<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>ingress on Digi Hunch</title><link>https://static.digihunch.com/tag/ingress/</link><description>Recent content in ingress on Digi Hunch</description><generator>Hugo -- gohugo.io</generator><language>en-US</language><lastBuildDate>Tue, 08 Apr 2025 15:02:04 -0400</lastBuildDate><atom:link href="https://static.digihunch.com/tag/ingress/index.xml" rel="self" type="application/rss+xml"/><item><title>Knative Eventing Introduction</title><link>https://static.digihunch.com/2022/04/knative-introduction/</link><pubDate>Fri, 29 Apr 2022 10:16:00 -0400</pubDate><guid>https://static.digihunch.com/2022/04/knative-introduction/</guid><description>&lt;img src="https://static.digihunch.com/wp-content/uploads/2025/04/feature-knative-eventing.webp" alt="Featured image of post Knative Eventing Introduction" /&gt;&lt;p class="wp-block-paragraph"&gt;In the previous &lt;a href="https://static.digihunch.com/2022/04/knative-introduction-serving/"&gt;post&lt;/a&gt;, I mentioned that Knative Serving and Knative Eventing should be seen as two different projects. The former is supposed to be widely used as a serving layer for microservices, whereas the latter has a narrower customer base. There are a dozen companies who need to build Platform as a Service, and will benefit from event-driven architecture. They are the niche customer for Knative Eventing. In this post, we go through two demos for Eventing.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-event-driven-architecture"&gt;Event Driven Architecture&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Before jumping into Knative eventing, let&amp;#8217;s first understand the value of event-driven architecture. As covered in Knative &lt;a href="https://www.cncf.io/online-programs/event-driven-architecture-with-knative-events/"&gt;presentation&lt;/a&gt; in 2020, a growing micro-service architecture involves lots of service-to-service communications that looks like a spider web in a diagram. Two services communicating with each other are tightly coupled: changing one requires a change of the other. Event-driven architecture evolves to decouple those interdependent services. Knative eventing tries to standardize the event data with Cloud Event and also proposes a framework to drive this architecture. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The documentation uses different words to express the same concepts. So let&amp;#8217;s take a note first: &lt;strong&gt;source&lt;/strong&gt; = &lt;strong&gt;producer&lt;/strong&gt; which emits events, and &lt;strong&gt;sink&lt;/strong&gt; = &lt;strong&gt;subscriber&lt;/strong&gt; = &lt;strong&gt;consumer&lt;/strong&gt; which is the destination of events. Knative Eventing supports two models of in even-driven architecture.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Brokers and Triggers provides an &amp;#8220;event mesh&amp;#8221;. Event producers delivers events to a Broker. Triggers then distribute them uniformly by consumers. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Broker is a &amp;#8220;hub&amp;#8221; for events. It is a central location to receive and send events for delivery. We can choose from the following broker types:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;MT (multi-tenant) channel-based broker (which a channel implementation, such as Kaka channel or an in-memory channel)&lt;/li&gt;&#10;&lt;li&gt;GCP broker&lt;/li&gt;&#10;&lt;li&gt;Apache Kafka broker&lt;/li&gt;&#10;&lt;li&gt;RabbitMQ broker&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Triggers represents a desire to subscribe to events from a specific broker. It can act as a filter&lt;/p&gt;&#10;&lt;div class="wp-block-image"&gt;&#10;&lt;figure class="aligncenter"&gt;&lt;img decoding="async" src="https://knative.dev/docs/eventing/channels/images/channel-workflow.png" alt="Sources send events to a Channel. The Channel fans out events to Subscriptions. The Subscriptions send events to Sinks."/&gt;&lt;figcaption class="wp-element-caption"&gt;channel-subscriber model&lt;/figcaption&gt;&lt;/figure&gt;&#10;&lt;/div&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Channels and Subscriptions provide a &amp;#8220;event pipe&amp;#8221; model which transforms and routes events between Channels using Subscriptions. This model makes more sense when events out of one system needs to be transformed and then routed to another process.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;A channel can be either a generic channel object, or a custom channel implementation (such as Kafka channel or in-memory channel)&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The subscription consists of a Subscription object, which specifies the Channel and the Sink (aka the Subscriber) to deliver events to. You can also specify some Sink-specific options, such as how to handle failures.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The key difference is Broker-Trigger model allows you to filter events, where as Channel-Subscription model allows you to transform events.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Note that a Knative Service can act as both a Source and a Sink for events, and for good reason. You may want to consume events from the Broker and send modified events back to the Broker, as you would in any pipeline use-case. Between these components, Knative Eventing uses&amp;nbsp;&lt;a href="https://github.com/cloudevents/spec/blob/v1.0.1/primer.md"&gt;CloudEvents&lt;/a&gt;&amp;nbsp;to send information back and forth. &lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-knative-eventing-lab"&gt;Knative Eventing Lab&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We can create a lab cluster using Kind as per the &lt;a href="https://github.com/digihunch/real-quicK-cluster#kind"&gt;instruction &lt;/a&gt;in real-quicK-cluster. In &lt;a href="https://kind.sigs.k8s.io/docs/user/quick-start/#settings-for-docker-desktop"&gt;docker-desktop settings&lt;/a&gt;, I configured 6 CPU and 8GB memory as the lab involves a number of nodes. The creation takes a couple minutes. This Knative eventing lab has four paths one can take, based on different model and different implementations:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;Lab A demonstrates the configuration of broker-trigger model using Kafka based broker.&lt;/li&gt;&#10;&lt;li&gt;Lab B demonstrates the configuration of channel-subscription model, using in-memory channel.&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The two labs share some common steps. We first install Knative Eventing using the provided manifests:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl apply -f https://github.com/knative/eventing/releases/download/knative-v1.3.0/eventing-crds.yaml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl apply -f https://github.com/knative/eventing/releases/download/knative-v1.3.0/eventing-core.yaml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl get pods -n knative-eventing&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;The Pods should come to READY fairly quickly. In the mean time, we can configure the consumer as well using the manifests below:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-js" data-lang="js"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#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;Namespace&lt;/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;event&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;example&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;---&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;apiVersion&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;apps&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;Deployment&lt;/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;hello&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;display&lt;/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;event&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;example&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;spec&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;replicas&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;selector&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;matchLabels&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#f92672"&gt;&amp;amp;&lt;/span&gt;&lt;span