<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Azure CLI on Digi Hunch</title><link>https://static.digihunch.com/tag/azure-cli/</link><description>Recent content in Azure CLI on Digi Hunch</description><generator>Hugo -- gohugo.io</generator><language>en-US</language><lastBuildDate>Tue, 08 Apr 2025 14:19:11 -0400</lastBuildDate><atom:link href="https://static.digihunch.com/tag/azure-cli/index.xml" rel="self" type="application/rss+xml"/><item><title>Connect kubectl to private Kubernetes cluster in EKS and AKS</title><link>https://static.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://static.digihunch.com/2023/06/connect-kubectl-to-private-kubernetes-cluster-in-eks-and-aks/</guid><description>&lt;img src="https://static.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://static.digihunch.com/wp-content/uploads/2023/06/ssh-process.webp" alt="" class="wp-image-12921" srcset="https://static.digihunch.com/wp-content/uploads/2023/06/ssh-process.webp 1024w, https://static.digihunch.com/wp-content/uploads/2023/06/ssh-process-300x28.webp 300w, https://static.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. I managed to get this to work with a few gotchas.&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="827px" viewBox="-0.5 -0.5 827 512" style="max-width:100%;max-height:512px;"&gt;&lt;defs&gt;&lt;linearGradient x1="0%" y1="100%" x2="0%" y2="0%" id="mx-gradient-f78e04-1-d05c17-1-s-0"&gt;&lt;stop offset="0%" style="stop-color: rgb(208, 92, 23); stop-opacity: 1;"/&gt;&lt;stop offset="100%" style="stop-color: rgb(247, 142, 4); stop-opacity: 1;"/&gt;&lt;/linearGradient&gt;&lt;style type="text/css"&gt;@import url(https://fonts.googleapis.com/css?family=Architects+Daughter);&amp;#xa;&lt;/style&gt;&lt;/defs&gt;&lt;g&gt;&lt;rect x="0" y="0" width="825" height="510" fill="rgb(255, 255, 255)" stroke="rgb(0, 0, 0)" pointer-events="all"/&gt;&lt;rect x="25" y="78.88" width="270" height="251.12" rx="25.11" ry="25.11" fill="#dae8fc" stroke="#6c8ebf" stroke-width="2" pointer-events="all"/&gt;&lt;rect x="435" y="60" width="370" height="240" rx="24" ry="24" fill="#dae8fc" stroke="#6c8ebf" stroke-width="2" pointer-events="all"/&gt;&lt;rect x="455" y="80" width="260" height="200" rx="20" ry="20" fill="#f5f5f5" stroke="#666666" stroke-width="2" pointer-events="all"/&gt;&lt;g fill="#333333" font-family="Helvetica" text-anchor="middle" font-size="12px"&gt;&lt;text x="584.5" y="97.5"&gt;Private Subnet&lt;/text&gt;&lt;/g&gt;&lt;rect x="475" y="123.75" width="120" height="130" fill="#fff2cc" stroke="#d6b656" 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 flex-start; justify-content: unsafe center; width: 118px; height: 1px; padding-top: 131px; margin-left: 476px;"&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;Bastion Host&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="535" y="143" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;Bastion Host&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="75" y="110" width="190" height="193.75" fill="#fff2cc" stroke="#d6b656" 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 flex-start; justify-content: unsafe center; width: 188px; height: 1px; padding-top: 117px; margin-left: 76px;"&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 Agent&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="170" y="129" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;Pipeline Agent&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;path d="M 351.25 68 C 351.25 66.34 353.49 65 356.25 65 C 357.58 65 358.85 65.32 359.79 65.88 C 360.72 66.44 361.25 67.2 361.25 68 L 361.25 309.5 C 361.25 311.16 359.01 312.5 356.25 312.5 C 353.49 312.5 351.25 311.16 351.25 309.5 Z" fill="#bac8d3" stroke="#23445d" stroke-miterlimit="10" transform="rotate(-90,356.25,188.75)" pointer-events="all"/&gt;&lt;path d="M 361.25 68 C 361.25 69.66 359.01 71 356.25 71 C 353.49 71 351.25 69.66 351.25 68" fill="none" stroke="#23445d" stroke-miterlimit="10" transform="rotate(-90,356.25,188.75)" pointer-events="all"/&gt;&lt;rect x="312.5" y="163.75" width="90" height="20" 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 center; width: 88px; height: 1px; padding-top: 174px; margin-left: 314px;"&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;SSH Tunnel&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="358" y="177" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;SSH Tunnel&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;path d="M 513.09 207.45 L 511.26 176.65 L 513.7 176.11 L 515.76 178.18 C 516.3 178.12 516.83 178.15 517.37 178.25 L 518.13 176.72 L 520.42 176.27 L 522.1 177.3 L 522.6 180.77 C 523.56 181.65 524.4 182.82 525.08 184.21 L 527.37 184.71 L 528.05 186.81 L 526.83 189.64 C 527.07 191.14 527.15 192.69 527.06 194.23 L 528.66 196.75 L 528.21 199.5 L 525.92 200.03 C 525.37 201.1 524.73 202.03 524.01 202.79 L 524.01 206.34 L 522.56 207.22 L 519.96 207.6 L 517.44 204.08 L 514.92 207.52 Z M 517.9 192.62 L 517.21 189.79 C 516.97 189.6 516.7 189.72 516.5 190.12 C 516.31 190.52 516.2 191.14 516.22 191.78 C 516.29 192.51 516.57 193.09 516.93 193.27 C 517.29 193.45 517.67 193.2 517.9 192.62 Z" fill="#697079" stroke="#697079" stroke-width="0.46" stroke-miterlimit="10" pointer-events="all"/&gt;&lt;rect x="505" y="159.91" width="0" height="0" fill="none" stroke="none" pointer-events="all"/&gt;&lt;path d="M 529.43 191.24 L 527.6 160.44 L 530.04 159.91 L 532.1 161.97 C 532.63 161.92 533.17 161.94 533.7 162.05 L 534.47 160.52 L 536.76 160.06 L 538.44 161.09 L 538.93 164.57 C 539.89 165.45 540.74 166.62 541.41 168.01 L 543.7 168.51 L 544.39 170.61 L 543.17 173.44 C 543.41 174.93 543.49 176.48 543.4 178.02 L 545 180.55 L 544.54 183.3 L 542.25 183.83 C 541.71 184.9 541.06 185.83 540.34 186.58 L 540.34 190.14 L 538.89 191.02 L 536.3 191.4 L 533.78 187.88 L 531.26 191.32 Z M 534.24 176.42 L 533.55 173.59 C 533.31 173.4 533.04 173.52 532.84 173.92 C 532.64 174.32 532.53 174.94 532.56 175.58 C 532.63 176.31 532.9 176.89 533.26 177.07 C 533.62 177.25 534 177 534.24 176.42 Z" fill="#697079" stroke="#697079" stroke-width="0.46" stroke-miterlimit="10" pointer-events="all"/&gt;&lt;path d="M 529.43 191.24 L 527.9 190.48 L 527.52 186.93 C 526.49 186.07 525.58 184.89 524.85 183.45 L 522.63 183.07 L 521.79 180.77 L 523.24 177.95 C 522.97 176.43 522.87 174.86 522.94 173.28 L 521.34 170.69 L 521.79 168.47 L 524.08 168.13 C 524.63 166.9 525.3 165.83 526.07 164.95 L 526.07 161.51 L 527.6 160.44 L 529.27 162.58 C 530.33 162.26 531.42 162.26 532.48 162.58 L 534.47 160.52 L 535.99 161.44 L 536.22 164.8 C 537.17 165.7 538 166.9 538.66 168.32 L 541.03 168.7 L 541.87 171.07 L 540.57 173.82 C 540.82 175.34 540.9 176.92 540.8 178.48 L 542.56 181.31 L 542.02 183.91 L 539.81 183.91 C 539.24 185.16 538.55 186.25 537.75 187.12 L 537.67 190.71 L 536.22 191.4 L 534.16 189.03 C 533.18 189.36 532.17 189.41 531.18 189.18 Z M 532.02 178.94 C 532.55 178.94 533.05 178.6 533.41 177.99 C 533.77 177.38 533.96 176.57 533.93 175.73 C 533.75 174.32 532.73 173.24 531.49 173.13 C 531 173.07 530.52 173.37 530.21 173.93 C 529.89 174.49 529.77 175.25 529.89 175.96 C 529.91 177.54 530.84 178.84 532.02 178.94" fill="#c0c6d2" stroke="#697079" stroke-width="0.46" stroke-miterlimit="10" pointer-events="all"/&gt;&lt;path d="M 513.09 207.45 L 511.56 206.68 L 511.18 203.13 C 510.15 202.28 509.24 201.09 508.51 199.65 L 506.3 199.27 L 505.46 196.98 L 506.91 194.15 C 506.64 192.64 506.53 191.06 506.6 189.49 L 505 186.89 L 505.46 184.67 L 507.75 184.33 C 508.29 183.1 508.96 182.03 509.73 181.16 L 509.73 177.72 L 511.26 176.65 L 512.94 178.79 C 514 178.46 515.09 178.46 516.15 178.79 L 518.13 176.72 L 519.66 177.64 L 519.89 181 C 520.84 181.91 521.67 183.1 522.33 184.52 L 524.69 184.9 L 525.53 187.27 L 524.24 190.02 C 524.48 191.54 524.56 193.12 524.47 194.68 L 526.22 197.51 L 525.69 200.11 L 523.47 200.11 C 522.91 201.36 522.21 202.45 521.41 203.32 L 521.34 206.91 L 519.89 207.6 L 517.82 205.23 C 516.85 205.56 515.84 205.62 514.85 205.38 Z M 515.69 195.14 C 516.21 195.14 516.71 194.8 517.07 194.19 C 517.43 193.59 517.62 192.77 517.6 191.93 C 517.41 190.52 516.4 189.44 515.15 189.33 C 514.66 189.28 514.19 189.57 513.87 190.13 C 513.55 190.69 513.43 191.45 513.55 192.16 C 513.58 193.74 514.5 195.04 515.69 195.14" fill="#c0c6d2" stroke="#697079" stroke-width="0.46" stroke-miterlimit="10" pointer-events="all"/&gt;&lt;path d="M 530.06 204.96 L 529.21 190.65 L 530.34 190.4 L 531.3 191.36 C 531.55 191.34 531.8 191.35 532.04 191.4 L 532.4 190.69 L 533.46 190.48 L 534.24 190.95 L 534.47 192.57 C 534.92 192.98 535.31 193.52 535.62 194.17 L 536.69 194.4 L 537.01 195.38 L 536.44 196.69 C 536.55 197.38 536.59 198.1 536.55 198.82 L 537.29 199.99 L 537.08 201.27 L 536.02 201.52 C 535.76 202.01 535.46 202.44 535.13 202.79 L 535.13 204.44 L 534.45 204.85 L 533.25 205.03 L 532.08 203.4 L 530.91 204.99 Z Z M 532.29 198.07 L 531.97 196.76 C 531.6 196.9 531.4 197.3 531.51 197.68 C 531.7 198.03 532 198.18 532.29 198.07 Z" fill="#697079" stroke="#697079" stroke-width="0.46" stroke-miterlimit="10" pointer-events="all"/&gt;&lt;path d="M 530.06 204.96 L 529.35 204.6 L 529.17 202.95 C 528.69 202.56 528.27 202.01 527.93 201.34 L 526.9 201.16 L 526.51 200.09 L 527.18 198.78 C 527.06 198.08 527.01 197.35 527.04 196.62 L 526.3 195.41 L 526.51 194.38 L 527.57 194.22 C 527.83 193.65 528.14 193.15 528.5 192.75 L 528.5 191.15 L 529.21 190.65 L 529.98 191.65 C 530.48 191.49 530.98 191.49 531.47 191.65 L 532.4 190.69 L 533.11 191.11 L 533.21 192.68 C 533.66 193.1 534.04 193.65 534.35 194.31 L 535.45 194.49 L 535.84 195.59 L 535.23 196.87 C 535.35 197.57 535.38 198.31 535.34 199.03 L 536.16 200.34 L 535.91 201.55 L 534.88 201.55 C 534.61 202.13 534.29 202.64 533.92 203.04 L 533.89 204.71 L 533.21 205.03 L 532.26 203.93 C 531.8 204.09 531.33 204.11 530.87 204 Z M 531.26 199.24 C 531.54 199.3 531.82 199.16 532 198.85 C 532.18 198.55 532.24 198.13 532.15 197.75 C 532.03 197.04 531.56 196.54 531.02 196.54 C 530.8 196.55 530.59 196.7 530.44 196.95 C 530.3 197.2 530.24 197.53 530.27 197.86 C 530.32 198.57 530.73 199.15 531.26 199.24 Z" fill="#c0c6d2" stroke="#697079" stroke-width="0.46" 