://www.digihunch.com/2022/07/intro-to-ceph-storage/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Intro to Ceph storage&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://www.digihunch.com/2022/08/kubernetes-storage-on-azure-2-of-3-portworx/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Kubernetes Storage on Azure 2 of 3 – Portworx&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item><item><title>From Ingress to CRD: why my solution needs Istio Gateways on Kubernetes platforms</title><link>https://www.digihunch.com/2021/12/from-ingress-to-gateway-why-you-need-istio-gateways-on-kubernetes-platforms/</link><pubDate>Wed, 29 Dec 2021 22:50:16 -0400</pubDate><guid>https://www.digihunch.com/2021/12/from-ingress-to-gateway-why-you-need-istio-gateways-on-kubernetes-platforms/</guid><description>&lt;img src="https://www.digihunch.com/wp-content/uploads/2025/04/feature-ingress-crd.webp" alt="Featured image of post From Ingress to CRD: why my solution needs Istio Gateways on Kubernetes platforms" /&gt;&lt;p class="wp-block-paragraph"&gt;&lt;strong&gt;Update&lt;/strong&gt;: also read my other article &lt;a href="https://medium.com/slalom-build/managing-ingress-traffic-on-kubernetes-platforms-ebd537cdfb46"&gt;here&lt;/a&gt; on the different generations of ingress technologies.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In my &lt;a href="https://github.com/digihunch/korthweb"&gt;Korthweb&lt;/a&gt; project I was researching for the best ingress mechanism for HTTP and TCP workload, both of which need to be secured. I started with Kubernetes Ingress but eventually decided to go with Istio Gateway. This blog post is about the justification. In this essay, I will make the distinction between Ingress and Gateway and explain why a Kubernetes platform needs the latter going forward.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The word ingress can be used either to indicate ingress resource (in conjunction with ingress controller) in the context of Kubernetes cluster, or more generally to indicate the technology (e.g. provided by service mesh) to direct north-south traffic, originated from the outside into the workload running within the cluster. I will use both meanings of the word ingress throughout the article. &lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-background"&gt;Background&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In my previous &lt;a href="https://www.digihunch.com/2021/07/traffic-management-in-kubernetes-service-and-ingress/"&gt;post&lt;/a&gt;, I discussed Kubernetes Service object and native Ingress. In short, a Service object addresses the problem of exposing a workload (Pod or Deployment), operating at layer 3-4. A &lt;span style="text-decoration: underline;"&gt;ClusterIP&lt;/span&gt; type of service exposes workload within the cluster only, and therefore is only used by internal services that are consumed by workload in the same cluster. A &lt;span style="text-decoration: underline;"&gt;NodePort&lt;/span&gt; type of service exposes workload to outside of the cluster, using the node&amp;#8217;s IP address and port range available on the node, a great step forward but still quite inconvenient and subject to the limitation of using Node&amp;#8217;s IP and Port. A &lt;span style="text-decoration: underline;"&gt;LoadBalancer&lt;/span&gt; type of Service brings separate IP address and port for running a service. To back up this type of service, the platform has to provide a load balancer with its own IP address and port range to manage. The implementation is platform specific e.g. Metal LB for Minikube, Azure Load Balancer for AKS, NLB for AWS EKS. In this type of service, Node Ports still exists but are not exposed to the outside world. Instead, they are only exposed to the backend of Load Balancer, whose front-end port is exposed to the outside world. In both NodePort and LoadBalancer types of Service, the kube-proxy process plays a role on each node to direct traffic into NodePort to target Pods.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Kubernetes Ingress, on the other hand, targets issues above layer 4, for example, path-based routing and is therefore mostly used for HTTP and HTTPS traffic. It is implemented by an &lt;a href="https://kubernetes.io/docs/concepts/services-networking/ingress-controllers/"&gt;Ingress Controller&lt;/a&gt; and now there has been a diverse ecosystem of those ingress controllers. In many implementations (e.g. Azure Application Gateway Ingress Controller, AGIC), the ingress themselves usually come with a load balancer managed by themselves. This eliminates the need for a separate LoadBalancer type of Service just for L4 capability. As a result, Ingress (with both L4 and L7 capabilities) is usually deployed along with ClusterIP type Service. &lt;a href="https://docs.microsoft.com/en-us/azure/aks/ingress-basic"&gt;Here&lt;/a&gt; is an example. The declaration of the Ingress in this case usually contains numerous lines of annotations in order to communicate the specification to the implementation.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-requirement"&gt;Requirement&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Using Kubernetes Ingress along with Service of ClusterIP type seems perfect to address the majority of use cases. However, it has its blind spots. My Korthweb project deals with &lt;a href="https://www.digihunch.com/2020/11/how-imaging-devices-talk-to-each-other-tip-in-dicom/"&gt;DICOM&lt;/a&gt; traffic (a protocol on top of TCP) over TLS as well as HTTP traffic, which can be broken down as:&lt;/p&gt;&#10;&lt;ol class="wp-block-list"&gt;&#10;&lt;li&gt;The ability to proxy TCP traffic over an arbitrary TCP port&lt;/li&gt;&#10;&lt;li&gt;The ability to terminate TLS/SSL encryption &lt;span style="text-decoration: underline;"&gt;for TCP traffic&lt;/span&gt; &lt;/li&gt;&#10;&lt;/ol&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The Ingress &lt;a href="https://kubernetes.io/docs/concepts/services-networking/ingress/#what-is-ingress"&gt;documentation&lt;/a&gt; of Kubernetes clearly states that: an Ingress does not expose arbitrary ports or protocols. Exposing services other than HTTP and HTTPS to the internet typically uses a service of type&amp;nbsp;&lt;a href="https://kubernetes.io/docs/concepts/services-networking/service/#type-nodeport"&gt;Service.Type=NodePort&lt;/a&gt;&amp;nbsp;or&amp;nbsp;&lt;a href="https://kubernetes.io/docs/concepts/services-networking/service/#loadbalancer"&gt;Service.Type=LoadBalancer&lt;/a&gt;. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The stance of community-driven Nginx ingress controller can be found in the &lt;a href="https://kubernetes.github.io/ingress-nginx/user-guide/exposing-tcp-udp-services/"&gt;documentation&lt;/a&gt;, which suggests the use of Service object for arbitrary TCP port. There is some unofficial &lt;a href="https://github.com/kubernetes/ingress-nginx/issues/636"&gt;claims&lt;/a&gt; of workaround available but I&amp;#8217;m not confident.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;I also went through a number of other Ingress providers but to my disappointment, the only product that supports it seems to be Traefik:&lt;/p&gt;&#10;&lt;figure class="wp-block-table"&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;Product&lt;/td&gt;&lt;td&gt;Requirement #1&lt;/td&gt;&lt;td&gt;Requirement #2&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;F5 driven Nginx Ingress Controller&lt;/td&gt;&lt;td&gt;Supported&lt;/td&gt;&lt;td&gt;There have also been &lt;a href="https://github.com/nginxinc/kubernetes-ingress/issues/831#issuecomment-578206759"&gt;requests&lt;/a&gt; for TLS termination for TCP traffic but the request has not been closed as of yet.&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;meta charset="utf-8"&gt;HA Proxy Ingress controller&lt;/td&gt;&lt;td&gt;Supported&lt;/td&gt;&lt;td&gt;There&amp;#8217;s no mention of this in &lt;a href="https://haproxy-ingress.github.io/docs/"&gt;documentation&lt;/a&gt;.&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;Kong&amp;#8217;s Kubernetes Controller (with TCPIngress CRD)&lt;/td&gt;&lt;td&gt;Supported&lt;/td&gt;&lt;td&gt;&lt;a href="https://docs.konghq.com/kubernetes-ingress-controller/2.1.x/guides/using-tcpingress/"&gt;Documentation&lt;/a&gt; claims support through SNI-based routing. However, the &lt;a href="https://docs.konghq.com/kubernetes-ingress-controller/2.1.x/guides/using-tcpingress/#tls-sni-based-routing"&gt;example&lt;/a&gt; demonstrates it using self-signed certificate only. BYO cert not supported according to this GitHub &lt;a href="https://github.com/Kong/kong/issues/8151"&gt;issue&lt;/a&gt;.&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;meta charset="utf-8"&gt;Traefik Lab&amp;#8217;s &lt;meta charset="utf-8"&gt;&lt;a href="https://doc.traefik.io/traefik/routing/providers/kubernetes-crd/#kind-ingressroute"&gt;IngressRoute&lt;/a&gt; (with IngressRouteTCP CRD)&lt;/td&gt;&lt;td&gt;Supported&lt;/td&gt;&lt;td&gt;Documentation seems to suggest that it is supported by &lt;a href="https://doc.traefik.io/traefik/routing/providers/kubernetes-crd/"&gt;IngressRoute&lt;/a&gt;.