style="color:#a6e22e"&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:#a6e22e"&gt;app&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;hello&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;display&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;template&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;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;labels&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:#a6e22e"&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:#a6e22e"&gt;spec&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;containers&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;name&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;event&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;display&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;image&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;gcr&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;io&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;knative&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;releases&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;knative&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;dev&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;eventing&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;cmd&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;event_display&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;---&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;kind&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;Service&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;apiVersion&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;v1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;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;hello&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;display&lt;/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;event&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;example&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;spec&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;selector&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;app&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;hello&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;display&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;ports&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;protocol&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&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:#a6e22e"&gt;port&lt;/span&gt;&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; &lt;span style="color:#a6e22e"&gt;targetPort&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;8080&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;---&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;apiVersion&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;apps&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;Deployment&lt;/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;goodbye&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;display&lt;/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;event&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;example&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;spec&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;replicas&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;selector&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;matchLabels&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#f92672"&gt;&amp;amp;&lt;/span&gt;&lt;span style="color:#a6e22e"&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:#a6e22e"&gt;app&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;goodbye&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;display&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;template&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;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;labels&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:#a6e22e"&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:#a6e22e"&gt;spec&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;containers&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;name&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;event&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;display&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;image&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;gcr&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;io&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;knative&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;releases&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;knative&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;dev&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;eventing&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;cmd&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;event_display&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;---&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;kind&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;Service&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;apiVersion&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;v1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;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;goodbye&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;display&lt;/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;event&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;example&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;spec&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;selector&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;app&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;goodbye&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;display&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;ports&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;protocol&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&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:#a6e22e"&gt;port&lt;/span&gt;&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; &lt;span style="color:#a6e22e"&gt;targetPort&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;8080&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 consumers (aka sinks) will be able to process events at the validation step at the end.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-lab-a-install-kafka-and-configure-kafka-based-broker"&gt;Lab A &amp;#8211; Install Kafka and configure Kafka-based Broker&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;This lab is for broker-trigger model. We first configure a &lt;a href="https://knative.dev/docs/eventing/broker/kafka-broker/"&gt;Kafka Broker&lt;/a&gt;, which requires a Kafka cluster. The document uses &lt;a href="https://strimzi.io/quickstarts/"&gt;Strimzi operator&lt;/a&gt; to quickly install Kafka cluster. Instead, here we use Helm to install the Kafka 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-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;helm install my-cluster-kafka bitnami/kafka -n kafka --create-namespace --set volumePermissions.enabled&lt;span style="color:#f92672"&gt;=&lt;/span&gt;true --set replicaCount&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;3&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;At the end of installation, the Helm notes indicate that the bootstrap server is &lt;em&gt;my-cluster-kafka.kafka.svc.cluster.local:9092&lt;/em&gt;. All Kafka pods should come ready in about 5 minutes. After cluster install, we need to install Kafka controller and the Broker-layer data plane which allow you to map a Kafka instance to Broker CRD later:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl apply -f https://github.com/knative-sandbox/eventing-kafka-broker/releases/download/knative-v1.3.0/eventing-kafka-controller.yaml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl apply -f https://github.com/knative-sandbox/eventing-kafka-broker/releases/download/knative-v1.3.0/eventing-kafka-broker.yaml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl get pods -n knative-eventing&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl -n knative-eventing edit cm kafka-broker-config&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;As the command above suggests, once data plane is installed, we edit the default broker config by updating the bootstrap.servers with the bootstrap server address noted above. We also need to make sure the replication factor is no greater than number of partitions, which should not be a problem in our lab as the replica count was set to 3. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Now we can create a Broker in the same namespace with consumer:&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;apiVersion: eventing.knative.dev/v1&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kind: Broker&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;metadata:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; name: default&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; namespace: event-example&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; annotations:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; eventing.knative.dev/broker.class: Kafka&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;spec:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; config:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; apiVersion: v1&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; kind: ConfigMap&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; name: kafka-broker-config&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; namespace: knative-eventing&#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 manifest above is applied, we should see the status of broker (named default) to be READY. We can also validate broker creation with kn CLI command:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; $ kubectl -n event-example get broker default&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;NAME URL AGE READY REASON&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;default http://kafka-broker-ingress.knative-eventing.svc.cluster.local/event-example/default 19m True&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kn broker list -n event-example&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;NAME URL AGE CONDITIONS READY REASON&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;default http://kafka-broker-ingress.knative-eventing.svc.cluster.local/event-example/default 19m &lt;span style="color:#ae81ff"&gt;7&lt;/span&gt; OK / &lt;span style="color:#ae81ff"&gt;7&lt;/span&gt; True&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Then we create Triggers that connects both to the broker with filters, and to the consumers by referencing service name. The manifest to create triggers is provided below:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-js" data-lang="js"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;apiVersion&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;eventing&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;knative&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;dev&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;Trigger&lt;/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;hello&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;display&lt;/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;event&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;example&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;spec&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;broker&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;default&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;filter&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;attributes&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;type&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;greeting&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;subscriber&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;ref&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;apiVersion&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;v1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;kind&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;Service&lt;/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;hello&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;display&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;---&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;apiVersion&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;eventing&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;knative&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;dev&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;Trigger&lt;/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;goodbye&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;display&lt;/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;event&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;example&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;spec&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;broker&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;default&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;filter&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;attributes&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;source&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;sendoff&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;subscriber&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;ref&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;apiVersion&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;v1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;kind&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;Service&lt;/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;goodbye&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;display&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;We can confirm the setups above by monitoring the resources (like we did for broker), or use knative 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;$ kn trigger list -n event-example&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;NAME BROKER SINK AGE CONDITIONS READY REASON&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;goodbye-display default service:goodbye-display 3m24s &lt;span style="color:#ae81ff"&gt;6&lt;/span&gt; OK / &lt;span style="color:#ae81ff"&gt;6&lt;/span&gt; True&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;hello-display default service:hello-display 3m24s &lt;span style="color:#ae81ff"&gt;6&lt;/span&gt; OK / &lt;span style="color:#ae81ff"&gt;6&lt;/span&gt; True&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Now we can go to the validation step to send event and validate result.