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 flex-start; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 215px; 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;SSHD&lt;br /&gt;Process&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="525" y="227" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;SSHD&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;path d="M 195 204.89 L 195 169.8 L 213.58 165.22 L 229.15 169.93 L 229.15 205.42 L 210.83 209.74 Z" fill="#abb4c5" stroke="none" pointer-events="all"/&gt;&lt;path d="M 195 169.8 L 213.58 165.22 L 229.15 169.93 L 210.83 174.39 Z" fill="#b8bfd1" stroke="none" pointer-events="all"/&gt;&lt;path d="M 210.83 174.39 L 229.15 169.93 L 229.15 205.42 L 210.83 209.74 Z" fill="#5b6369" stroke="none" pointer-events="all"/&gt;&lt;path d="M 211.02 193.68 C 207.61 192.37 204.34 190.7 201.28 188.71 C 199.81 187.69 198.56 186.38 197.62 184.86 C 196.97 183.67 196.63 182.34 196.65 180.98 C 196.59 179.53 196.62 178.07 196.73 176.61 C 196.8 175.31 196.94 174.02 197.15 172.74 C 197.34 172.03 197.63 171.35 198.01 170.72 C 198.8 170.18 199.71 169.74 200.68 169.41 C 202.34 168.85 204.02 168.36 205.73 167.97 C 207.51 167.49 209.32 167.14 211.15 166.92 C 212.39 166.77 213.64 166.72 214.89 166.79 C 216.92 166.94 218.92 167.38 220.83 168.1 L 227.03 170.38 C 227.58 171.28 227.93 172.29 228.08 173.34 C 228.25 174.75 228.35 176.16 228.37 177.58 C 228.47 180.71 228.38 183.84 228.1 186.95 C 228.07 188.33 227.6 189.66 226.77 190.75 C 225.56 192.09 223.92 192.97 222.14 193.24 C 220.71 193.46 219.27 193.57 217.82 193.55 Z" fill-opacity="0.4" fill="#ffffff" stroke="none" pointer-events="all"/&gt;&lt;rect x="195" y="165.22" width="0" height="0" fill="none" stroke="none" pointer-events="all"/&gt;&lt;path d="M 196.83 175.17 L 196.83 174.25 L 208.74 177.92 L 208.74 178.84 Z M 198.79 202.93 L 198.79 202.01 L 206.12 204.11 L 206.12 205.02 Z" fill="#52595e" stroke="none" pointer-events="all"/&gt;&lt;path d="M 195 204.89 L 195 169.8 L 213.58 165.22 L 229.15 169.93 L 229.15 205.42 L 210.83 209.74 Z" fill="none" stroke="#000000" stroke-width="0.31" stroke-miterlimit="10" pointer-events="all"/&gt;&lt;rect x="195" y="165.22" width="0" height="0" fill="none" stroke="none" pointer-events="all"/&gt;&lt;ellipse cx="224.81" cy="202.43" rx="9.839712136081127" ry="9.846174392076122" fill="#008cce" stroke="none" pointer-events="all"/&gt;&lt;path d="M 218.09 195.38 C 218.19 195.65 218.32 195.91 218.49 196.15 C 218.76 196.18 219.02 196.26 219.26 196.4 C 219.2 196.67 219.31 196.96 219.55 197.11 C 219.74 197.22 219.86 197.4 219.89 197.61 C 219.9 197.72 219.95 197.82 220.03 197.88 C 220.11 197.95 220.21 197.99 220.32 197.98 C 220.44 197.96 220.56 197.95 220.69 197.95 C 220.95 197.92 221.22 197.97 221.45 198.11 L 222.28 198.71 C 222.41 198.8 222.51 198.94 222.55 199.1 C 222.59 199.25 222.59 199.41 222.55 199.56 C 222.48 199.58 222.41 199.57 222.35 199.54 C 222.3 199.41 222.2 199.3 222.08 199.24 C 221.92 199.18 221.74 199.18 221.58 199.24 C 221.37 199.36 221.12 199.4 220.88 199.36 C 220.68 199.37 220.5 199.47 220.38 199.63 C 220.29 199.76 220.14 199.84 219.98 199.86 C 219.82 199.87 219.67 199.81 219.55 199.69 C 219.46 199.56 219.3 199.49 219.13 199.51 C 218.97 199.52 218.83 199.62 218.76 199.77 C 218.67 199.96 218.62 200.17 218.6 200.37 C 218.6 200.64 218.55 200.91 218.45 201.16 C 218.4 201.29 218.3 201.39 218.18 201.46 C 217.99 201.52 217.87 201.7 217.89 201.9 C 218.05 202.09 218.17 202.3 218.25 202.53 C 218.32 202.67 218.27 202.84 218.12 202.93 C 217.97 203.05 217.9 203.24 217.93 203.43 C 217.7 203.44 217.47 203.4 217.25 203.33 C 217.17 203.22 217.05 203.14 216.92 203.1 C 216.8 203.07 216.67 203.12 216.59 203.22 C 216.44 203.43 216.33 203.67 216.27 203.93 C 216.22 204.1 216.19 204.28 216.19 204.46 C 216.36 204.78 216.45 205.13 216.43 205.5 L 216.56 206.56 C 216.57 206.7 216.54 206.84 216.46 206.96 C 216.38 207.07 216.27 207.14 216.14 207.18 C 214.05 203.26 214.84 198.43 218.08 195.38 Z" fill="#00527f" stroke="none" pointer-events="all"/&gt;&lt;path d="M 230.12 194.25 C 230.08 194.4 229.99 194.53 229.86 194.61 C 229.74 194.66 229.61 194.69 229.49 194.69 L 228.76 194.78 C 228.44 194.75 228.12 194.78 227.82 194.89 C 227.85 194.99 227.81 195.11 227.72 195.17 C 227.64 195.23 227.52 195.24 227.43 195.18 C 227.24 195.19 227.06 195.27 226.93 195.41 C 226.84 195.52 226.71 195.59 226.56 195.61 C 226.36 195.65 226.19 195.78 226.1 195.97 C 226.01 196.13 225.85 196.16 225.74 196.05 C 225.67 195.9 225.62 195.74 225.61 195.58 C 225.48 195.27 225.24 195.01 224.94 194.85 C 224.64 194.72 224.35 194.54 224.1 194.32 C 223.94 194.2 223.84 194.01 223.84 193.81 C 223.83 193.69 223.84 193.57 223.88 193.45 C 223.78 193.25 223.57 193.1 223.34 193.08 C 223.17 193.04 223.03 192.91 222.97 192.75 C 225.5 192.28 228.12 192.82 230.26 194.25 Z" fill="#64aadc" stroke="none" pointer-events="all"/&gt;&lt;path d="M 234.25 205.1 C 234.22 204.79 234.1 204.5 233.91 204.26 C 233.71 204.24 233.51 204.34 233.41 204.52 C 233.25 204.76 233 204.92 232.72 204.96 C 232.52 204.74 232.56 204.44 232.81 204.26 C 232.97 204.02 233.01 203.71 232.92 203.43 C 232.9 203.31 232.85 203.2 232.79 203.1 C 232.6 202.91 232.46 202.69 232.39 202.43 C 232.21 202.55 232 202.53 231.84 202.39 C 231.68 202.25 231.59 202.01 231.61 201.77 C 231.62 201.48 231.52 201.21 231.32 201 C 231.34 200.54 231.2 200.1 230.92 199.73 C 230.65 199.46 230.28 199.29 229.89 199.27 C 229.56 199.27 229.29 199.08 229.28 198.83 C 229.27 198.59 229.53 198.38 229.86 198.38 C 230.36 198.43 230.86 198.42 231.35 198.34 C 231.83 198.28 232.29 198.13 232.72 197.91 L 233.18 197.27 C 234.61 199.62 235 202.45 234.25 205.1 Z" fill="#0a79b9" stroke="none" pointer-events="all"/&gt;&lt;path d="M 233.25 207.56 C 233.02 207.84 232.72 208.06 232.39 208.18 C 232.12 208.26 231.93 208.5 231.92 208.78 C 231.89 208.88 231.86 208.83 231.84 208.64 C 231.81 208.45 231.79 208.14 231.79 207.78 C 231.83 207.45 231.95 207.13 232.15 206.85 C 232.36 206.65 232.55 206.43 232.72 206.19 C 232.78 206.09 232.78 205.97 232.72 205.87 C 232.66 205.77 232.55 205.72 232.44 205.73 C 232.32 205.74 232.23 205.81 232.19 205.92 C 231.94 206.21 231.72 206.52 231.52 206.85 C 231.2 207.34 230.73 207.54 230.28 207.39 C 230.02 207.25 229.72 207.19 229.42 207.18 C 229.24 207.25 229.13 207.37 229.12 207.49 C 229.11 207.62 229.19 207.74 229.36 207.82 C 229.6 207.9 229.82 208.07 229.95 208.29 C 230.16 208.65 229.74 209.01 228.93 209.18 C 228.37 209.2 227.82 209.3 227.29 209.49 C 226.99 209.77 226.78 210.14 226.69 210.55 C 226.6 210.73 226.1 210.87 225.5 210.88 C 225.07 210.82 224.63 210.84 224.21 210.95 C 223.86 211.08 223.46 211.01 223.17 210.78 C 223.1 210.64 222.96 210.55 222.81 210.54 C 222.65 210.53 222.5 210.61 222.42 210.74 C 222.34 210.87 222.34 211.04 222.41 211.18 C 222.55 211.42 222.83 211.56 223.1 211.51 C 223.3 211.4 223.56 211.35 223.81 211.38 C 223.96 211.41 224.09 211.5 224.14 211.61 C 224.23 211.69 224.4 211.74 224.62 211.77 C 224.83 211.79 225.07 211.79 225.27 211.75 C 225.6 211.65 226.02 211.59 226.47 211.58 C 226.78 211.55 227.08 211.51 227.33 211.44 C 227.58 211.26 227.89 211.16 228.2 211.18 C 228.37 211.14 228.51 211.09 228.6 211.04 C 228.72 210.95 228.87 210.9 229.02 210.91 C 229.1 210.97 229.13 211.07 229.09 211.15 C 228.99 211.29 228.86 211.42 228.73 211.52 C 230.61 210.71 232.19 209.32 233.25 207.56 Z" fill="#266792" stroke="none" pointer-events="all"/&gt;&lt;ellipse cx="224.21" cy="198.24" rx="7.114164213280995" ry="4.923087196038061" fill-opacity="0.3" fill="#ffffff" stroke="none" pointer-events="all"/&gt;&lt;ellipse cx="220.96" cy="197.31" rx="2.0608439646712466" ry="1.5018034611318236" fill-opacity="0.4" fill="#ffffff" stroke="none" pointer-events="all"/&gt;&lt;rect x="195" y="165.22" width="0" height="0" fill="none" stroke="none" pointer-events="all"/&gt;&lt;ellipse cx="224.81" cy="202.43" rx="9.839712136081127" ry="9.846174392076122" fill="none" stroke="#000000" stroke-width="0.25" pointer-events="all"/&gt;&lt;rect x="195" y="165.22" width="0" height="0" fill="none" stroke="none" pointer-events="all"/&gt;&lt;path d="M 219.46 209.2 L 219.46 200.52 L 221.53 199.95 L 221.53 193.72 L 222.48 193.41 L 227.82 195.04 L 227.82 200.96 L 229.64 201.46 L 229.64 210.39 L 226 211.27 Z M 223.29 199.57 L 226.12 200.45 L 226.12 195.86 L 223.29 195.04 Z" fill="#a3acbd" stroke="none" pointer-events="all"/&gt;&lt;path d="M 229.64 201.46 L 226.06 202.34 L 219.46 200.52 L 222.98 199.51 Z" fill="#b2b9ca" stroke="none" pointer-events="all"/&gt;&lt;path d="M 229.64 210.39 L 226.06 211.27 L 226.06 202.34 L 229.64 201.46 Z" fill="#5b6369" stroke="none" pointer-events="all"/&gt;&lt;path d="M 226.06 210.71 L 219.46 208.7 L 219.46 207.88 L 226.06 209.83 L 229.64 208.95 L 229.64 209.83 Z" fill-opacity="0.7" fill="#0378b2" stroke="none" pointer-events="all"/&gt;&lt;rect x="195" y="165.22" width="0" height="0" fill="none" stroke="none" pointer-events="all"/&gt;&lt;path d="M 221.97 205.74 C 221.72 205.54 221.6 205.26 221.66 204.98 C 221.8 204.73 222.02 204.64 222.22 204.76 C 222.47 204.83 222.68 205.07 222.77 205.39 C 222.79 205.57 222.72 205.75 222.56 205.86 L 222.67 207.44 C 222.67 207.54 222.63 207.63 222.56 207.7 C 222.48 207.78 222.39 207.82 222.29 207.82 C 222.12 207.81 221.96 207.75 221.85 207.63 C 221.74 207.51 221.69 207.34 221.72 207.18 Z" fill="#3b393b" stroke="none" pointer-events="all"/&gt;&lt;path d="M 227.82 195.04 L 226.88 195.36 L 221.53 193.79 L 222.48 193.41 Z" fill="#d9dde6" stroke="none" pointer-events="all"/&gt;&lt;path d="M 226.06 203.52 L 219.46 201.65 L 219.46 200.82 L 226.06 202.64 L 229.64 201.76 L 229.64 202.64 Z" fill-opacity="0.7" fill="#0378b2" stroke="none" pointer-events="all"/&gt;&lt;path d="M 220.09 200.71 C 220.45 200.51 220.83 200.37 221.22 200.27 L 223.61 199.69 L 228.39 201.1 C 228.59 201.24 228.76 201.42 228.89 201.62 C 228.97 202.05 228.98 202.48 228.91 202.91 C 228.87 203.97 228.56 205 228.01 205.9 C 227.5 206.44 226.85 206.82 226.12 207 C 225.36 207.3 224.55 207.45 223.73 207.44 C 222.97 207.41 222.23 207.06 221.67 206.43 C 221.09 205.88 220.61 205.21 220.28 204.48 C 220.01 203.82 219.88 203.12 219.9 202.41 C 219.89 