&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;My general impression is that Req #2 isn&amp;#8217;t very popular so the providers either don&amp;#8217;t support it or delaying the implementation. Even if they do, the CRD used for TCP ingress is different than HTTP&amp;#8217;s. For example with Traefik Lab, the CRD for TCP is IngressRouteTCP, and for HTTP it is IngressRoute.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-introduction-to-gateway"&gt;Introduction to Gateway&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In addition to functional shortages, according to &lt;a href="https://kubernetes.io/blog/2021/04/22/evolving-kubernetes-networking-with-the-gateway-api/"&gt;this&lt;/a&gt; blog post, there are signs of fragmentation into different but strikingly similar CRDs and overloaded annotations. In Kubecon 2019, a group of contributors discussed the evolution of Ingress into Gateway. Below are the two key slides stolen from their &lt;a href="https://kubernetes.io/blog/2021/04/22/evolving-kubernetes-networking-with-the-gateway-api/"&gt;presentation&lt;/a&gt;:&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" src="https://www.digihunch.com/wp-content/uploads/2021/12/image.webp" alt="" class="wp-image-3269" width="719" height="280"/&gt;&lt;/figure&gt;&#10;&lt;/div&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" src="https://www.digihunch.com/wp-content/uploads/2021/12/image-1.webp" alt="" class="wp-image-3270" width="716" height="336"/&gt;&lt;/figure&gt;&#10;&lt;/div&gt;&#10;&lt;p class="wp-block-paragraph"&gt;This sums up how the concept of Gateway is different from Ingress. Gateway is an instantiation of a given LB. It works along with Route to achieve the functions brought by an Ingress. Gateway as a resource type of its own makes management easier at L4-L6 by a separate team. Routing at L7 is offloaded to &amp;#8220;Route&amp;#8221; resource type.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;This conceptual evolution gives rise to the &lt;a href="https://gateway-api.sigs.k8s.io/"&gt;Gateway API&lt;/a&gt; open source &lt;a href="https://github.com/kubernetes-sigs/gateway-api"&gt;project&lt;/a&gt; managed by the SIG-NETWORK community. &lt;a href="https://github.com/kubernetes-sigs/gateway-api"&gt;Gateway API&lt;/a&gt; is a collection of resources that model service networking in Kubernetes, including GatewayClass, Gateway, HTTPRoute, TCPRoute, Service etc. The aim of this initiative is to evolve Kubernetes service networking through expressive, extensive and role-oriented interfaces that are implemented by many vendors and have broad industry support.&lt;/p&gt;&#10;&lt;figure class="wp-block-image"&gt;&lt;img decoding="async" src="https://gateway-api.sigs.k8s.io/images/api-model.png" alt="Gateway API Model"/&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The diagram above stolen from Gateway API website illustrate the management model for each resource.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-kubernetes-gateway-implementations"&gt;Kubernetes Gateway Implementations&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The Gateway API is still a fairly young initiative and all the reference &lt;a href="https://gateway-api.sigs.k8s.io/implementations/"&gt;implementations&lt;/a&gt; are either work-in-progress or in early stages. In the last section, we learned that in the journey from Ingress to Gateway, the standardization initiative comes a bit behind the implementation efforts. For many supporters, the natural strategy is to continue with existing proprietary ingress controller implementation, and retrofit their technology to the emerging Gateway API along the way.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Because of that, we can see many market players with multiple flavours of implementations, typically one that evolves from their original product offering, with higher adoption rate and maturity level, and one that conforms to Gateway API specification. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;For example, Traefik Labs has its &lt;a href="https://doc.traefik.io/traefik/routing/providers/kubernetes-gateway/"&gt;Gateway API implementation&lt;/a&gt; in experimental stage. Its own implementation consists of (standard) Kubernetes &lt;a href="https://doc.traefik.io/traefik/routing/providers/kubernetes-ingress/"&gt;Ingress&lt;/a&gt; and Kubernetes &lt;a href="https://doc.traefik.io/traefik/routing/providers/kubernetes-crd/"&gt;IngressRoute&lt;/a&gt; (based on custom resource with support of advanced features such as TCP route). Another example is the HAProxy &lt;a href="https://www.haproxy.com/documentation/kubernetes/latest/usage/ingress/"&gt;Ingress&lt;/a&gt;, a community driven ingress controller implementation for HAProxy. Starting from its version 0.13, it partially supports the Gateway API&amp;#8217;s v1alpha1 specification. &lt;a href="https://haproxy-ingress.github.io/docs/configuration/gateway-api/#conformance"&gt;Here&lt;/a&gt; is the conformance statement. &lt;a href="https://projectcontour.io/getting-started/"&gt;Contour&lt;/a&gt; as a CNCF project for ingress controller has support for Gateway API at &lt;a href="https://projectcontour.io/docs/1.27/guides/gateway-api/"&gt;alpha&lt;/a&gt; version. Kong&amp;#8217;s &lt;a href="https://github.com/kong/kubernetes-ingress-controller"&gt;Kubernetes Ingress Controller&lt;/a&gt; follows the same path.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The Gateway functionality is also provided as part of Service Mesh product offering, and we can see some reference implementation by service mesh providers. Istio has its own Gateway implementation but tries to adapt to &lt;a href="https://istio.io/latest/docs/tasks/traffic-management/ingress/gateway-api/#differences-from-istio-apis"&gt;Kubernetes Gateway API&lt;/a&gt;. Hashicorp Consul also claims to be building support for Kubernetes Gateway API.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Until the Gateway API project matures, it is not recommended to use Gateway implementations that conforms to it, unless you intend to be their Guinea Pig. For my project, I chose Istio Gateway.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-istio-gateway-implementation"&gt;Istio Gateway implementation&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;As discussed, when the Gateway standard is still in its infancy, I chose a non-standard implementation of Gateway, even though it may include some CRDs. Out of the many Gateway implementations, I choose Istio mainly for two reasons.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;First, I need a Gateway as part of service mesh because service mesh provides many other features that are needed in the platform. One of the goals of &lt;a href="https://www.digihunch.com/2021/11/from-microservice-to-service-mesh/"&gt;Service Mesh&lt;/a&gt; is to provide commonly used features (traffic management, observability, security, extensibility) in a commodity layer on top of Kubernetes. Gateway is not the only thing I need out of this commodity layer. With one install of Istio, many common platform-level problems are also addressed (e.g. mTLS, traceability, etc). I&amp;#8217;ve compared three major service mesh technologies as below:&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;thead&gt;&lt;tr&gt;&lt;th&gt;Linkderd&lt;/th&gt;&lt;th&gt;Istio&lt;/th&gt;&lt;th&gt;Consul&lt;/th&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td&gt;&amp;#8211; lightweight&lt;br&gt;&amp;#8211; uses linkerd2-proxy&lt;br&gt;&amp;#8211; the original service mesh&lt;br&gt;&amp;#8211; no Gateway implementation (deal breaker in my use case)&lt;/td&gt;&lt;td&gt;&amp;#8211; feature rich&lt;br&gt;&amp;#8211; uses Envoy proxy&lt;br&gt;&amp;#8211; complex but getting better&lt;/td&gt;&lt;td&gt;&amp;#8211; initially a service discovery and distributed key-value store&lt;br&gt;&amp;#8211; lacks observability features but getting better&lt;br&gt;&amp;#8211; uses Envoy proxy&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 worth-noting that there are some initiatives to standardize service mesh (e.g. &lt;a href="https://smi-spec.io/"&gt;SMI&lt;/a&gt;) with reference implementation such as &lt;a href="https://openservicemesh.io/"&gt;OpenServiceMesh&lt;/a&gt;. The standard is too weak to be considered important for now compared with maturity and stability. Istio has strong community support. The risk with Istio to acknowledge, is that it is &lt;span style="text-decoration: underline;"&gt;not&lt;/span&gt; following an open-governance model (unlike many other &lt;a href="https://www.cncf.io/news/2020/07/28/the-new-stack-googles-management-of-istio-raises-questions-in-the-cloud-native-community/"&gt;CNCF&lt;/a&gt; projects), which could potentially causes vendor lock-in. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Second, The Istio Gateway features the separation between Gateway and Virtual Service CRDs. The former defines entry point and the latter defines routing rules. This design separates entry points from routing rules, enabling the flexibility of reusing the same Virtual Service for different gateways.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Istio uses Envoy proxy to manage traffic between Pods. Unlike the kube-proxy pattern, the Envoy proxies are side-car containers centrally managed by Istio Control Plane, which also enables other features such as traceability, as illustrated in the diagram below (stolen from &lt;a href="https://thenewstack.io/why-do-you-need-istio-when-you-already-have-kubernetes/"&gt;this&lt;/a&gt; post).&lt;/p&gt;&#10;&lt;figure class="wp-block-image"&gt;&lt;img decoding="async" src="https://cdn.thenewstack.io/media/2021/03/200a2844-image4.png" alt=""/&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In addition to Virtual Service, Istio &lt;a href="https://istio.io/latest/docs/reference/config/networking/gateway/"&gt;Gateway&lt;/a&gt; also has the concept of Destination Rules. &lt;a href="https://istio.io/latest/docs/reference/config/networking/virtual-service/"&gt;Virtual Service&lt;/a&gt; defines how to route traffic to different destinations. &lt;a href="https://istio.io/latest/docs/reference/config/networking/destination-rule/"&gt;Destination rule&lt;/a&gt; defines how to split traffic to different subset at the routing destination. The concepts are documented on &lt;a href="https://istio.io/latest/docs/reference/config/networking/"&gt;this&lt;/a&gt; page. For HTTP traffic, the relevant entities can be represented in the diagram below:&lt;/p&gt;&#10;&lt;p class="has-white-background-color has-background wp-block-paragraph"&gt;&lt;svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" version="1.1" width="661px" viewBox="-0.5 -0.5 661 341" style="max-width:100%;max-height:341px;"&gt;&lt;defs&gt;&lt;/defs&gt;&lt;g&gt;&lt;path d="M 120 275 L 150 275 L 150 95 L 173.63 95" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="stroke"&gt;&lt;/path&gt;&lt;path d="M 178.88 95 L 171.88 98.5 L 173.63 95 L 171.88 91.5 Z" fill="rgb(0, 0, 0)" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="all"&gt;&lt;/path&gt;&lt;rect x="0" y="210" width="120" height="130" fill="#f5f5f5" stroke="#666666" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe flex-start; width: 118px; height: 1px; padding-top: 275px; margin-left: 2px;"&gt;&lt;div data-drawio-colors="color: #333333; " style="box-sizing: border-box; font-size: 0px; text-align: left;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(51, 51, 51); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;&lt;ul&gt;&lt;li&gt;hosts&lt;/li&gt;&lt;li&gt;gateways&lt;/li&gt;&lt;li&gt;&lt;b&gt;&lt;font color="#0000cc"&gt;http&lt;/font&gt;&lt;/b&gt;&lt;/li&gt;&lt;li&gt;tls&lt;/li&gt;&lt;li&gt;tcp&lt;/li&gt;&lt;li&gt;exportTo&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="2" y="279" fill="#333333" font-family="Helvetica" font-size="12px"&gt;hostsgatewayshttptls&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;path d="M 300 95 L 333.63 95" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="stroke"&gt;&lt;/path&gt;&lt;path d="M 338.88 95 L 331.88 98.5 L 333.63 95 L 331.88 91.5 Z" fill="rgb(0, 0, 0)" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="all"&gt;&lt;/path&gt;&lt;path d="M 240 160 L 240 180 L 240 160 L 240 173.63" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="stroke"&gt;&lt;/path&gt;&lt;path d="M 240 178.88 L 236.5 171.88 L 240 173.63 L 243.5 171.88 Z" fill="rgb(0, 0, 0)" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="all"&gt;&lt;/path&gt;&lt;rect x="180" y="30" width="120" height="130" fill="#f5f5f5" stroke="#666666" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe flex-start; width: 118px; height: 1px; padding-top: 95px; margin-left: 182px;"&gt;&lt;div data-drawio-colors="color: #333333; " style="box-sizing: border-box; font-size: 0px; text-align: left;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(51, 51, 51); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;&lt;ul&gt;&lt;li&gt;&lt;b&gt;&lt;font color="#0000cc"&gt;match&lt;/font&gt;&lt;/b&gt;&lt;/li&gt;&lt;li&gt;&lt;b&gt;&lt;font color="#0000cc"&gt;route&lt;/font&gt;&lt;/b&gt;&lt;/li&gt;&lt;li&gt;retries&lt;/li&gt;&lt;li&gt;timeout&lt;/li&gt;&lt;li&gt;rewrite&lt;/li&gt;&lt;li&gt;redirect&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="182" y="99" fill="#333333" font-family="Helvetica" font-size="12px"&gt;matchrouteretriestim&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="180" y="210" width="120" height="130" fill="#f5f5f5" stroke="#666666" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe flex-start; width: 118px; height: 1px; padding-top: 275px; margin-left: 182px;"&gt;&lt;div data-drawio-colors="color: #333333; " style="box-sizing: border-box; font-size: 0px; text-align: left;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(51, 51, 51); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;&lt;ul&gt;&lt;li&gt;uri&lt;/li&gt;&lt;li&gt;scheme&lt;/li&gt;&lt;li&gt;method&lt;/li&gt;&lt;li&gt;headers&lt;/li&gt;&lt;li&gt;port&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="182" y="279" fill="#333333" font-family="Helvetica" font-size="12px"&gt;urischememethodheade&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="0" y="180" width="120" height="30" fill="none" stroke="none" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; 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text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 118px; height: 1px; padding-top: 15px; margin-left: 181px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;HTTPRoute&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="240" y="19" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;HTTPRoute&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="180" y="180" width="120" height="30" fill="none" stroke="none" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; 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text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe flex-start; width: 118px; height: 1px; padding-top: 95px; margin-left: 342px;"&gt;&lt;div data-drawio-colors="color: #333333; " style="box-sizing: border-box; font-size: 0px; text-align: left;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(51, 51, 51); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;&lt;ul&gt;&lt;li&gt;&lt;b&gt;&lt;font color="#0000cc"&gt;destination&lt;/font&gt;&lt;/b&gt;&lt;/li&gt;&lt;li&gt;weight&lt;/li&gt;&lt;li&gt;headers&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="342" y="99" fill="#333333" font-family="Helvetica" font-size="12px"&gt;destinationweighthea&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="340" y="0" width="120" height="30" fill="none" stroke="none" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 118px; height: 1px; padding-top: 15px; margin-left: 341px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;HTTPRouteDestionation&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="400" y="19" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;HTTPRouteDestionation&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;path d="M 460 275 L 485 275 L 485 95 L 503.63 95" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="stroke"&gt;&lt;/path&gt;&lt;path d="M 508.88 95 L 501.88 98.5 L 503.63 95 L 501.88 91.5 Z" fill="rgb(0, 0, 0)" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="all"&gt;&lt;/path&gt;&lt;rect x="340" y="210" width="120" height="130" fill="#f5f5f5" stroke="#666666" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe flex-start; width: 118px; height: 1px; padding-top: 275px; margin-left: 342px;"&gt;&lt;div data-drawio-colors="color: #333333; " style="box-sizing: border-box; font-size: 0px; text-align: left;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(51, 51, 51); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;&lt;ul&gt;&lt;li&gt;host&lt;/li&gt;&lt;li&gt;&lt;font color="#0000cc"&gt;&lt;b&gt;subsets&lt;/b&gt;&lt;/font&gt;&lt;/li&gt;&lt;li&gt;trafficPolicy&lt;/li&gt;&lt;li&gt;exportTo&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="342" y="279" fill="#333333" font-family="Helvetica" font-size="12px"&gt;hostsubsetstrafficPo&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="340" y="180" width="120" height="30" fill="none" stroke="none" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 118px; height: 1px; padding-top: 195px; margin-left: 341px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;DestionationRule&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="400" y="199" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;DestionationRule&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;path d="M 585 160 L 585 180 L 585 160 L 585 173.63" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="stroke"&gt;&lt;/path&gt;&lt;path d="M 585 178.88 L 581.5 171.88 L 585 173.63 L 588.5 171.88 Z" fill="rgb(0, 0, 0)" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="all"&gt;&lt;/path&gt;&lt;rect