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-lab-b-install-in-memory-channel-and-configure-channel"&gt;Lab B &amp;#8211; Install in-memory channel and configure Channel&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;This lab is for channel-subscription model. we first install an in-memory channel:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl apply -f https://github.com/knative/eventing/releases/download/knative-v1.3.0/in-memory-channel.yaml&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Then we can map this channel to a Channel resource in Eventing. We can do so by applying the manifest below:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-js" data-lang="js"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;apiVersion&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;messaging&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;knative&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;dev&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;Channel&lt;/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;demo&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;channel&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;namespace&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;event&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;example&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;---&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;apiVersion&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;messaging&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;knative&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;dev&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;Channel&lt;/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;demo&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;channel&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;2&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;namespace&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;event&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;example&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 creation of Channel resources can be verified as below&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kn -n event-example channel list&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;NAME TYPE URL AGE READY REASON&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;demo-channel-1 InMemoryChannel http://demo-channel-1-kn-channel.event-example.svc.cluster.local 6m34s True&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;demo-channel-2 InMemoryChannel http://demo-channel-2-kn-channel.event-example.svc.cluster.local 6m34s True&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Now we need to create Subscription which connects Channels to Consumers. Subscriptions can be created with the manifest below:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-js" data-lang="js"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;apiVersion&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;messaging&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;knative&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;dev&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;Subscription&lt;/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;demo&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;subscription&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;namespace&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;event&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;example&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;spec&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;channel&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;apiVersion&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;messaging&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;knative&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;dev&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;Channel&lt;/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;demo&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;channel&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;subscriber&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;ref&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;apiVersion&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;v1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;kind&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;Service&lt;/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;hello&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;display&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;---&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;apiVersion&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;messaging&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;knative&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;dev&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;Subscription&lt;/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;demo&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;subscription&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;2&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;namespace&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;event&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;example&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;spec&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;channel&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;apiVersion&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;messaging&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;knative&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;dev&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;Channel&lt;/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;demo&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;channel&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;2&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;subscriber&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;ref&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;apiVersion&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;v1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;kind&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;Service&lt;/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;goodbye&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;display&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;We can confirm subscription:&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;$ kn -n event-example subscription list&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;NAME CHANNEL SUBSCRIBER REPLY DEAD LETTER SINK READY REASON&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;demo-subscription-1 Channel:demo-channel-1 service:hello-display True&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;demo-subscription-2 Channel:demo-channel-2 service:goodbye-display True&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Now we can go to validation step.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-validation"&gt;Validation&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;For validation, we need to first configure an event source. The source in our lab is a throw-away Pod with curl utility. I use my favourite &lt;a href="https://github.com/nicolaka/netshoot"&gt;nicolaka netshoot&lt;/a&gt; to fire off the events using. To launch the Pod and get to command shell:&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 tmp-shell -n event-example --rm -i --tty --image nicolaka/netshoot -- /bin/bash&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;If you don&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;t see a command prompt, try pressing enter.&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;bash-5.1# &#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;We can POST message to the corresponding endpoint URL to fire events. The endpoint is different for each lab:&lt;/p&gt;&#10;&lt;figure class="wp-block-table is-style-regular"&gt;&lt;table class="has-white-background-color has-background"&gt;&lt;thead&gt;&lt;tr&gt;&lt;th&gt;Lab&lt;/th&gt;&lt;th&gt;URL&lt;/th&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td&gt;A (Kafka-based broker)&lt;/td&gt;&lt;td&gt;http://kafka-broker-ingress.knative-eventing.svc.cluster.local/event-example/default&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;B (channel)&lt;/td&gt;&lt;td&gt;http://demo-channel-1-kn-channel.event-example.svc.cluster.local&lt;br&gt;http://demo-channel-2-kn-channel.event-example.svc.cluster.local&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;With the correct URL, we can build a payload for POST method. Below is three curl commands with different payload POST to the same endpoint (taking lab A as an example):&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;display:grid;"&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;# curl -v &amp;#34;http://broker-ingress.knative-eventing.svc.cluster.local/event-example/default&amp;#34; \&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;-X POST &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;-H &lt;span style="color:#e6db74"&gt;&amp;#34;Ce-Id: say-hello&amp;#34;&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;-H &lt;span style="color:#e6db74"&gt;&amp;#34;Ce-Specversion: 1.0&amp;#34;&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;-H &lt;span style="color:#e6db74"&gt;&amp;#34;Ce-Type: greeting&amp;#34;&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;-H &lt;span style="color:#e6db74"&gt;&amp;#34;Ce-Source: not-sendoff&amp;#34;&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex; background-color:#3c3d38"&gt;&lt;span&gt;-H &lt;span style="color:#e6db74"&gt;&amp;#34;Content-Type: application/json&amp;#34;&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex; background-color:#3c3d38"&gt;&lt;span&gt;-d &lt;span style="color:#e6db74"&gt;&amp;#39;{&amp;#34;msg&amp;#34;:&amp;#34;Hello Knative!