201.83 219.95 201.26 220.09 200.71 Z" fill-opacity="0.3" fill="#ffffff" stroke="none" pointer-events="all"/&gt;&lt;rect x="195" y="165.22" width="0" height="0" fill="none" stroke="none" pointer-events="all"/&gt;&lt;path d="M 221.53 193.79 L 226.88 195.36 L 226.88 201.9 L 226.12 201.71 L 226.12 195.86 L 222.41 194.73 L 222.41 200.52 L 221.53 200.27 Z" fill="#9ba5b6" stroke="none" pointer-events="all"/&gt;&lt;path d="M 227.82 195.04 L 227.82 201.65 L 226.88 201.9 L 226.88 195.36 Z" fill="#60686f" stroke="none" pointer-events="all"/&gt;&lt;path d="M 223.29 195.03 L 223.29 200.27 L 222.41 200.52 L 222.41 194.73 Z" fill="#5c6369" stroke="none" pointer-events="all"/&gt;&lt;path d="M 219.46 209.2 L 219.46 200.52 L 221.53 199.95 L 221.53 193.72 L 222.48 193.41 L 227.82 195.04 L 227.82 200.96 L 229.64 201.46 L 229.64 210.39 L 226 211.27 Z M 223.29 199.57 L 226.12 200.45 L 226.12 195.86 L 223.29 195.04 Z" fill="none" stroke="#000000" stroke-width="0.15" 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 flex-start; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 219px; margin-left: 215px;"&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;SOCKS5 Proxy&lt;br /&gt;by SSH&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="215" y="231" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;SOCKS5&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="115" y="153.75" width="42.55" height="30" fill="none" stroke="none" pointer-events="all"/&gt;&lt;path d="M 115.06 172.69 L 123.57 172.69 L 123.57 170.76 L 115.06 170.76 Z M 115.06 166.74 L 125.27 166.74 L 125.27 164.81 L 115.06 164.81 Z M 115.06 160.78 L 126.97 160.78 L 126.97 158.85 L 115.06 158.85 Z M 146.63 170.76 L 133.31 170.76 L 134.53 165.89 L 147.85 165.89 Z M 133.02 163.96 L 130.84 172.69 L 148.14 172.69 L 150.32 163.96 Z M 150.07 181.52 C 150.03 181.69 149.88 181.82 149.7 181.82 L 126.09 181.82 C 125.93 181.82 125.83 181.73 125.79 181.68 C 125.74 181.62 125.68 181.51 125.71 181.35 L 130.08 160.74 L 154.48 160.74 Z M 131.47 155.68 L 155.08 155.68 C 155.24 155.68 155.33 155.77 155.38 155.82 C 155.42 155.88 155.49 155.99 155.45 156.15 L 154.89 158.81 L 130.49 158.81 L 131.09 155.99 C 131.13 155.81 131.29 155.68 131.47 155.68 Z M 156.87 154.61 C 156.43 154.06 155.78 153.75 155.08 153.75 L 131.47 153.75 C 130.38 153.75 129.43 154.52 129.2 155.59 L 123.82 180.96 C 123.68 181.64 123.85 182.35 124.29 182.89 C 124.73 183.44 125.38 183.75 126.09 183.75 L 149.7 183.75 C 150.78 183.75 151.73 182.98 151.96 181.92 L 157.34 156.55 C 157.49 155.86 157.32 155.15 156.87 154.61 Z" fill="#b0084d" 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 flex-start; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 191px; margin-left: 136px;"&gt;&lt;div data-drawio-colors="color: #232F3E; " 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(35, 47, 62); line-height: 1.2; pointer-events: all; white-space: nowrap;"&gt;kubectl&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="136" y="203" fill="#232F3E" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;kubectl&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="115" y="240" width="42.55" height="30" fill="none" stroke="none" pointer-events="all"/&gt;&lt;path d="M 115.06 258.94 L 123.57 258.94 L 123.57 257.01 L 115.06 257.01 Z M 115.06 252.99 L 125.27 252.99 L 125.27 251.06 L 115.06 251.06 Z M 115.06 247.03 L 126.97 247.03 L 126.97 245.1 L 115.06 245.1 Z M 146.63 257.01 L 133.31 257.01 L 134.53 252.14 L 147.85 252.14 Z M 133.02 250.21 L 130.84 258.94 L 148.14 258.94 L 150.32 250.21 Z M 150.07 267.77 C 150.03 267.94 149.88 268.07 149.7 268.07 L 126.09 268.07 C 125.93 268.07 125.83 267.98 125.79 267.93 C 125.74 267.87 125.68 267.76 125.71 267.6 L 130.08 246.99 L 154.48 246.99 Z M 131.47 241.93 L 155.08 241.93 C 155.24 241.93 155.33 242.02 155.38 242.07 C 155.42 242.13 155.49 242.24 155.45 242.4 L 154.89 245.06 L 130.49 245.06 L 131.09 242.24 C 131.13 242.06 131.29 241.93 131.47 241.93 Z M 156.87 240.86 C 156.43 240.31 155.78 240 155.08 240 L 131.47 240 C 130.38 240 129.43 240.77 129.2 241.84 L 123.82 267.21 C 123.68 267.89 123.85 268.6 124.29 269.14 C 124.73 269.69 125.38 270 126.09 270 L 149.7 270 C 150.78 270 151.73 269.23 151.96 268.17 L 157.34 242.8 C 157.49 242.11 157.32 241.4 156.87 240.86 Z" fill="#b0084d" 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 flex-start; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 277px; margin-left: 136px;"&gt;&lt;div data-drawio-colors="color: #232F3E; " 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(35, 47, 62); line-height: 1.2; pointer-events: all; white-space: nowrap;"&gt;aws cli&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="136" y="289" fill="#232F3E" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;aws cli&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;path d="M 545 183.75 L 688.63 183.75" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="stroke"/&gt;&lt;path d="M 693.88 183.75 L 686.88 187.25 L 688.63 183.75 L 686.88 180.25 Z" fill="rgb(0, 0, 0)" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="all"/&gt;&lt;path d="M 480.7 72.67 L 489.28 72.67 L 489.28 67.89 C 489.28 66.64 488.46 64.69 486.66 64.69 L 483.25 64.69 C 482 64.69 480.7 65.98 480.7 67.89 Z M 475 90 L 475 72.67 L 477.83 72.67 L 477.83 65.36 C 477.83 62.48 479.81 60 482.05 60 L 487.91 60 C 490.18 60 492.13 62.43 492.13 65.49 L 492.13 72.67 L 495 72.67 L 495 90 Z" fill="#d9a741" stroke="none" pointer-events="all"/&gt;&lt;path d="M 489.28 67.89 C 489.28 66.64 488.46 64.69 486.66 64.69 L 483.25 64.69 C 482 64.69 480.7 65.99 480.7 67.89 L 480.7 66.87 C 480.7 65.2 481.77 63.63 483.26 63.63 L 486.75 63.63 C 488.02 63.63 489.28 65.03 489.28 66.82 Z M 475 90 L 475 88.98 L 495 88.98 L 495 90 Z" fill-opacity="0.3" fill="#000000" stroke="none" pointer-events="all"/&gt;&lt;path d="M 47.26 100.88 C 45.95 100.88 45 99.85 45 98.69 L 45 61.03 C 45 59.99 45.83 58.88 47.12 58.88 L 72.84 58.88 C 73.96 58.88 75 59.79 75 61.08 L 75 98.94 C 75 99.94 74.01 100.88 72.82 100.88 Z" fill="#7d7c7c" stroke="none" pointer-events="all"/&gt;&lt;path d="M 75 96.78 L 75 98.94 C 75 99.94 74.01 100.88 72.82 100.88 L 47.26 100.88 C 45.95 100.88 45 99.84 45 98.69 L 45 97.04 C 45 98.19 46.1 99.01 47.09 99.01 L 72.78 99.01 C 73.96 99.01 75 98.07 75 96.78 Z" fill-opacity="0.3" fill="#000000" stroke="none" pointer-events="all"/&gt;&lt;rect x="45" y="58.88" width="0" height="0" fill="none" stroke="rgb(0, 0, 0)" pointer-events="all"/&gt;&lt;path d="M 54.63 66.43 L 48.56 66.43 L 48.56 63.97 L 54.63 63.97 Z M 62.98 66.43 L 56.91 66.43 L 56.91 63.97 L 62.98 63.97 Z M 71.34 66.43 L 65.26 66.43 L 65.26 63.97 L 71.34 63.97 Z M 54.63 70.73 L 48.56 70.73 L 48.56 68.27 L 54.63 68.27 Z M 62.98 70.73 L 56.91 70.73 L 56.91 68.27 L 62.98 68.27 Z M 71.34 70.73 L 65.26 70.73 L 65.26 68.27 L 71.34 68.27 Z M 54.63 75.04 L 48.56 75.04 L 48.56 72.58 L 54.63 72.58 Z M 62.98 75.04 L 56.91 75.04 L 56.91 72.58 L 62.98 72.58 Z M 71.34 75.04 L 65.26 75.04 L 65.26 72.58 L 71.34 72.58 Z M 54.63 79.34 L 48.56 79.34 L 48.56 76.88 L 54.63 76.88 Z M 62.98 79.34 L 56.91 79.34 L 56.91 76.88 L 62.98 76.88 Z M 71.34 79.34 L 65.26 79.34 L 65.26 76.88 L 71.34 76.88 Z M 54.63 83.65 L 48.56 83.65 L 48.56 81.19 L 54.63 81.19 Z M 62.98 83.65 L 56.91 83.65 L 56.91 81.19 L 62.98 81.19 Z M 71.34 83.65 L 65.26 83.65 L 65.26 81.19 L 71.34 81.19 Z M 54.63 87.95 L 48.56 87.95 L 48.56 85.49 L 54.63 85.49 Z M 62.98 87.95 L 56.91 87.95 L 56.91 85.49 L 62.98 85.49 Z M 71.34 87.95 L 65.26 87.95 L 65.26 85.49 L 71.34 85.49 Z" fill="#ffffff" stroke="none" pointer-events="all"/&gt;&lt;path d="M 745.96 76 C 740.09 76 735.55 71.43 735.55 67.19 L 735.55 65.43 C 735.09 60.07 739.29 55.87 742.21 55.04 C 742.04 51.25 743.66 46.93 747.09 44.04 C 752.05 40 757.87 40.62 761.39 42.53 C 763.87 43.81 766.1 46.07 767.39 49.06 C 770.04 47.23 772.87 47.78 774.49 48.73 C 776.67 50.01 777.84 52.28 777.87 54.5 C 780.12 54.75 782.79 55.78 785.11 58.85 C 786.32 60.5 787.06 63.42 787.09 65.17 L 787.09 66.98 C 787.09 71.56 782.32 76 776.7 76 Z" fill="#f58536" stroke="none" pointer-events="all"/&gt;&lt;path d="M 787.09 65.17 L 787.09 66.98 C 787.09 71.55 782.32 76 776.7 76 L 745.96 76 C 740.09 76 735.55 71.42 735.55 67.19 L 735.55 65.43 C 735.55 69.28 739.85 74.11 745.88 74.11 L 776.24 74.11 C 782.68 74.11 787.09 69.52 787.09 65.17 Z" fill-opacity="0.3" fill="#000000" stroke="none" pointer-events="all"/&gt;&lt;rect x="735.09" y="40" width="0" height="0" fill="none" stroke="rgb(0, 0, 0)" pointer-events="all"/&gt;&lt;path d="M 748.15 64.72 L 750.99 64.72 L 749.61 58.59 Z M 750.92 56.94 L 754.14 69.34 L 752.09 69.34 L 751.36 66.32 L 747.85 66.32 L 747.04 69.34 L 744.99 69.34 L 748.43 56.94 Z M 766.29 56.94 L 763.88 69.34 L 761.6 69.34 L 760.03 59.73 L 758.47 69.34 L 756.26 69.34 L 753.92 56.94 L 755.82 56.94 L 757.47 66.81 L 759.04 56.94 L 761.09 56.94 L 762.74 66.88 L 764.32 56.94 Z M 774.58 60.11 L 772.67 60.11 C 772.71 59.17 772.47 58.55 771.87 58.25 C 771.5 58.07 770.71 57.92 770.1 58.29 C 769.77 58.5 769.36 58.89 769.37 59.92 C 769.39 61.23 770.33 61.72 771.25 62.09 C 772.37 62.45 773.36 62.76 774.09 63.47 C 775.22 64.55 775.11 66.27 774.79 67.31 C 774.35 68.59 773.35 69.21 772 69.42 C 770.8 69.56 769.51 69.53 768.56 68.81 C 767.49 67.95 767.29 66.68 767.32 65.41 L 769.23 65.41 C 769.2 66.25 769.31 66.91 769.65 67.33 C 770.17 67.99 771.07 68.09 771.85 67.88 C 772.8 67.58 773.05 66.69 773.02 66.12 C 773.04 65.06 772.51 64.38 771.57 64.06 C 770.04 63.52 768.88 63.28 768.05 62.3 C 767.63 61.82 767.22 60.83 767.46 59.28 C 767.67 57.98 768.53 57.22 769.31 56.9 C 770.4 56.39 772.17 56.46 773.12 56.94 C 774.09 57.39 774.65 58.38 774.58 60.11 Z" fill="#ffffff" stroke="none" pointer-events="all"/&gt;&lt;path d="M 695 163.71 L 735.09 163.71 L 735.09 203.8 L 695 203.8 Z" fill="url(#mx-gradient-f78e04-1-d05c17-1-s-0)" stroke="none" pointer-events="all"/&gt;&lt;path d="M 718.61 179.1 L 714.77 183.55 L 718.95 188.43 L 717.39 188.43 L 713.64 184.05 L 713.64 188.55 L 712.52 188.55 L 712.52 178.99 L 713.64 178.99 L 713.64 182.92 L 717.11 179.1 Z M 728.26 188.12 L 723.76 185.42 L 723.76 178.99 C 723.76 178.79 