x="510" y="30" width="150" height="130" fill="#f5f5f5" stroke="#666666" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe flex-start; width: 148px; height: 1px; padding-top: 95px; margin-left: 512px;"&gt;&lt;div data-drawio-colors="color: #333333; " style="box-sizing: border-box; font-size: 0px; text-align: left;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(51, 51, 51); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;&lt;ul&gt;&lt;li&gt;name&lt;/li&gt;&lt;li&gt;labels&lt;/li&gt;&lt;li&gt;&lt;b&gt;&lt;font color="#0000cc"&gt;trafficPolicy&lt;/font&gt;&lt;/b&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="512" y="99" fill="#333333" font-family="Helvetica" font-size="12px"&gt;namelabelstrafficPolicy&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="525" y="0" width="120" height="30" fill="none" stroke="none" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 118px; height: 1px; padding-top: 15px; margin-left: 526px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;Subset&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="585" y="19" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;Subset&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="510" y="210" width="150" height="130" fill="#f5f5f5" stroke="#666666" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe flex-start; width: 148px; height: 1px; padding-top: 275px; margin-left: 512px;"&gt;&lt;div data-drawio-colors="color: #333333; " style="box-sizing: border-box; font-size: 0px; text-align: left;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(51, 51, 51); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;&lt;ul&gt;&lt;li&gt;loadBalancer&lt;/li&gt;&lt;li&gt;connectionPool&lt;/li&gt;&lt;li&gt;outlierDetection&lt;/li&gt;&lt;li&gt;tls&lt;/li&gt;&lt;li&gt;portLevelSettings&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="512" y="279" fill="#333333" font-family="Helvetica" font-size="12px"&gt;loadBalancerconnectionPoo&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="525" y="180" width="120" height="30" fill="none" stroke="none" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 118px; height: 1px; padding-top: 195px; margin-left: 526px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;TrafficPolicy&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="585" y="199" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;TrafficPolicy&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;path d="M 60 160 L 60 180 L 60 160 L 60 173.63" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" stroke-dasharray="1 4" pointer-events="stroke"&gt;&lt;/path&gt;&lt;path d="M 60 178.88 L 56.5 171.88 L 60 173.63 L 63.5 171.88 Z" fill="rgb(0, 0, 0)" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="all"&gt;&lt;/path&gt;&lt;rect x="0" y="30" width="120" height="130" fill="#f5f5f5" stroke="#666666" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe flex-start; width: 118px; height: 1px; padding-top: 95px; margin-left: 2px;"&gt;&lt;div data-drawio-colors="color: #333333; " style="box-sizing: border-box; font-size: 0px; text-align: left;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(51, 51, 51); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;&lt;ul&gt;&lt;li&gt;selector&lt;/li&gt;&lt;li&gt;servers&lt;/li&gt;&lt;ul&gt;&lt;li&gt;port&lt;/li&gt;&lt;li&gt;hosts&lt;/li&gt;&lt;li&gt;tls&lt;/li&gt;&lt;li&gt;name&lt;/li&gt;&lt;/ul&gt;&lt;/ul&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="2" y="99" fill="#333333" font-family="Helvetica" font-size="12px"&gt;selectorservers&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="0" y="0" width="120" height="30" fill="none" stroke="none" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 118px; height: 1px; padding-top: 15px; margin-left: 1px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;Gateway&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="60" y="19" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;Gateway&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;/g&gt;&lt;switch&gt;&lt;g requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"&gt;&lt;/g&gt;&lt;a transform="translate(0,-5)" xlink:href="https://www.diagrams.net/doc/faq/svg-export-text-problems" target="_blank" rel="noopener"&gt;&lt;text text-anchor="middle" font-size="10px" x="50%" y="100%"&gt;Viewer does not support full SVG 1.1&lt;/text&gt;&lt;/a&gt;&lt;/switch&gt;&lt;/svg&gt;&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;&lt;a href="https://github.com/digihunch/korthweb/blob/main/manual/orthanc.yaml#L106"&gt;Here&lt;/a&gt; is an example of using Gateway and Virtual Service resources (from Korthweb sample project). Also note that in the Istio literature, there is neither a CRD name called &amp;#8220;Ingress&amp;#8221;, nor a resource type named &amp;#8220;Ingress Gateway&amp;#8221;, although they may be loosely used to refer to &amp;#8220;Gateway resources configured to manage ingress traffic&amp;#8221;. &lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-istio-gateway-installation"&gt;Istio Gateway Installation&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;There are more than one ways to install Istio. In the past, Istio Operator was used to install Istio. The Operator calls IstioOperator API. Today the use of Istio Operator is not recommended anymore but the IstioOperator API is used implicitly by Istioctl installer. The two recommended approaches to install Istio today is by &lt;a href="https://istio.io/latest/docs/setup/install/istioctl/"&gt;Istioctl&lt;/a&gt; and &lt;a href="https://istio.io/latest/docs/setup/install/helm/"&gt;Helm&lt;/a&gt;. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;With istioctl, you can specify an option imperatively, or using an overlay file as did in &lt;a href="https://www.digihunch.com/2021/11/istio-ingress-egress/"&gt;this&lt;/a&gt; lab. With Helm, istio has multiple charts, and requires multiple steps:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;install CRDs using the &lt;a href="https://artifacthub.io/packages/helm/istio-official/base"&gt;base&lt;/a&gt; chart&lt;/li&gt;&#10;&lt;li&gt;install istiod using the &lt;a href="https://artifacthub.io/packages/helm/istio-official/istiod"&gt;istiod&lt;/a&gt; chart. &lt;a href="https://github.com/digihunch/korthweb/blob/main/manual/istio/istiod-values.yaml"&gt;Here&lt;/a&gt; is an example of values provided to Helm installer.&lt;/li&gt;&#10;&lt;li&gt;install ingress &lt;a href="https://istio.io/latest/docs/setup/additional-setup/gateway/"&gt;gateway&lt;/a&gt; using the &lt;a href="https://artifacthub.io/packages/helm/istio-official/gateway"&gt;gateway&lt;/a&gt; chart. &lt;a href="https://github.com/digihunch/korthweb/blob/main/manual/istio/ingress-gateway-values.yaml"&gt;Here&lt;/a&gt; is an example of values provided to Helm installer for ingress gateway. Note that egress gateway also requires the same helm chart with different value definition. &lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;&lt;a href="https://digihunch.github.io/korthweb/deployment/manual/"&gt;This&lt;/a&gt; instruction contains how to manually install Istio gateways using Helm, including installation of multiple Helm charts. I attempted to create a single chart to consolidate the multiple charts required for istio. It was not successful because of an &lt;a href="https://github.com/helm/helm/issues/10392"&gt;error&lt;/a&gt; when trying to reference the same gateway chart dependency for multiple times.&lt;/p&gt;&#10;&lt;nav class="wp-post-navigation" aria-label="Post navigation"&gt;&#10;&lt;a rel="prev" href="https://www.digihunch.com/2021/12/aks-lessons-learned-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;AKS Lessons Learned 2 of 2&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://www.digihunch.com/2022/01/kubernetes-admission-control/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Kubernetes Admission Control&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item><item><title>AKS Lessons Learned 2 of 2</title><link>https://www.digihunch.com/2021/12/aks-lessons-learned-2-of-2/</link><pubDate>Sat, 18 Dec 2021 01:18:00 -0400</pubDate><guid>https://www.digihunch.com/2021/12/aks-lessons-learned-2-of-2/</guid><description>&lt;img src="https://www.digihunch.com/wp-content/uploads/2025/04/feature-aks-lession-2.webp" alt="Featured image of post AKS Lessons Learned 2 of 2" /&gt;&lt;p class="wp-block-paragraph"&gt;Even though Azure Kubernetes Service (AKS) is a managed service, building a cluster is not trivial. For help resources, I would start with the webinar &amp;#8220;Configure Your AKS cluster with Confidence&amp;#8221; from April 2021, which focuses on a set of working best practices (convention over configuration) but obviously not every recommendation suits every use case. For a deeper technical tour, the &lt;a href="https://www.youtube.com/channel/UCpIn7ox7j7bH_OFj7tYouOQ"&gt;John Savill&amp;#8217;s Technical Training channel&lt;/a&gt; has good videos (from 2020) on AKS &lt;a href="https://www.youtube.com/watch?v=c4nTKMU6fBU"&gt;overview&lt;/a&gt;, &lt;a href="https://www.youtube.com/watch?v=gksFrKiZjMc"&gt;high availability&lt;/a&gt; and &lt;a href="https://www.youtube.com/watch?v=6TZsd4toIbg"&gt;networking&lt;/a&gt;. Lastly, there is also an &lt;a href="https://www.the-aks-checklist.com/"&gt;AKS checklist&lt;/a&gt; to remind you of the implementation details to consider.