&amp;#34;}&amp;#39;&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;# curl -v &amp;#34;http://broker-ingress.knative-eventing.svc.cluster.local/event-example/default&amp;#34; \&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;-X POST &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;-H &lt;span style="color:#e6db74"&gt;&amp;#34;Ce-Id: say-goodbye&amp;#34;&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;-H &lt;span style="color:#e6db74"&gt;&amp;#34;Ce-Specversion: 1.0&amp;#34;&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;-H &lt;span style="color:#e6db74"&gt;&amp;#34;Ce-Type: not-greeting&amp;#34;&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;-H &lt;span style="color:#e6db74"&gt;&amp;#34;Ce-Source: sendoff&amp;#34;&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex; background-color:#3c3d38"&gt;&lt;span&gt;-H &lt;span style="color:#e6db74"&gt;&amp;#34;Content-Type: application/json&amp;#34;&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex; background-color:#3c3d38"&gt;&lt;span&gt;-d &lt;span style="color:#e6db74"&gt;&amp;#39;{&amp;#34;msg&amp;#34;:&amp;#34;Goodbye Knative!&amp;#34;}&amp;#39;&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;# curl -v &amp;#34;http://broker-ingress.knative-eventing.svc.cluster.local/event-example/default&amp;#34; \&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;-X POST &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;-H &lt;span style="color:#e6db74"&gt;&amp;#34;Ce-Id: say-hello-goodbye&amp;#34;&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;-H &lt;span style="color:#e6db74"&gt;&amp;#34;Ce-Specversion: 1.0&amp;#34;&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;-H &lt;span style="color:#e6db74"&gt;&amp;#34;Ce-Type: greeting&amp;#34;&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;-H &lt;span style="color:#e6db74"&gt;&amp;#34;Ce-Source: sendoff&amp;#34;&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex; background-color:#3c3d38"&gt;&lt;span&gt;-H &lt;span style="color:#e6db74"&gt;&amp;#34;Content-Type: application/json&amp;#34;&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex; background-color:#3c3d38"&gt;&lt;span&gt;-d &lt;span style="color:#e6db74"&gt;&amp;#39;{&amp;#34;msg&amp;#34;:&amp;#34;Hello Knative! Goodbye Knative!&amp;#34;}&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;All the requests should receive 202 return code. As highlighted above, we specified type and source for each event fired to the broker. On the consumer side, we can simply check the pod log to verify the events received. Below is an example of events received as a result of the events sent above (take broker-trigger model as example):&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl -n event-example logs -l app&lt;span style="color:#f92672"&gt;=&lt;/span&gt;hello-display --tail&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;100&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;2022/03/09 17:05:59 Failed to read tracing config, using the no-op default: empty json tracing config&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;☁️ cloudevents.Event&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;Context Attributes,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; specversion: 1.0&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; type: greeting&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; source: not-sendoff&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; id: say-hello&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; datacontenttype: application/json&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;Extensions,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; knativearrivaltime: 2022-03-09T17:14:19.196589801Z&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;Data,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;{&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;msg&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;Hello Knative!&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;}&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;☁️ cloudevents.Event&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;Context Attributes,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; specversion: 1.0&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; type: greeting&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; source: sendoff&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; id: say-hello-goodbye&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; datacontenttype: application/json&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;Extensions,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; knativearrivaltime: 2022-03-09T17:14:42.977803608Z&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;Data,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;{&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;msg&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;Hello Knative! Goodbye Knative!&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;}&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl -n event-example logs -l app&lt;span style="color:#f92672"&gt;=&lt;/span&gt;goodbye-display --tail&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;100&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;2022/03/09 17:05:58 Failed to read tracing config, using the no-op default: empty json tracing config&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;☁️ cloudevents.Event&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;Context Attributes,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; specversion: 1.0&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; type: not-greeting&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; source: sendoff&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; id: say-goodbye&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; datacontenttype: application/json&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;Extensions,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; knativearrivaltime: 2022-03-09T17:14:27.430702588Z&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;Data,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;{&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;msg&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;Goodbye Knative!&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;}&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;☁️ cloudevents.Event&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;Context Attributes,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; specversion: 1.0&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; type: greeting&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; source: sendoff&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; id: say-hello-goodbye&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; datacontenttype: application/json&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;Extensions,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; knativearrivaltime: 2022-03-09T17:14:42.977803608Z&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;Data,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;{&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;msg&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;Hello Knative! Goodbye Knative!