723.65 178.6 723.48 178.5 L 717.01 174.73 L 717.01 169.29 L 728.26 175.94 Z M 729.11 175.13 L 716.74 167.82 C 716.56 167.72 716.35 167.72 716.17 167.82 C 716 167.92 715.89 168.11 715.89 168.31 L 715.89 175.05 C 715.89 175.25 715.99 175.44 716.17 175.54 L 722.63 179.31 L 722.63 185.74 C 722.63 185.93 722.74 186.12 722.91 186.22 L 728.53 189.59 C 728.62 189.64 728.72 189.67 728.82 189.67 C 728.91 189.67 729.01 189.65 729.1 189.6 C 729.27 189.5 729.38 189.31 729.38 189.11 L 729.38 175.62 C 729.38 175.42 729.28 175.23 729.11 175.13 Z M 715.01 198.59 L 701.83 191.58 L 701.83 175.94 L 713.08 169.29 L 713.08 174.74 L 707.15 178.51 C 706.99 178.62 706.89 178.8 706.89 178.99 L 706.89 188.55 C 706.89 188.76 707.01 188.95 707.2 189.05 L 714.76 192.98 C 714.92 193.07 715.11 193.07 715.28 192.98 L 722.61 189.19 L 727.13 191.9 Z M 728.55 191.44 L 722.92 188.06 C 722.76 187.96 722.55 187.96 722.38 188.05 L 715.02 191.85 L 708.02 188.21 L 708.02 179.3 L 713.94 175.53 C 714.1 175.42 714.2 175.25 714.2 175.05 L 714.2 168.31 C 714.2 168.11 714.09 167.92 713.92 167.82 C 713.74 167.72 713.53 167.72 713.35 167.82 L 700.98 175.13 C 700.81 175.23 700.71 175.42 700.71 175.62 L 700.71 191.92 C 700.71 192.13 700.82 192.32 701.01 192.42 L 714.75 199.73 C 714.84 199.77 714.93 199.79 715.02 199.79 C 715.11 199.79 715.21 199.77 715.29 199.72 L 728.53 192.41 C 728.71 192.31 728.82 192.13 728.82 191.93 C 728.82 191.73 728.72 191.54 728.55 191.44 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 522.25 412.87 520.14 413.42 518.33 414 C 518.08 415.61 517.25 417.28 516.28 418.08 C 515.03 419.12 513.52 419.53 512.01 419.74 C 512.02 421.85 512.25 424.14 512.62 426.3 L 524.75 426.3 L 524.75 421.46 L 532.48 427.86 L 524.75 434.18 L 524.75 429.26 Z M 504.85 429.26 L 504.85 426.3 L 510.15 426.3 C 509.67 423.41 509.5 420.39 509.54 417.44 C 511.74 417.55 513.73 417.13 514.61 416.23 C 515.54 415.24 515.82 413.79 515.95 412.36 C 518.5 411.29 521.71 410.43 524.64 410.4 C 527.82 410.32 530.93 411.13 534.05 412.19 C 534.21 414.49 534.9 415.95 535.94 416.49 C 537.29 417.12 538.95 417.22 540.45 417.27 C 540.45 425.99 539.22 431.56 536 437.45 C 533.77 441.47 530.08 445.42 524.99 447.55 C 520.99 446.01 517.2 442.74 514.59 438.57 C 512.83 435.81 511.5 432.53 510.75 429.26 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 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://static.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://static.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://static.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://static.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 1 of 3 – built-in storage and NFS</title><link>https://static.digihunch.com/2022/07/kubernetes-storage-on-azure-1-of-3-built-in-storage-and-nfs/</link><pubDate>Sun, 31 Jul 2022 15:22:00 -0400</pubDate><guid>https://static.digihunch.com/2022/07/kubernetes-storage-on-azure-1-of-3-built-in-storage-and-nfs/</guid><description>&lt;img src="https://static.digihunch.com/wp-content/uploads/2025/04/feature-aks-storage-1.webp" alt="Featured image of post Kubernetes Storage on Azure 1 of 3 – built-in storage and NFS" /&gt;&lt;p class="wp-block-paragraph"&gt;In the previous &lt;a href="https://static.digihunch.com/2022/05/hosting-database-on-kubernetes/"&gt;post&lt;/a&gt;, we understand that to host stateful workload, we need to manage persistent storage to the Kubernetes platform. In this post, I will explore the different storage options. These options are specific to Azure Kubernetes service. However, the principals apply to any Kubernetes platform regardless of cloud vendor.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In another old &lt;a href="https://static.digihunch.com/2021/06/kubernetes-storage-explained/"&gt;post&lt;/a&gt;, I discussed in-tree and CSI storage classes, and from a developer&amp;#8217;s perspective, how to mount volumes statically and dynamically once the storage class is available. Here in this post we are concerned with how to make storage classes available, from a platform specialist perspective.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Storage in Azure Kubernetes&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;As soon as the Azure Kubernetes cluster is launched, a number of built-in &lt;a href="https://docs.microsoft.com/en-us/azure/aks/concepts-storage#storage-classes"&gt;storage classes&lt;/a&gt; are available. Unlike third-party storage classes, they do not require kubelet identity to be contributor for node resource group. As &lt;a href="https://static.digihunch.com/2022/05/hosting-database-on-kubernetes/"&gt;discussed&lt;/a&gt; we shall use CSI based storage classes. &lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;managed-csi&lt;/li&gt;&#10;&lt;li&gt;managed-csi-premium&lt;/li&gt;&#10;&lt;li&gt;azurefile-csi&lt;/li&gt;&#10;&lt;li&gt;azurefile-csi-premium&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The main difference between them is the backing technology. However, form Kubernetes workload&amp;#8217;s perspective, the Pods as storage consumers are concerned with the &lt;a href="https://kubernetes.io/docs/concepts/storage/persistent-volumes/#access-modes"&gt;access mode&lt;/a&gt; instead of backing technology. Here are supported access modes:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;ReadWriteOnce: read-write by a single node&lt;/li&gt;&#10;&lt;li&gt;ReadOnlyMany: read only by many nodes&lt;/li&gt;&#10;&lt;li&gt;ReadWriteMany: read-write by many nodes&lt;/li&gt;&#10;&lt;li&gt;ReadWriteOncePod: new in Kubernetes 1.22 to restrict volume access to a single Pod&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The storage classes managed-csi and managed-csi-premium support ReadWriteOnce. The storage classes azurefile-csi and azurefile-csi-premium support ReadWriteMany.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Apart from these built-in options, Azure also suggests a few more options based on other types of Azure resources. For example, AKS can integrate with &lt;a href="https://azure.microsoft.com/en-us/services/hpc-cache/#overview"&gt;HPC cache&lt;/a&gt; and it for HPC. We can also self-manage a virtual machine &lt;a href="https://docs.microsoft.com/en-us/azure/aks/azure-nfs-volume"&gt;configured as NFS server&lt;/a&gt;, and use the &lt;a href="https://github.com/kubernetes-sigs/nfs-subdir-external-provisioner"&gt;NFS subdir external provisioner&lt;/a&gt; to configure storage class. Despite of the overhead with managing a VM, you have more configurability. My previous client reports that they gain better performance than the built-in options. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Another alternative is &lt;a href="https://docs.microsoft.com/en-us/azure/aks/azure-netapp-files"&gt;Azure NetApp Files&lt;/a&gt;. However, being a full enterprise grade solution (similar to &lt;a href="https://static.digihunch.com/2022/05/fsx-ontap-enterprise-storage-on-aws/"&gt;FSx ONTAP&lt;/a&gt;), &lt;a href="https://azure.microsoft.com/en-ca/services/netapp/"&gt;Azure NetApp Files&lt;/a&gt; costs an arm and a leg. In &lt;a href="https://www.kasten.io/kubernetes/resources/blog/aks-and-storage-performance-differences-among-kubernetes-storage-services"&gt;this comparison&lt;/a&gt;, it cost 60 to 100 times as the cost by built-in options.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Another option is &lt;a href="https://docs.microsoft.com/en-us/azure/aks/use-ultra-disks"&gt;Azure Ultra Disk&lt;/a&gt;, which needs to be enabled at cluster level. You can provision performance target (DiskIOPSReadWrite and DiskMBpsReadWrite) in the storage class. Ultra Disk is a good middle ground between the pricey NetApp files and the less performant built-in options.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-terraform-template-for-aks"&gt;Terraform Template for AKS&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;To explore the storage options, I use my own terraform template to create an AKS cluster. The template is in the &lt;a href="https://github.com/digihunch/cloudkube/tree/main/azure"&gt;azure&lt;/a&gt; directory of the &lt;a href="https://github.com/digihunch/cloudkube"&gt;cloudkube&lt;/a&gt; repo. The template consists a few configurations with Azure Kubernetes to facilitate storage configuration. First, it configures an SSH key pair to use between the bastion host and the node. Users can SSH to Kubernetes nodes from bastion host as soon as terraform apply is completed. Second, the third party storage options installed after the cluster creation need their Pod to instruct Azure to create Azure disks. This requires that a Kubernetes node agent have the permission to provision resources in the node resource group. This is important to understand because there are a couple of managed identities at play (refer to &lt;a href="https://static.digihunch.com/2021/12/aks-lessons-learned-2-of-2/"&gt;this&lt;/a&gt; post) when building an AKS cluster. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In Azure Kubernetes, it is the managed identity of kubelet, that needs to have contributor permission over the resource group for the nodes (not the one for the AKS cluster itself). A managed identity is expressed by a client ID, an object ID (aka principal ID), and the identity ID. We can find them out with an AZ CLI command as below:&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-large"&gt;&lt;img loading="lazy" decoding="async" width="1899" height="207" src="https://static.digihunch.com/wp-content/uploads/2022/06/image-14.png" alt="" class="wp-image-5653"/&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We can also tell that the kubelet managed identity represents node agent, by connecting to a node and looking at the argument (kubernetes.azure.com/kubelet-identity-client-id) of kubelet process:&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-large"&gt;&lt;img loading="lazy" decoding="async" width="1794" height="784" src="https://static.digihunch.com/wp-content/uploads/2022/06/image-13.png" alt="" class="wp-image-5650"/&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In the template, I also chose to designate the same BYO identity for both the cluster and for kubelet (node agent), in order to minimize my requirement on permission. If I had left it with a system assigned identity for node agent, I would have to assign that identity as a contributor for the node resource group, either as a user, or via Terraform&amp;#8217;s identity. Either way, it is beyond what a &lt;a href="https://docs.microsoft.com/en-us/azure/role-based-access-control/role-assignments-steps"&gt;Contributor&lt;/a&gt; is allowed to do.