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;All the references aside, I need to write down some gotchas from my implementation experience in the last two month.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="identity-and-access-management"&gt;Identity and Access Management&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;AKS is a special type of Azure resource in the sense that it manages other Azure services on user&amp;#8217;s behalf. Therefore the access management needs to consider several aspects:&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;strong&gt;Access Type&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;&lt;strong&gt;Mechanisms involved&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;&lt;strong&gt;Example&lt;/strong&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;User access Kubernetes API&lt;/td&gt;&lt;td&gt;Azure AD, Azure RBAC and Kubernetes RBAC. &lt;br&gt;&amp;#8211; Azure AD is for authentication&lt;br&gt;&amp;#8211; Azure RBAC for Kubernetes&lt;br&gt;&amp;#8211; Kubernetes RBAC&lt;/td&gt;&lt;td&gt;A user connects to Kube-API server using kubectl&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;AKS access other Azure resource&lt;/td&gt;&lt;td&gt;There are several identities that represents different components of AKS. For example, the AKS cluster, the node agent pool, and each add-on.&lt;br&gt;The AKS cluster can be represented as a service principal, or managed identity (system assigned or user assigned). &lt;br&gt;The node agent pool can be represented as a managed identity&lt;/td&gt;&lt;td&gt;AKS cluster connects to a VNet in a different resource group. (requiring cluster&amp;#8217;s identity to have network contributor role on the target network resource group)&lt;br&gt;AKS node agent pulls images from ACR (requiring the node agent pool&amp;#8217;s identity to have ArcPull role on the target ACR)&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;Pod access other Azure resource&lt;/td&gt;&lt;td&gt;AAD-Pod Managed Identity&lt;/td&gt;&lt;td&gt;Business workload connects to managed database service such as PostgreSQL on Azure.&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;Pod access Kubernetes API&lt;/td&gt;&lt;td&gt;Access Kubernetes API using Service Account. This issue is solved completely by Kubernetes native mechanisms. Roles and ClusterRoles define permissions. RoleBindings and ClusterRoleBindings associates Service Accounts with permissions&lt;/td&gt;&lt;td&gt;Workload access ConfigMap, Secret etc.&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 first access type, for RBAC with user to access Kubernetes API, there is an overlap between Azure RBAC and Kubnernetes RBAC. Azure RBAC has four &lt;a href="https://docs.microsoft.com/en-us/azure/aks/manage-azure-rbac#create-role-assignments-for-users-to-access-cluster"&gt;built-in roles&lt;/a&gt; and three of them (reader, writer, admin) are namespaced. When you use Azure CLI to manage to assign one of those roles, the rolebinding and cluster rolebinding record stored in etcd will be updated accordingly. &lt;/p&gt;&#10;&lt;figure class="wp-block-table is-style-stripes"&gt;&lt;table class="has-black-color has-cyan-bluish-gray-background-color has-text-color has-background"&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td&gt;RBAC mechansim&lt;/td&gt;&lt;td&gt;Use case&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;Azure RBAC for Kubernetes&lt;/td&gt;&lt;td&gt;Manage RBAC programmatically using Azure CLI, or infrastructure as code&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;Kubernetes RBAC&lt;/td&gt;&lt;td&gt;Manage RBAC declaratively with more granularity for all types of Kubernetes resources including CRD&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;For ease of operation it is advised to use Kubernetes RBAC whenever possible. Azure RBAC is still used for RBAC at the level of Azure resource but not at the level of Kubernetes resource.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In the second access type, AKS cluster may use managed identity or service principal. Azure&amp;#8217;s recommendation is managed identity over service principal. Managed Identity is a wrapper around Service Principal with less overhead. Managed Identity can be system assigned (created at the time of cluster creation), or user assigned (can be created ahead of time by Azure administrator and imported to the cluster&amp;#8217;s context).&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The second access type can be further broken down because there are several components in AKS that uses their own identities. I list the &lt;a href="https://docs.microsoft.com/en-us/azure/aks/use-managed-identity"&gt;related managed identities&lt;/a&gt; as below:&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;Name&lt;/td&gt;&lt;td&gt;Purpose&lt;/td&gt;&lt;td&gt;BYO identity with Terraform&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;cluster identity&lt;/td&gt;&lt;td&gt;This identity represents the cluster&lt;/td&gt;&lt;td&gt;Specify in &lt;a href="https://registry.terraform.io/providers/hashicorp/azurerm/latest/docs/resources/kubernetes_cluster#identity"&gt;identity&lt;/a&gt; block in kubernetes_cluster resource&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;agent pool identity&lt;/td&gt;&lt;td&gt;This identity represents kubelet running in the agent pool&lt;/td&gt;&lt;td&gt;Specify in &lt;a href="https://registry.terraform.io/providers/hashicorp/azurerm/latest/docs/resources/kubernetes_cluster#kubelet_identity"&gt;kubelet_identity&lt;/a&gt; block. &lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;addon: azurepolicy&lt;/td&gt;&lt;td&gt;This identity represents azure policy addon to access the policy&lt;/td&gt;&lt;td&gt;N/A&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;addon: omsagent&lt;/td&gt;&lt;td&gt;This identity represents OMS agent to access monitoring etc&lt;/td&gt;&lt;td&gt;Specify in &lt;a href="https://registry.terraform.io/providers/hashicorp/azurerm/latest/docs/resources/kubernetes_cluster#oms_agent_identity"&gt;oms_agent_identity&lt;/a&gt; block &lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;addon: secret&lt;/td&gt;&lt;td&gt;This identity represents to the secret addon, to access AKV&lt;/td&gt;&lt;td&gt;Specify in &lt;a href="https://registry.terraform.io/providers/hashicorp/azurerm/latest/docs/resources/kubernetes_cluster#secret_identity"&gt;secret_identity&lt;/a&gt; block &lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;addon: ingress gateway &lt;/td&gt;&lt;td&gt;This identity represents the ingress application gateway&lt;/td&gt;&lt;td&gt;&lt;a href="https://registry.terraform.io/providers/hashicorp/azurerm/latest/docs/resources/kubernetes_cluster#ingress_application_gateway_identity"&gt;ingress_application_gateway_identity&lt;/a&gt; block&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;By default, the system creates a new managed identity for each of the required identity above. For simplicity with identity management, we may create a managed identity and use it for all the occasions where an identity is needed and user assigned (BYO) identity is supported.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In the &amp;#8220;az aks show&amp;#8221; command return (a JSON document), the &lt;em&gt;identity&lt;/em&gt; section (root level) reports the cluster identity, the &lt;em&gt;identityProfile&lt;/em&gt; section (root level) reports the agent pool (kubelet) identity. Other identities such as omsagent, are reported in their own child document.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="node-networking"&gt;Node Networking &lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In Azure, a subnet can span across multiple availability zones. Therefore an AKS cluster can put its nodes on a single subnet with nodes evenly distributed across three AZs for high availability. The AZ of each node is indicated in the node label, and can be &lt;a href="https://docs.microsoft.com/en-us/azure/aks/availability-zones#verify-node-distribution-across-zones"&gt;displayed&lt;/a&gt; with kubectl command.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Within a single AZ, a good practice to minimize latency between nodes is to place the nodes in a proximity placement group (PPG). However, only a &lt;a href="https://docs.microsoft.com/en-us/azure/aks/reduce-latency-ppg#node-pools-and-proximity-placement-groups"&gt;single PPG&lt;/a&gt; can be associated with a node group. You can&amp;#8217;t have three PPGs, one in each AZ, for a single subnet. &lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="pod-networking"&gt;Pod Networking&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The default Pod networking model is kubenet, which involves overlay network. Pod-to-Pod traffic across nodes requires Network Address Translation (NAT). To overcome this performance tax, Azure introduces Azure CNI which gives each Pod an routable IP address from the VNet&amp;#8217;s CIDR. This requires advanced IP planning to prevent IP exhaustion. A risk introduced in Azure CNI is that all Pods are exposed on the V-net, which needs to be protected by Network Security Group and/or outbound firewall.