&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;}&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;This is the gist of Knative evening. Note that the format of HTTP payload when we fire off events needs to conform to &lt;a href="https://cloud.google.com/eventarc/docs/cloudevents"&gt;CloudEvents format&lt;/a&gt;. The container image (&lt;a href="https://github.com/knative/eventing/tree/main/cmd/event_display"&gt;event_display&lt;/a&gt;) used in the container is also created for the purpose of processing events received and display them in stdout.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-conclusion"&gt;Conclusion&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Persistent storage allows for stateful applications on Kubernetes. It also enables architectural patterns that requires persistent storage. Knative eventing is a framework that enables event driven architecture. It supports many &lt;a href="https://knative.dev/docs/eventing/channels/channels-crds/"&gt;messaging channels&lt;/a&gt; (including &lt;a href="https://nats.io/"&gt;NATs&lt;/a&gt;, a cloud-native messaging system) and &lt;a href="https://knative.dev/docs/eventing/broker/"&gt;broker&lt;/a&gt; types (MT channel based, GCP, RabbitMQ). &lt;/p&gt;&#10;&lt;nav class="wp-post-navigation" aria-label="Post navigation"&gt;&#10;&lt;a rel="prev" href="https://static.digihunch.com/2022/04/knative-introduction-serving/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Knative Serving Introduction&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://static.digihunch.com/2022/05/fsx-ontap-enterprise-storage-on-aws/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;FSx ONTAP – Enterprise storage on AWS&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item><item><title>Knative Serving Introduction</title><link>https://static.digihunch.com/2022/04/knative-introduction-serving/</link><pubDate>Sun, 17 Apr 2022 11:33:00 -0400</pubDate><guid>https://static.digihunch.com/2022/04/knative-introduction-serving/</guid><description>&lt;img src="https://static.digihunch.com/wp-content/uploads/2025/04/feature-knative-serving.webp" alt="Featured image of post Knative Serving Introduction" /&gt;&lt;h2 class="wp-block-heading" id="h-background"&gt;Background&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;As per &lt;a href="https://www.ibm.com/cloud/learn/knative"&gt;IBM&lt;/a&gt;&amp;#8216;s definition, Knative enables serverless workloads to run on Kubernetes clusters, and makes building and orchestrating containers with Kubernetes faster and easier. It has drawn a lot of attention recently. It released version 1.0 in November 2021, and was accepted as a &lt;a href="https://www.cncf.io/blog/2022/03/02/knative-accepted-as-a-cncf-incubating-project/"&gt;CNCF incubating&lt;/a&gt; project in March 2022. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Glories aside, the value it delivers is the ability to go serverless on a Kubernetes platform. Originally, &lt;a href="https://cloud.google.com/knative"&gt;Knative&lt;/a&gt; was built with three components: build, serving and eventing. The &lt;a href="https://github.com/knative/build"&gt;build&lt;/a&gt; component was deprecated in favour of the &lt;a href="https://tekton.dev/"&gt;Tekton&lt;/a&gt; project. Tekton is cloud native CI/CD pipeline. It connects to source code repo and build artifacts. It can also deploy applications with pipeline as code. Tekton&amp;#8217;s documentation includes a quality tutorial &lt;a href="https://tekton.dev/docs/getting-started/"&gt;here&lt;/a&gt; linked to interactive terminal. On the other hand, we&amp;#8217;ll focus on Knative Serving in this post, and Knative Eventing in the &lt;a href="https://static.digihunch.com/2022/04/knative-introduction/"&gt;next&lt;/a&gt;.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;&lt;a href="https://knative.dev/docs/"&gt;Knative&lt;/a&gt; can be seen as a serverless framework with a number of open-source technologies as building blocks, such as Istio for ingress gateway, Kafka or Google Pub/Sub as event-streaming engine, and Prometheus for observability to name a few. Despite of using the same CLI tool (named &lt;a href="https://knative.dev/docs/install/"&gt;kn&lt;/a&gt;), Knative Serving and Eventing are considered separate capabilities using different groups of CRDs. They are installed separately, using their respective &lt;a href="https://knative.dev/docs/install/yaml-install/"&gt;YAML&lt;/a&gt; files, or &lt;a href="https://knative.dev/docs/install/operator/knative-with-operators/"&gt;operator&lt;/a&gt;. &lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-serving-vs-eventing"&gt;Serving vs Eventing ?&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;After reading the article &amp;#8220;&lt;a href="https://ahmet.im/blog/knative-positioning/"&gt;Did we market Knative wrong&lt;/a&gt;&amp;#8221; from Ahmet Balkan, my impression is the two are not related. They could have been two separate projects without sharing a common name. As the author puts, these two shared some core logics. But beyond that, they don&amp;#8217;t have anything in common. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Serving is lightweight and requires Istio. It provides the capability to scale from N to 0 when the system is idle, and from 0 to N when requests come in. It is the missing serving layer for running microservices on Kubernetes and Ahmet position it as the first thing that people installed after creating a cluster.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The target user of Eventing is much smaller. Eventing is for event-driven architecture and is more complex than Serving. Ahmet admits that they over-estimated how many people on the planet want to build a Heroku-like PaaS layer on top of Knative. There are a couple of dozen companies who would work through the complexity and build their own Kubernetes-based internal PaaS or even public-facing FaaS using Knative. They are the niche audience of Knative Eventing. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;For most platform builders who just need to run micro-service, Knative Serving is all they need.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-a-demo-on-serving"&gt;A Demo on Serving&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The definition of term &amp;#8220;serverless&amp;#8221; is very loose. Instead, Knative documentation promotes the ability to &lt;a href="https://knative.dev/docs/getting-started/first-autoscale/#watch-your-knative-service-scale-to-zero"&gt;scale to zero&lt;/a&gt; and refer to it as &amp;#8220;some people call this Serverless&amp;#8221;. This suggests that &amp;#8220;the ability to scale to zero&amp;#8221; should be the better term to describe this capability. To deploy it, we need the Service object with apiVersion serving.knative.dev/v1. Below is a guide for a quick hands-on, with some steps modified from the Knative Serving &lt;a href="https://knative.dev/docs/getting-started/first-service/"&gt;tutorial&lt;/a&gt; and installation &lt;a href="https://knative.dev/docs/install/yaml-install/serving/install-serving-with-yaml/"&gt;guide&lt;/a&gt;, with optional steps (extensions, DNS) skipped.