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Benchmarking with kubestr&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;I used &lt;a href="https://fio.readthedocs.io/en/latest/index.html"&gt;fio&lt;/a&gt; utility for storage benchmarking from virtual machines. However, fio utility is not for container. For &lt;a href="https://docs.portworx.com/install-with-other/operate-and-maintain/performance-and-tuning/fio/"&gt;fio testing&lt;/a&gt; on Kubernetes, I&amp;#8217;d have to use a Docker image, and test with target volume attached. Fortunately, the &lt;a href="https://www.kasten.io/"&gt;Kasten&lt;/a&gt; team shared their initiative in the open source project &lt;a href="https://kubestr.io/"&gt;Kubestr&lt;/a&gt;. The kubestr &lt;a href="https://github.com/kastenhq/kubestr/releases/tag/v0.4.31"&gt;release&lt;/a&gt; is available as an executable on common platforms. It connects to the cluster the same way as kubectl and &lt;a href="https://www.youtube.com/watch?v=j9UkQM-oa1k"&gt;here&lt;/a&gt; is a demo. To begin with, download the utility to bastion host, and run it without any argument, which prints the storage classes and &lt;a href="https://kubernetes.io/docs/concepts/storage/volume-snapshot-classes/"&gt;volume snapshot classes&lt;/a&gt;:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;curl -L -o kubestr.tar.gz https://github.com/kastenhq/kubestr/releases/download/v0.4.31/kubestr_0.4.31_Linux_amd64.tar.gz&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;tar -xvf kubestr.tar.gz &lt;span style="color:#f92672"&gt;&amp;amp;&amp;amp;&lt;/span&gt; rm kubestr.tar.gz &lt;span style="color:#f92672"&gt;&amp;amp;&amp;amp;&lt;/span&gt; chmod +x kubestr&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;./kubestr &lt;span style="color:#75715e"&gt;# if kubectl is configured, this command will print out the details of storage classes and volume snapshot classes&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;In addition to outputting details, it is also very simple to perform storage benchmarking with kubestr. All we need to do is giving it the storage class name and it will run four tests by default with common global options (ioengine=libaio verify=0 direct=1 gtod_reduce=1). The four tests are:&lt;/p&gt;&#10;&lt;figure class="wp-block-table is-style-regular"&gt;&lt;table class="has-cyan-bluish-gray-background-color has-background"&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td&gt;&lt;strong&gt;JobName&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;&lt;strong&gt;block_s&lt;/strong&gt;ize&lt;/td&gt;&lt;td&gt;&lt;strong&gt;filesize&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;&lt;strong&gt;iodepth&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;&lt;strong&gt;rw&lt;/strong&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;read_iops&lt;/td&gt;&lt;td&gt;4k&lt;/td&gt;&lt;td&gt;2G&lt;/td&gt;&lt;td&gt;64&lt;/td&gt;&lt;td&gt;randread&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;write_iops&lt;/td&gt;&lt;td&gt;4k&lt;/td&gt;&lt;td&gt;2G&lt;/td&gt;&lt;td&gt;64&lt;/td&gt;&lt;td&gt;randwrite&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;read_bw&lt;/td&gt;&lt;td&gt;128k&lt;/td&gt;&lt;td&gt;2G&lt;/td&gt;&lt;td&gt;64&lt;/td&gt;&lt;td&gt;randread&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;write_bw&lt;/td&gt;&lt;td&gt;128k&lt;/td&gt;&lt;td&gt;2G&lt;/td&gt;&lt;td&gt;64&lt;/td&gt;&lt;td&gt;randwrite&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;During each test, it measures and reports IOPS and bandwidth (throughput). If your I/O profile falls out of the four jobs, you can even customize your test by supplying a fio config file. For example, you need a longer test duration, or you need a larger total size for the test. Before the test, kubestr automatically mount their test volumes using the storage class being tested.&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;./kubestr fio -s my-storage-class &lt;span style="color:#75715e"&gt;# benchmarking a storage class&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;For read_iops and write_iops, we mainly look at the IOPS. For read_bw and write_bw, we mainly look at the bandwidth. The iops and bw &lt;a href="https://fio.readthedocs.io/en/latest/fio_doc.html#interpreting-the-output"&gt;based on samples&lt;/a&gt; are reported as first line of result, followed by min, max and average.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Metrics&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;With kubestr I ran a performance test amongst the native storage classes with Azure Kubernetes Service, with results as below:&lt;/p&gt;&#10;&lt;figure class="wp-block-table is-style-regular"&gt;&lt;table class="has-cyan-bluish-gray-background-color has-background"&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td&gt;&lt;/td&gt;&lt;td&gt;read_iops&lt;/td&gt;&lt;td&gt;write_iops&lt;/td&gt;&lt;td&gt;read_bw&lt;/td&gt;&lt;td&gt;write_bw&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;managed-csi&lt;/td&gt;&lt;td&gt;IOPS=314.729797 BW(KiB/s)=1275&lt;/td&gt;&lt;td&gt;IOPS=297.071136 BW(KiB/s)=1204&lt;/td&gt;&lt;td&gt;IOPS=315.311188 BW(KiB/s)=40887&lt;/td&gt;&lt;td&gt;IOPS=261.048645 BW(KiB/s)=33941&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;managed-csi-premium&lt;/td&gt;&lt;td&gt;IOPS=493.395844 BW(KiB/s)=1990&lt;/td&gt;&lt;td&gt;IOPS=426.731812 BW(KiB/s)=1723&lt;/td&gt;&lt;td&gt;IOPS=455.950348 BW(KiB/s)=58894&lt;/td&gt;&lt;td&gt;IOPS=422.888855 BW(KiB/s)=54662&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;azurefile-csi&lt;/td&gt;&lt;td&gt;IOPS=259.333282 BW(KiB/s)=1053&lt;/td&gt;&lt;td&gt;IOPS=283.985779 BW(KiB/s)=1152&lt;/td&gt;&lt;td&gt;IOPS=240.447403 BW(KiB/s)=31298&lt;/td&gt;&lt;td&gt;IOPS=230.689804 BW(KiB/s)=30048&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;azurefile-csi-premium&lt;/td&gt;&lt;td&gt;IOPS=394.044739 BW(KiB/s)=1586&lt;/td&gt;&lt;td&gt;IOPS=371.181793 BW(KiB/s)=1494&lt;/td&gt;&lt;td&gt;IOPS=380.360535 BW(KiB/s)=49018&lt;/td&gt;&lt;td&gt;IOPS=491.313446 BW(KiB/s)=63310&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;These numbers are based on default test parameters (e.g. 100Gi PVC size). The numbers indicate that block storage generally performs better in default setting. So we should use managed disk instead of azure file unless multiple pods needs to access the same volume.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Validate Persistent Storage&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We can use mysql as a quick and dirty test of storage classes. We can deploy the following manifest:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-yaml" data-lang="yaml"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;apiVersion&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;v1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;kind&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;PersistentVolumeClaim&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;metadata&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql-pvc&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;spec&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;storageClassName&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;managed-csi-premium&lt;/span&gt; &lt;span style="color:#75715e"&gt;# the storage class being tested&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;accessModes&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#ae81ff"&gt;ReadWriteOnce&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;resources&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;requests&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;storage&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;5Gi&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;---&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;apiVersion&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;v1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;kind&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;Secret&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;metadata&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;data&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;password&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;eHl6 &lt;/span&gt; &lt;span style="color:#75715e"&gt;# base64 code of