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="dns"&gt;DNS&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;On the DNS side, when AKS cluster integrate with an external node network, it may create weird issues that are hard to troubleshoot. Another example is with DNS. If the V-Net uses an external DNS server (which is common for enterprises with hybrid network to use an on-premise DNS server), then the cluster creation failed with time-out with misleading error messages (for example, this&amp;nbsp;&lt;a href="https://github.com/Azure/AKS/issues/1972#issuecomment-868478020"&gt;comment&lt;/a&gt;). This is because the DNS name of the newly created cluster is not resolvable within the V-NET, which points to the on-prem DNS server. The fix to that is:&lt;/p&gt;&#10;&lt;ol class="wp-block-list"&gt;&#10;&lt;li&gt;Use a BYO DNS zone (in Azure) for AKS cluster creation;&lt;/li&gt;&#10;&lt;li&gt;The AKS cluster will publish the A-record to the zone. To allow this to happen, the AKS cluster’s managed identity needs to have DNS contributor permission for the zone;&lt;/li&gt;&#10;&lt;li&gt;Configure the on-prem DNS for conditional forwarding to the DNS zone&lt;/li&gt;&#10;&lt;/ol&gt;&#10;&lt;p class="wp-block-paragraph"&gt;This fix will allow AKS to resolve its name and therefore confirm its own creation. Here is a good blog about the DNS zone&amp;nbsp;&lt;a href="https://blog.baeke.info/2021/07/01/dns-options-for-private-azure-kubernetes-service/"&gt;option&lt;/a&gt;s.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Another potential issue introduced with the use of on-prem DNS server, is the resolution of single-label hostname of the nodes. This is not just an issue in the context of AKS. It is a generic issue with VMs running on a V-Net pointing to on-prem DNS, as explained in detail&amp;nbsp;&lt;a href="https://docs.microsoft.com/en-us/azure/virtual-network/virtual-networks-name-resolution-for-vms-and-role-instances#name-resolution-that-uses-your-own-dns-server"&gt;here&lt;/a&gt;.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In this situation, we should use the fully qualified hostname instead of single-label hostname. The fully qualified hostname with DNS suffix can help the on-prem server to configure conditional forwarding. For example, when the DNS suffix is *.internal.cloudapp.net, then forward it to Azure’s virtual internal DNS server 168.63.129.16 which can resolve the hostname.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;If only the Pods need to resolve those FQDNs, then we can configure Core-DNS with&amp;nbsp;&lt;a href="https://docs.microsoft.com/en-us/azure/aks/coredns-custom"&gt;conditional forwarding&lt;/a&gt;, which will take effect only at the cluster level without the need for changing the on-prem DNS. The Core-DNS configuration looks like this:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-js" data-lang="js"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;apiVersion&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;v1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;kind&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;ConfigMap&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;metadata&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;name&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;coredns&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;custom&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;is&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;the&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;name&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;of&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;the&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;configmap&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;you&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;can&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;overwrite&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;with&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;your&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;changes&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;namespace&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;kube&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;system&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;data&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;cloudapp&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;override&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&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;you&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;may&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;select&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;any&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;name&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;here&lt;/span&gt;, &lt;span style="color:#a6e22e"&gt;but&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;it&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;must&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;end&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;with&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;the&lt;/span&gt; .&lt;span style="color:#a6e22e"&gt;override&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;file&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;extension&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;log&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;rewrite&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;continue&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:#a6e22e"&gt;regex&lt;/span&gt; &lt;span style="color:#f92672"&gt;^&lt;/span&gt;(.&lt;span style="color:#f92672"&gt;*&lt;/span&gt;[&lt;span style="color:#ae81ff"&gt;0&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;9&lt;/span&gt;]{&lt;span style="color:#ae81ff"&gt;7&lt;/span&gt;}&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;vmss&lt;/span&gt;[&lt;span style="color:#ae81ff"&gt;0&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;9&lt;/span&gt;]{&lt;span style="color:#ae81ff"&gt;6&lt;/span&gt;})&lt;span style="color:#a6e22e"&gt;$&lt;/span&gt; {&lt;span style="color:#ae81ff"&gt;1&lt;/span&gt;}.&lt;span style="color:#a6e22e"&gt;internal&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;cloudapp&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;net&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;answer&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;name&lt;/span&gt; &lt;span style="color:#f92672"&gt;^&lt;/span&gt;(.&lt;span style="color:#f92672"&gt;*&lt;/span&gt;)&lt;span style="color:#960050;background-color:#1e0010"&gt;\&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;internal&lt;/span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;\&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;cloudapp&lt;/span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;\&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;net$&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; }&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;forward&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;internal&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;cloudapp&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;net&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;168.63&lt;/span&gt;.&lt;span style="color:#ae81ff"&gt;129.16&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;cloudapp&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;server&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#f92672"&gt;|&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;internal&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;cloudapp&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;net&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;53&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;errors&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;log&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;cache&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;10&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;forward&lt;/span&gt; . &lt;span style="color:#ae81ff"&gt;168.63&lt;/span&gt;.&lt;span style="color:#ae81ff"&gt;129.16&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;Alternatively, use Pod&amp;nbsp;&lt;a href="https://kubernetes.io/docs/concepts/services-networking/dns-pod-service/#pod-s-dns-policy"&gt;DNS policy&lt;/a&gt;&amp;nbsp;so that the Pod can use an external DNS server.