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Follow the first part of &lt;a href="https://static.digihunch.com/2021/11/istio-ingress-egress/"&gt;this post&lt;/a&gt; or &lt;a href="https://github.com/digihunch/real-quicK-cluster#minikube"&gt;this guide&lt;/a&gt; in real-quicK-cluster project, to install minikube with metal LB and configure istio (using istioctl as per instruction). Then Knative serving can be installed with two YAML manifests:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl apply -f https://github.com/knative/serving/releases/download/knative-v1.2.0/serving-crds.yaml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl apply -f https://github.com/knative/serving/releases/download/knative-v1.2.0/serving-core.yaml&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Then we can install Knative istio controller to integrate them so we can see the knative gateways:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl apply -f https://github.com/knative/net-istio/releases/download/knative-v1.2.0/net-istio.yaml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl -n knative-serving get gateway&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Now we can install the dummy service, either &lt;a href="https://knative.dev/docs/getting-started/first-service/#knative-service-hello-world"&gt;using kn CLI tool or using YAML manifest&lt;/a&gt;. The manifest is given 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-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;serving.knative.dev/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;hello&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;namespace&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;default&lt;/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;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;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;hello-world&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;annotations&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;autoscaling.knative.dev/class&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;kpa.autoscaling.knative.dev&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;autoscaling.knative.dev/metric&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;rps&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;autoscaling.knative.dev/target&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;50&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;autoscaling.knative.dev/min-scale&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;0&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;autoscaling.knative.dev/max-scale&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;10&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;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;containerConcurrency&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;0&lt;/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;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;TARGET&lt;/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:#ae81ff"&gt;World&lt;/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;gcr.io/knative-samples/helloworld-go&lt;/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;user-container&lt;/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;8080&lt;/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;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;We can notice that in the annotations there are some settings to overwrite the default configuration. They are explained in the &lt;a href="https://knative.dev/docs/serving/autoscaling/#additional-resources"&gt;autoscaling&lt;/a&gt; section of the Knative serving documentation. Here we use request per second (rps) as metric, and have 50 as target. The scale range is between 3 and 10 replicas. Once the resource is created, we can validate it with one of the two commands:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl get services.serving.knative.dev&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kn service describe hello&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;The creation of knative service also created a number of Kubernetes resources, such as deployment and services:&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 get svc&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;NAME TYPE CLUSTER-IP EXTERNAL-IP PORT&lt;span style="color:#f92672"&gt;(&lt;/span&gt;S&lt;span style="color:#f92672"&gt;)&lt;/span&gt; AGE&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;hello ExternalName &amp;lt;none&amp;gt; knative-local-gateway.istio-system.svc.cluster.local 80/TCP 52s&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;hello-world ClusterIP 10.110.127.231 &amp;lt;none&amp;gt; 80/TCP 108s&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;hello-world-private ClusterIP 10.111.27.73 &amp;lt;none&amp;gt; 80/TCP,9090/TCP,9091/TCP,8022/TCP,8012/TCP 108s&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubernetes ClusterIP 10.96.0.1 &amp;lt;none&amp;gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl get deploy&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;NAME READY UP-TO-DATE AVAILABLE AGE&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;hello-world-deployment 1/1 &lt;span style="color:#ae81ff"&gt;1&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;1&lt;/span&gt; 71s&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Before testing, let&amp;#8217;s mock the DNS entry to resolve to the Istio ingress service IP like below in /etc/hosts:&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;192.168.64.16 hello.default.example.com&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Now we can confirm that the service returns the expected result (after a brief pause): &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 hello.default.example.com&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;Hello World!&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Wait for a short period without curl or connection from browser, the service should scale down to zero:&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 get deploy -l serving.knative.dev/service&lt;span style="color:#f92672"&gt;=&lt;/span&gt;hello -w&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;NAME READY UP-TO-DATE AVAILABLE AGE&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;hello-world-deployment 0/0 &lt;span style="color:#ae81ff"&gt;0&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;0&lt;/span&gt; 78s&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;From a separate terminal, emulate HTTP request with &lt;a href="https://github.com/rakyll/hey"&gt;hey&lt;/a&gt; command, so the service receives more than 50 rps per pod:&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;$ hey -n &lt;span style="color:#ae81ff"&gt;200&lt;/span&gt; -c &lt;span style="color:#ae81ff"&gt;20&lt;/span&gt; -z 20s -m GET http://hello.default.example.com&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;We can watch the deployment get scaled up to 10. Once the hey command completes its task, the deployment will scale back down:&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 get deploy -l serving.knative.dev/service&lt;span style="color:#f92672"&gt;=&lt;/span&gt;hello -w&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;NAME READY UP-TO-DATE AVAILABLE AGE&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;hello-world-deployment 0/0 &lt;span style="color:#ae81ff"&gt;0&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;0&lt;/span&gt; 78s&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;hello-world-deployment 0/1 &lt;span style="color:#ae81ff"&gt;0&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;0&lt;/span&gt; 3m54s&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;hello-world-deployment 0/1 &lt;span style="color:#ae81ff"&gt;0&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;0&lt;/span&gt; 3m54s&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;hello-world-deployment 0/1 &lt;span style="color:#ae81ff"&gt;0&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;0&lt;/span&gt; 3m54s&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;hello-world-deployment 0/1 &lt;span style="color:#ae81ff"&gt;1&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;0&lt;/span&gt; 3m54s&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;hello-world-deployment 1/1 &lt;span style="color:#ae81ff"&gt;1&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;1&lt;/span&gt; 4m2s&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;hello-world-deployment 1/10 &lt;span style="color:#ae81ff"&gt;1&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;1&lt;/span&gt; 4m4s&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;hello-world-deployment 1/10 &lt;span style="color:#ae81ff"&gt;1&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;1&lt;/span&gt; 4m4s&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;hello-world-deployment 1/10 &lt;span style="color:#ae81ff"&gt;1&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;1&lt;/span&gt; 4m4s&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;hello-world-deployment 1/10 &lt;span style="color:#ae81ff"&gt;10&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;1&lt;/span&gt; 