xyz&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;---&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;apiVersion&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;apps/v1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;kind&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;Deployment&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;metadata&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;labels&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;app&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;spec&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;replicas&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;selector&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;matchLabels&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;app&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;template&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;metadata&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;labels&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;app&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;spec&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;containers&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;image&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql:5.6&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;env&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;MYSQL_ROOT_PASSWORD&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;valueFrom&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;secretKeyRef&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;key&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;password&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;ports&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;containerPort&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;3306&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;volumeMounts&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql-persistent-storage&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;mountPath&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;/var/lib/mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;volumes&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql-persistent-storage&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;persistentVolumeClaim&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;claimName&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql-pvc&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;---&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;apiVersion&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;v1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;kind&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;Service&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;metadata&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql-service&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;labels&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;service&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;spec&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;selector&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;app&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;ports&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;tcp-mysql&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;protocol&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;TCP&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;port&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;3306&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;targetPort&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;3306&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Once the Pod has been created, then we use a throw-away Pod to connect to mysql service and build some data:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl run mysql-cli --rm -i --tty --image imega/mysql-client -- /bin/sh&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;If you don&lt;span style="color:#e6db74"&gt;&amp;#39;t see a command prompt, try pressing enter.&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;/ # mysql --host=mysql-service.default.svc.cluster.local --user=root --password=xyz&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;Welcome to the MariaDB monitor. Commands end with ; or \g. Your MySQL connection id is 9 Server version: 5.6.51 MySQL Community Server (GPL) Copyright (c) 2000, 2018, Oracle, MariaDB Corporation Ab and others. Type &amp;#39;&lt;/span&gt;help;&lt;span style="color:#e6db74"&gt;&amp;#39; or &amp;#39;&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;\h&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#39; for help. Type &amp;#39;&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;\c&lt;/span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt; to clear the current input statement. MySQL &lt;span style="color:#f92672"&gt;[(&lt;/span&gt;none&lt;span style="color:#f92672"&gt;)]&lt;/span&gt;&amp;gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;From the mysql shell, we create a test database with dummy data populated:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-sql" data-lang="sql"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;CREATE&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;DATABASE&lt;/span&gt; &lt;span style="color:#f92672"&gt;`&lt;/span&gt;testdb&lt;span style="color:#f92672"&gt;`&lt;/span&gt;; &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;USE testdb; &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;CREATE&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;TABLE&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;IF&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;NOT&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;EXISTS&lt;/span&gt; tasks ( &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; task_id INT AUTO_INCREMENT &lt;span style="color:#66d9ef"&gt;PRIMARY&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;KEY&lt;/span&gt;, &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; title VARCHAR(&lt;span style="color:#ae81ff"&gt;255&lt;/span&gt;) &lt;span style="color:#66d9ef"&gt;NOT&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;NULL&lt;/span&gt;, &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; description TEXT, &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; created_at &lt;span style="color:#66d9ef"&gt;TIMESTAMP&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;DEFAULT&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;CURRENT_TIMESTAMP&lt;/span&gt; &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;) ENGINE&lt;span style="color:#f92672"&gt;=&lt;/span&gt;INNODB; &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;INSERT&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;INTO&lt;/span&gt; tasks (title, description) &lt;span style="color:#66d9ef"&gt;VALUES&lt;/span&gt; (&lt;span style="color:#e6db74"&gt;&amp;#39;Job A&amp;#39;&lt;/span&gt;,&lt;span style="color:#e6db74"&gt;&amp;#39;Morning Standup&amp;#39;&lt;/span&gt;);&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;INSERT&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;INTO&lt;/span&gt; tasks (title, description) &lt;span style="color:#66d9ef"&gt;VALUES&lt;/span&gt; (&lt;span style="color:#e6db74"&gt;&amp;#39;Job B&amp;#39;&lt;/span&gt;,&lt;span style="color:#e6db74"&gt;&amp;#39;Latte with two shots of espresso&amp;#39;&lt;/span&gt;);&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;INSERT&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;INTO&lt;/span&gt; tasks (title, description) &lt;span style="color:#66d9ef"&gt;VALUES&lt;/span&gt; (&lt;span style="color:#e6db74"&gt;&amp;#39;Job C&amp;#39;&lt;/span&gt;,&lt;span style="color:#e6db74"&gt;&amp;#39;Coding coding and coding&amp;#39;&lt;/span&gt;);&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;INSERT&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;INTO&lt;/span&gt; tasks (title, description) &lt;span style="color:#66d9ef"&gt;VALUES&lt;/span&gt; (&lt;span style="color:#e6db74"&gt;&amp;#39;Job D&amp;#39;&lt;/span&gt;,&lt;span style="color:#e6db74"&gt;&amp;#39;git commit&amp;#39;&lt;/span&gt;);&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Each SQL command should return with number of rows affected and then we can exit the MySQL shell and Pod shell. Once we exit out of the Pod shell, the Pod is deleted. We can re-connect to validate the data are still present:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl run mysql-tester --rm -i --tty --image imega/mysql-client -- mysql --host&lt;span style="color:#f92672"&gt;=&lt;/span&gt;mysql-service.default.svc.cluster.local --user&lt;span style="color:#f92672"&gt;=&lt;/span&gt;root --password&lt;span style="color:#f92672"&gt;=&lt;/span&gt;xyz --database testdb --execute&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#39;SELECT * FROM tasks;&amp;#39;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;If you don&lt;span style="color:#e6db74"&gt;&amp;#39;t see a command prompt, try pressing enter.&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;Got error: Access denied for user &amp;#39;&lt;/span&gt;root&lt;span style="color:#e6db74"&gt;&amp;#39;@&amp;#39;&lt;/span&gt;147.206.3.15&lt;span style="color:#e6db74"&gt;&amp;#39; (using password: NO)&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;+---------+-------+----------------------------------+---------------------+&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;| task_id | title | description | created_at |&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;+---------+-------+----------------------------------+---------------------+&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;| 1 | Job A | Morning Standup | 2022-06-22 20:29:12 |&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;| 2 | Job B | Latte with two shots of espresso | 2022-06-22 20:29:12 |&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;| 3 | Job C | Coding coding and coding | 2022-06-22 20:29:12 |&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;| 4 | Job D | git commit | 2022-06-22 20:29:13 |&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;+---------+-------+----------------------------------+---------------------+&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;Session ended, resume using &amp;#39;&lt;/span&gt;kubectl attach mysql-tester -c mysql-tester -i -t&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt; command when the pod is running&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;pod &lt;span style="color:#e6db74"&gt;&amp;#34;mysql-tester&amp;#34;&lt;/span&gt; deleted&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;The output validates the persistent storage of the data. When testing a different storage class, simply start over with a different storage class specified in the PVC part of the manifest.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Summary&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;This post focuses on storage options for persistent volumes on Azure Kubernetes service. I use my own Terraform template with some custom configuration. I also covered kubestr as benchmarking tool and ran it against the built-in storage classes. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In some situations, the built-in options do not suit your needs. For example, you might want your application to use persistent volume in a consistent way across multiple cloud vendors. We will have to resort to third-party software defined storage layer. In the next post, I will explore a couple of SDS-based options, namely Portworx and Ceph. The custom configurations in the Terraform template will be helpful when we configure Portworx.&lt;/p&gt;&#10;&lt;nav class="wp-post-navigation" aria-label="Post navigation"&gt;&#10;&lt;a rel="prev" href="https://static.digihunch.com/2022/07/intro-to-ceph-storage/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Intro to Ceph storage&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://static.digihunch.com/2022/08/kubernetes-storage-on-azure-2-of-3-portworx/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Kubernetes Storage on Azure 2 of 3 – Portworx&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item><item><title>AKS Lessons Learned 2 of 2</title><link>https://static.digihunch.com/2021/12/aks-lessons-learned-2-of-2/</link><pubDate>Sat, 18 Dec 2021 01:18:00 -0400</pubDate><guid>https://static.digihunch.com/2021/12/aks-lessons-learned-2-of-2/</guid><description>&lt;img src="https://static.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 defines 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 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://static.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://static.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://static.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://static.digihunch.com/2021/12/aks-troubleshooting-lessons-learned/</link><pubDate>Sat, 04 Dec 2021 02:11:06 -0400</pubDate><guid>https://static.digihunch.com/2021/12/aks-troubleshooting-lessons-learned/</guid><description>&lt;img src="https://static.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 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 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://static.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://static.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://static.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><item><title>Infrastructure deployment in Terraform 2/2</title><link>https://static.digihunch.com/2021/11/infrastructure-deployment-in-terraform-2-2/</link><pubDate>Fri, 05 Nov 2021 01:05:00 -0400</pubDate><guid>https://static.digihunch.com/2021/11/infrastructure-deployment-in-terraform-2-2/</guid><description>&lt;img src="https://static.digihunch.com/wp-content/uploads/2025/04/feature-terraform-2.webp" alt="Featured image of post Infrastructure deployment in Terraform 2/2" /&gt;&lt;p class="wp-block-paragraph"&gt;In a previous &lt;a href="https://static.digihunch.com/2021/08/scalable-infrastructure-deployment-in-terraform/"&gt;post&lt;/a&gt;, I introduced Terraform Cloud and covered how to use AWS profiles with Terraform. This time I explored some alternatives to Terraform Cloud, in the context of Azure. I use Scalr as an example of multi-cloud management platform. I will also discuss some issues I&amp;#8217;ve came across while managing permissions and variables for Terraform.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="scalr"&gt;Scalr&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Scalr is a multi-cloud management platform. I first used it in January but since then it seemed to focus on being a collaboration platform for Terraform. It organizes deployment by environments and workspaces. Accounts in the free tiers is allowed to have one Environment. You will also need to configure (cloud) providers and VCS providers. Once configured, it is important to link a cloud provider with an Environment. Each workspace inside of an Environment can be associated with a VCS provider. In the case of Terraform, this limits a workspace with a single cloud provider.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="permission-with-azure"&gt;Permission with Azure&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;I have a resource group (e.g. named AutomationTest) under a subscription. My account has Contributor role of this resource group. To run Terraform, I could login to Azure as my own account on my environment using AWS CLI. Terraform will pick up the session from Azure CLI and execute as my user. However, it is recommended to run Terraform as a separate own entity. This would allow me to run Terraform template from Scalr, or Terraform Cloud. It is also a good practice for Terraform to use a separate account than a regular user account. There are a number of ways to do this as suggested on the &lt;a href="https://registry.terraform.io/providers/hashicorp/azurerm/latest/docs"&gt;guides&lt;/a&gt; for Terraform azurerm provider, including:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;Authenticating via &lt;a href="https://registry.terraform.io/providers/hashicorp/azurerm/latest/docs/guides/service_principal_client_secret"&gt;a Service Principal and a Client Secret&lt;/a&gt;&lt;/li&gt;&#10;&lt;li&gt;Authenticating via &lt;a href="https://registry.terraform.io/providers/hashicorp/azurerm/latest/docs/guides/service_principal_client_certificate"&gt;a Service Principal and a Client Certificate&lt;/a&gt;&lt;/li&gt;&#10;&lt;li&gt;Authenticating via &lt;a href="https://registry.terraform.io/providers/hashicorp/azurerm/latest/docs/guides/managed_service_identity"&gt;Managed Identity&lt;/a&gt;&lt;/li&gt;&#10;&lt;li&gt;Authenticating via the &lt;a href="https://registry.terraform.io/providers/hashicorp/azurerm/latest/docs/guides/azure_cli"&gt;Azure CLI&lt;/a&gt;, only recommended when running Terraform locally.&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;I chose the first option and followed the instruction, using the following CLI command to create the service principal:&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 ad sp create-for-rbac -n tf-sp --role&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;Contributor&amp;#34;&lt;/span&gt; --scopes&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;/subscriptions/9dd2c898-8111-4322-91d6-a039a00bd513/resourceGroups/AutomationTest&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 command returns a few attributes (client ID, tenant ID, secret) that I needed to configure cloud providers in Scalr. The service principal will also be visible under App Registrations in Azure. Once configured I needed to link the provider to an Environment, for Scalr to make an connection to Azure. Otherwise, the Scalr run will return the following Error:&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-large is-resized"&gt;&lt;img loading="lazy" decoding="async" src="https://static.digihunch.com/wp-content/uploads/2021/11/image.png" alt="" class="wp-image-2900" width="840" height="211"/&gt;&lt;figcaption class="wp-element-caption"&gt;Terraform error&lt;/figcaption&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Once provider linking is completed, Scalr automatically populate required environment variables in the workspace. They show up as &amp;#8220;Shell&amp;#8221; variables under VARIABLES tab.&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-large"&gt;&lt;img loading="lazy" decoding="async" width="1039" height="485" src="https://static.digihunch.com/wp-content/uploads/2021/11/image-1.png" alt="" class="wp-image-2901"/&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Under the Terraform tab are input variables that you wish to put in for Terraform template to pick up. Then you can run the template. This works well until I came across a permission issue when I added azurerm_role_assignment resource in Terraform template. What I was trying to do is something 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-hcl" data-lang="hcl"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;resource&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;azurerm_role_assignment&amp;#34; &amp;#34;admin_assignment&amp;#34;&lt;/span&gt; {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; scope &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;var&lt;/span&gt;.&lt;span style="color:#66d9ef"&gt;rbac_aks_id&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; role_definition_name &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;Azure Kubernetes Service RBAC Admin&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; principal_id &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;var&lt;/span&gt;.&lt;span style="color:#66d9ef"&gt;rbac_principal_object_id&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;And whenever at this line, the following error returned:&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-large"&gt;&lt;img loading="lazy" decoding="async" width="1230" height="287" src="https://static.digihunch.com/wp-content/uploads/2021/11/image-2.png" alt="" class="wp-image-2902"/&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Apparently the code 403 indicates Azure doesn&amp;#8217;t think the Terraform Service Principal has the privilege to perform &lt;strong&gt;Microsoft.Authorization/roleAssignments&lt;/strong&gt; action. The reason dates back to the way I created service principle above, where I specified contributor role for resource group. However, &lt;a href="https://docs.microsoft.com/en-us/azure/role-based-access-control/built-in-roles#contributor"&gt;contributor&lt;/a&gt; as a built-in role does not include the permission to assign roles in Azure RBAC. To address this issue, I needed a custom role, named TerraformContributor, with the following definition:&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; {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;assignableScopes&amp;#34;&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; [&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;/subscriptions/9dd2c898-8111-4322-91d6-a039a00bd513/resourceGroups/AutomationTest&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ],&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;description&amp;#34;&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;Grants full access to manage all resources, but does not allow you to manage assignments in Azure Blueprints, or share image galleries.