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="initial-service-account"&gt;Initial Service Account&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;When a cluster is created, an Azure AD user or group can be assigned as cluster administrator. For a CI/CD pipeline to interact with the newly created cluster, a service account in Kubernetes is needed. Suppose we use &lt;a href="https://www.digihunch.com/2021/11/infrastructure-deployment-in-terraform-2-2/"&gt;Terraform&lt;/a&gt; to create the AKS cluster, we can create such service account automatically with the Kubernetes provider. This requires that the Terraform execution environment to have network access to the cluster. If the AKS cluster is located in a private network, then the agent where Terraform CLI runs should also be on the network. Alternatively, use Terraform Enterprise hosted in an environment with access to the cluster&amp;#8217;s network.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="integration-with-azure-keyvault"&gt;Integration with Azure KeyVault&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Azure Key Vault can store several types of secrets, key value pair, X509 keys and certificate. When AKV is &lt;a href="https://docs.microsoft.com/en-us/azure/aks/csi-secrets-store-identity-access"&gt;integrated&lt;/a&gt; with an AKS cluster, the Kubernetes workload can access the secrets as mounted volumes, using CRD named SecretProviderClass. Further, they can be presented as Kubernetes Secret, using a Pod to &lt;a href="https://docs.microsoft.com/en-us/azure/aks/csi-secrets-store-driver#sync-mounted-content-with-a-kubernetes-secret"&gt;sync&lt;/a&gt; between mounted content and Secret. AKV has three types of entries: key, certificate and secret (key-value). The certificate entry requires both key and certificate are stored, with optional certificate chain. In my opinion this is an over design. Unless we need Azure to manage the certificate (e.g. rotation) I would simply use secret to store my own X509 key and certificate.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;&lt;/p&gt;&#10;&lt;nav class="wp-post-navigation" aria-label="Post navigation"&gt;&#10;&lt;a rel="prev" href="https://www.digihunch.com/2021/12/aks-troubleshooting-lessons-learned/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;AKS Lessons Learned 1 of 2&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://www.digihunch.com/2021/12/from-ingress-to-gateway-why-you-need-istio-gateways-on-kubernetes-platforms/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;From Ingress to CRD: why my solution needs Istio Gateways on Kubernetes platforms&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item><item><title>AKS Lessons Learned 1 of 2</title><link>https://www.digihunch.com/2021/12/aks-troubleshooting-lessons-learned/</link><pubDate>Sat, 04 Dec 2021 02:11:06 -0400</pubDate><guid>https://www.digihunch.com/2021/12/aks-troubleshooting-lessons-learned/</guid><description>&lt;img src="https://www.digihunch.com/wp-content/uploads/2025/04/feature-aks-lesson-1.webp" alt="Featured image of post AKS Lessons Learned 1 of 2" /&gt;&lt;p class="wp-block-paragraph"&gt;In general, troubleshooting Kubernetes is tricky. That is because one has to get in and out of pods. I took two days to troubleshoot some networking issues with private AKS cluster. For the amount of tricks I had to employ, I need to take some notes.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="the-issue"&gt;The issue&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;After writing the Terraform code, I used the following dummy service to test the private AKS cluster:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-yaml" data-lang="yaml"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;apiVersion&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;apps/v1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;kind&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;Deployment&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;metadata&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;aks-helloworld-one&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;spec&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;replicas&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;selector&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;matchLabels&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;app&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;aks-helloworld-one&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;template&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;metadata&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;labels&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;app&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;aks-helloworld-one&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;spec&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;containers&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;aks-helloworld-one&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;image&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;neilpeterson/aks-helloworld:v1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;ports&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;containerPort&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;80&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;env&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;TITLE&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;value&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;Welcome to Azure Kubernetes Service (AKS)&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;apiVersion&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;v1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;kind&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;Service&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;metadata&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;aks-helloworld-one&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;spec&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;type&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;LoadBalancer&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;ports&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;port&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;80&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;selector&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;app&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;aks-helloworld-one&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;The expected behaviour, is that the service object will tell cloud API to provision a load balancer, with public IP listing at port 80. I should be able to curl to the IP address and connect to the site in the Pod. However, I was not able to. On the bastion host, I was able to curl to nodePort of the node address. But anything on public IP does not work, no matter where I ran curl from. This feels like a basic issue, but is quite annoying because the native troubleshooting tool for Azure Load Balancer is horrible. In and out of a bunch of components named &amp;#8220;insights&amp;#8221;, &amp;#8220;diagnostic log&amp;#8221;, or &amp;#8220;Metrics&amp;#8221;, I can&amp;#8217;t simply find a way to trace whether it received an HTTP request. Most of the information I was able to see was irrelevant or useless.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="the-approach"&gt;The approach&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The hard way to troubleshooting infrastructure as code, is configuration comparison approach: revert to a baseline configuration, and see if the expected function works. Then from the baseline, change one configuration at a time and see where it starts to break. This approach is very time consuming, and AKS cluster as a relatively large resource, with numerous attributes, takes this effort to extreme. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The baseline configuration I started with 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-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;az aks create -g AutomationTest -n orthCluster --generate-ssh-keys --node-count &lt;span style="color:#ae81ff"&gt;1&lt;/span&gt; --tags Owner&lt;span style="color:#f92672"&gt;=&lt;/span&gt;MyOwner&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;With this baseline, I simply use kubectl to apply the YAML file above. Then I can tell that the port is working. With a good start point, I started to apply one change at a time and repeat the test. I ran into a snug when I&amp;#8217;m using the following configuration:&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;az aks create -g AutomationTest -n orthCluster --generate-ssh-keys --node-count &lt;span style="color:#ae81ff"&gt;1&lt;/span&gt; --tags Owner&lt;span style="color:#f92672"&gt;=&lt;/span&gt;MyOwner --enable-private-cluster --network-plugin azure --network-policy calico&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;With the cluster created from the command above, the variable introduced is &amp;#8211;enable-private-cluster. This puts the cluster on a private network. I cannot connect to the cluster via a public endpoint anymore, and thus have to figure out some tricks to run the kubectl commands. I had to play with the Command Run feature of AKS cluster because I don&amp;#8217;t have a bastion host when using AZ CLI command. The Command Run feature would not allow me to use any file from bastion host. So i had to create my test objects, the Deploy and the Service objects all by imperative commands. The equivalent commands I worked out 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-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl create deployment aks-helloworld-one --image&lt;span style="color:#f92672"&gt;=&lt;/span&gt;neilpeterson/aks-helloworld:v1 --replicas&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;1&lt;/span&gt; --port&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;80&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl expose deploy aks-helloworld-one --port &lt;span style="color:#ae81ff"&gt;80&lt;/span&gt; --target-port &lt;span style="color:#ae81ff"&gt;80&lt;/span&gt; --type&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#39;LoadBalancer&amp;#39;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Then I realized a limitation with Command Run feature: it only supports basic command switches and doesn&amp;#8217;t like switches such as &amp;#8211;replicas. So I used the following commands:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;az aks command invoke -g AutomationTest -n orthCluster -c &lt;span style="color:#e6db74"&gt;&amp;#34;kubectl get no&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;az aks command invoke -g AutomationTest -n orthCluster -c &lt;span style="color:#e6db74"&gt;&amp;#34;kubectl create deployment aks-helloworld-one --image=neilpeterson/aks-helloworld:v1&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;az aks command invoke -g AutomationTest -n orthCluster -c &lt;span style="color:#e6db74"&gt;&amp;#34;kubectl get deploy&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;az aks command invoke -g AutomationTest -n orthCluster -c &lt;span style="color:#e6db74"&gt;&amp;#34;kubectl expose deploy aks-helloworld-one --port 80 --target-port 80 --type=LoadBalancer&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;az aks command invoke -g AutomationTest -n orthCluster -c &lt;span style="color:#e6db74"&gt;&amp;#34;kubectl get svc&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;This trick allows me to continue with the testing eliminate Azure CNI and Calico policy as the cause. Testing after each cluster creation is painful because the cluster creation can take 10 minutes.I had to temporarily minimize the size of the cluster to speed up provisioning. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;I finally came to the point that I can reproduce the issue using TF template. I realized that when I set the vnet_subnet_id attribute of azurerm_kubernetes_cluster&amp;#8217;s default_node_pool, the problem came back. That&amp;#8217;s the smoking gun that the node subnet is the issue. &lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="the-network-security-group-on-node-subnet"&gt;The Network Security Group on Node Subnet&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The node subnet has an associated network security group. I discovered that once I add an allow rule for port 80 to the security group, the curl test will work. I also noticed the security group rule change will take 60 sec to come to effect and load balancer will also take 60 sec to warm up.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;This confuses me because port 80 is only listened by the load balancer and not by any of the nodes. It&amp;#8217;s most likely when public load balancer is used the load balancer is placed on the node subnet. According to &lt;a href="https://docs.microsoft.com/en-us/azure/aks/load-balancer-standard"&gt;this&lt;/a&gt; note: &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Inbound, external traffic flows from the load balancer to the virtual network for your AKS cluster. The virtual network has a Network Security Group (NSG) which allows all inbound traffic from the load balancer. This NSG uses a service tag of type LoadBalancer to allow traffic from the load balancer.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The packet coming from external source can travel up to the VNet, but it was blocked at the NSG of node subnet.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="lessons-learned"&gt;Lessons Learned&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We always need to have some dummy service ready to test what we need. We can use nginx dummy service like:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-yaml" data-lang="yaml"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;apiVersion&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;apps/v1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;kind&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;Deployment&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;metadata&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;my-nginx&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;spec&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;selector&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;matchLabels&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;run&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;my-nginx&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;replicas&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;2&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;template&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;metadata&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;labels&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;run&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;my-nginx&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;spec&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;containers&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;my-nginx&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;image&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;nginx&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;ports&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;containerPort&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;80&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;---&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;apiVersion&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;v1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;kind&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;Service&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;metadata&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;my-nginx&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;labels&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;run&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;my-nginx&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;spec&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;type&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;LoadBalancer&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;ports&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;port&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;80&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;protocol&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;TCP&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;selector&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;run&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;my-nginx&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;As discussed above, it&amp;#8217;s also important to have a Bastion host able to access the control plane when the AKS cluster is private. Azure touts about CloudShell (and its ability to run in specified V-Net) but it&amp;#8217;s pretty useless in troubleshooting. CloudShell sessions run inside of Kubernetes cluster and lacks common network troubleshooting tool such as nc. Azure has a managed service for Bastion but it requires a subnet with the exact name of AzureBastionSubnet.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We will explore more issues in the &lt;a href="https://www.digihunch.com/2021/12/aks-lessons-learned-2-of-2/"&gt;next&lt;/a&gt; post.&lt;/p&gt;&#10;&lt;nav class="wp-post-navigation" aria-label="Post navigation"&gt;&#10;&lt;a rel="prev" href="https://www.digihunch.com/2021/11/from-microservice-to-service-mesh/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;From Microservice to Service Mesh&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://www.digihunch.com/2021/12/aks-lessons-learned-2-of-2/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;AKS Lessons Learned 2 of 2&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item></channel></rss>