&amp;#34;&lt;/span&gt;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;id&amp;#34;&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;/subscriptions/9dd2c898-8111-4322-91d6-a039a00bd513/providers/Microsoft.Authorization/roleDefinitions/637824aa-52ae-42f6-a24e-26b2a443afdf&amp;#34;&lt;/span&gt;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;name&amp;#34;&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;637824aa-52ae-42f6-a24e-26b2a443afdf&amp;#34;&lt;/span&gt;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;permissions&amp;#34;&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; [&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;actions&amp;#34;&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; [&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;*&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ],&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;dataActions&amp;#34;&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; [],&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;notActions&amp;#34;&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; [&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;Microsoft.Blueprint/blueprintAssignments/delete&amp;#34;&lt;/span&gt;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;Microsoft.Compute/galleries/share/action&amp;#34;&lt;/span&gt;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;Microsoft.Blueprint/blueprintAssignments/write&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ],&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;notDataActions&amp;#34;&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; []&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ],&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;roleName&amp;#34;&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;TerraformContributor&amp;#34;&lt;/span&gt;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;roleType&amp;#34;&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;CustomRole&amp;#34;&lt;/span&gt;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;type&amp;#34;&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;Microsoft.Authorization/roleDefinitions&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Compare this with the JSON statement of built-in &lt;a href="https://docs.microsoft.com/en-us/azure/role-based-access-control/built-in-roles#contributor"&gt;contributor&lt;/a&gt; role, the exclusion of actions for Microsoft.Authorization are removed. The creation can be completed with &lt;a href="https://docs.microsoft.com/en-us/cli/azure/role/definition?view=azure-cli-latest#az_role_definition_create-examples"&gt;CLI command&lt;/a&gt; &amp;#8220;az role definition create&amp;#8221; in the subscription, or use &lt;a href="https://docs.microsoft.com/en-us/azure/role-based-access-control/custom-roles-portal#step-4-permissions"&gt;Azure portal&lt;/a&gt;. Once the role is created, create a new service principal using the &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 ad sp create-for-rbac -n tf-sp --role&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;TerraformContributor&amp;#34;&lt;/span&gt; --scopes&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;/subscriptions/9dd2c898-8111-4322-91d6-a039a00bd513/resourceGroups/AutomationTest&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 solution is suggested on &lt;a href="https://docs.microsoft.com/en-us/answers/questions/287573/authorization-failed-when-when-writing-a-roleassig.html"&gt;this&lt;/a&gt; thread. &lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="composite-type-for-input-variable"&gt;Composite type for Input variable&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Sometimes we want to define an input variable that describes a hierarchy of attributes on a resource. A good example would be Azure Kubernetes service. We can use either object or map as the variable type. The example below has a variable of each type. &lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-text" data-lang="text"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;variable &amp;#34;cluster_detail&amp;#34; {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; description = &amp;#34;AKS cluster&amp;#34;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; type = object({&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; resource_group = string,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; cluster_name = string,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; kubernetes_version = string,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; node_subnet = object({&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; subnet_name = string&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; vnet_name = string&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; resource_group = string&#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; pod_subnet = object({&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; subnet_name = string&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; vnet_name = string&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; resource_group = string&#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; lb_subnet = object({&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; subnet_name = string&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; vnet_name = string&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; resource_group = string&#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; ad_admin_group_object_ids = list(string)&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; })&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;}&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;variable &amp;#34;common_tags&amp;#34; {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; description = &amp;#34;common tags&amp;#34;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; type = map(any)&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; default = {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; tagA = &amp;#34;valueA&amp;#34;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; tagB = &amp;#34;valueB&amp;#34;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;}&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;When using object as the type, the default value needs to define all fields.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In &lt;a href="https://www.danielstechblog.io/terraform-working-with-aks-multiple-node-pools-in-tf-azure-provider-version-1-37/"&gt;this&lt;/a&gt; example where node pool configuration is exposed, we can see how using variables with hierarchy helps template user customize infrastructure specification.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="parsing-map-as-input-variable"&gt;Parsing Map as Input variable&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;To find out the best multi-cloud management platform, I tested a few of them. I find it inconsistent when I have an input variable of the &lt;a href="https://www.terraform.io/docs/language/expressions/types.html#map"&gt;map&lt;/a&gt; type. With Terraform Cloud, I have to specify the variable to be parsed as HCL, and the value has to be:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-text" data-lang="text"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;{&amp;#34;Environment&amp;#34; = &amp;#34;Dev&amp;#34;, &amp;#34;Owner&amp;#34; = &amp;#34;info@digihunchtest.com&amp;#34;}&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;With Scalr, I also have to specify the variable to be parsed as HCL, and the value can be either the one above, or the one below:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-text" data-lang="text"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;{&amp;#34;Environment&amp;#34;:&amp;#34;Dev&amp;#34;,&amp;#34;Owner&amp;#34;:&amp;#34;info@digihunchtest.com&amp;#34;}&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;So Scalr is more flexible in parsing maps. Apart from Scalr and Terraform, I also tested &lt;a href="https://www.env0.com/"&gt;env0&lt;/a&gt; but I gave up after an hour. I could not specify to parse a variable as HCL. They need to work harder on this. Neither was I able to figure out the right syntax as plain variable. I did not test &lt;a href="https://www.runatlantis.io/"&gt;Atlantis&lt;/a&gt; or &lt;a href="https://spacelift.io/"&gt;SpaceLift&lt;/a&gt;.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="enterprise-deployment"&gt;Enterprise Deployment&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;When deploying code to enterprises with their own network environment, Scalr supports running a self-hosted agent inside of the Enterprise network. This is also supported by Terraform Cloud (manage in cloud, execution in enterprise network). This is very useful when the execution machine needs to access the resource created in the enterprise environment. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;A good example, is using Terraform&amp;#8217;s Azure provider to provision an AKS cluster on the corporate network. Then use Terraform&amp;#8217;s kubernetes provider to connect to the newly created cluster and create some Kubernetes object such as service account, as illustrated in &lt;a href="https://pumpingco.de/blog/use-service-accounts-for-terraform-with-aad-integrated-aks-clusters/"&gt;this&lt;/a&gt; blog post. &lt;/p&gt;&#10;&lt;nav class="wp-post-navigation" aria-label="Post navigation"&gt;&#10;&lt;a rel="prev" href="https://static.digihunch.com/2021/10/notes-on-azure/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Azure Deets&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://static.digihunch.com/2021/11/istio-ingress-egress/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Istio Lab – Ingress and Egress&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item></channel></rss>