4m5s&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;hello-world-deployment 2/10 &lt;span style="color:#ae81ff"&gt;10&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;2&lt;/span&gt; 4m9s&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;hello-world-deployment 3/10 &lt;span style="color:#ae81ff"&gt;10&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;3&lt;/span&gt; 4m10s&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;hello-world-deployment 4/10 &lt;span style="color:#ae81ff"&gt;10&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;4&lt;/span&gt; 4m10s&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;hello-world-deployment 7/10 &lt;span style="color:#ae81ff"&gt;10&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;7&lt;/span&gt; 4m10s&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;hello-world-deployment 9/10 &lt;span style="color:#ae81ff"&gt;10&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;9&lt;/span&gt; 4m10s&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;hello-world-deployment 10/10 &lt;span style="color:#ae81ff"&gt;10&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;10&lt;/span&gt; 4m11s&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;hello-world-deployment 10/5 &lt;span style="color:#ae81ff"&gt;10&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;10&lt;/span&gt; 5m18s&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;hello-world-deployment 10/5 &lt;span style="color:#ae81ff"&gt;10&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;10&lt;/span&gt; 5m18s&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;hello-world-deployment 5/5 &lt;span style="color:#ae81ff"&gt;5&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;5&lt;/span&gt; 5m18s&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;hello-world-deployment 5/2 &lt;span style="color:#ae81ff"&gt;5&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;5&lt;/span&gt; 5m20s&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;hello-world-deployment 5/2 &lt;span style="color:#ae81ff"&gt;5&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;5&lt;/span&gt; 5m20s&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;hello-world-deployment 2/2 &lt;span style="color:#ae81ff"&gt;2&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;2&lt;/span&gt; 5m20s&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;hello-world-deployment 2/1 &lt;span style="color:#ae81ff"&gt;2&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;2&lt;/span&gt; 5m22s&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;hello-world-deployment 2/1 &lt;span style="color:#ae81ff"&gt;2&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;2&lt;/span&gt; 5m22s&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;hello-world-deployment 1/1 &lt;span style="color:#ae81ff"&gt;1&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;1&lt;/span&gt; 5m22s&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;hello-world-deployment 1/0 &lt;span style="color:#ae81ff"&gt;1&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;1&lt;/span&gt; 5m52s&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;hello-world-deployment 1/0 &lt;span style="color:#ae81ff"&gt;1&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;1&lt;/span&gt; 5m52s&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;hello-world-deployment 0/0 &lt;span style="color:#ae81ff"&gt;0&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;0&lt;/span&gt; 5m52s&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Autoscaling in Knative serving is backed by KPA (&lt;a href="https://knative.dev/docs/serving/autoscaling/"&gt;Knative Pod Autoscaler&lt;/a&gt;, used in the example above) or HPA. Also note that the trigger to scale up and down is client connection (RPS). This is different than KEDA. KEDA also supports the capability to scale to zero. However, with KEDA, it is an event that scales a deployment up from zero. In Knative serving, it is the connection to the Service itself that wakes up the service. &lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-cost-of-scale-to-zero"&gt;Cost of scale-to-zero&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;As discussed, both KEDA and Knative serving supports the ability to scale to zero and wake up from zero. The trigger to wake up from zero is different. With KEDA, workload wakes up by an event. With Knative Serving, workload has to wake up upon receiving a connection to the service. In the design to solve this problem, &lt;a href="https://knative.dev/docs/serving/"&gt;Knative&lt;/a&gt; has four sub-components :&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;Activator &amp;#8211; When a service is scaled to zero, its request are routed to the&amp;nbsp;&lt;em&gt;activator&lt;/em&gt;&amp;nbsp;which waits for a Pod to become ready (wake up) and proxies the traffic while editing the underlying&amp;nbsp;&lt;code&gt;Endpoints&lt;/code&gt;&amp;nbsp;to route the traffic directly to the Pod(s)&lt;/li&gt;&#10;&lt;li&gt;Autoscaler &amp;#8211; KPA&lt;/li&gt;&#10;&lt;li&gt;Controller &amp;#8211; The main component responsible for watching API objects for Knative CRDs (KService, Configuration, Route, Revision) and manage their lifecycle, create the underlying Kubernetes resources and garbage-collect old objects.&lt;/li&gt;&#10;&lt;li&gt;Webhook &amp;#8211; a Kubernetes Admission Webhook acting both as validating admission controller and mutating admission controller.&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The key player is activator, which receives requests when a service is scaled to zero. The wake-up process is summarized as follows:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;After receiving request, activator will buffer (hold onto) the request&lt;/li&gt;&#10;&lt;li&gt;Then, it will look at request’s hostname to find which KService it is for.&lt;/li&gt;&#10;&lt;li&gt;Then, it will scale up the Kubernetes Deployment and wait for a Pod to become ready.&lt;/li&gt;&#10;&lt;li&gt;In the meanwhile, it updates Kubernetes Service to point to Pod IP addresses (so that activator gets out of the network path if the KService is awake).&lt;/li&gt;&#10;&lt;li&gt;Finally, activator proxies the request to the started pod&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;So the &amp;#8220;plumbing&amp;#8221; of the service connection managed by the Activator pod is the cost of scale to zero. This is also called &lt;a href="https://knative.dev/docs/serving/load-balancing/"&gt;Load Balancing&lt;/a&gt;, and the behaviour can be tweaked using two parameters: activator capacity and target burst capacity:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;&lt;a href="https://knative.dev/docs/serving/load-balancing/target-burst-capacity/"&gt;Target burst capacity&lt;/a&gt;: once the target deploy has one more more Pod, service requests may still route via activator or bypassing the activator. Target burst capacity determines at what point service request should start to bypass activator. &lt;/li&gt;&#10;&lt;li&gt;&lt;a href="https://knative.dev/docs/serving/load-balancing/activator-capacity/"&gt;Activator capacity&lt;/a&gt;: determines how many requests can activator hold on to. Considering the service-to-service connection also routes via Service CRD, there can be a lot of connections via Activator so its capacity needs to be adjusted.&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The additional overhead of managing and optimizing the &amp;#8220;Load Balancer&amp;#8221; is also part of operational cost for the ability to scale to zero.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In comparison, KEDA now has an &lt;a href="https://github.com/kedacore/http-add-on"&gt;HTTP add-on&lt;/a&gt; still at beta but allows connection-based wake-up. The &lt;a href="https://github.com/kedacore/http-add-on/blob/main/docs/design.md"&gt;design&lt;/a&gt; is a little different. As discussed in this &lt;a href="https://static.digihunch.com/2022/03/autoscaling-in-kubernetes-from-metric-based-to-event-driven/"&gt;previous &lt;/a&gt;post.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-conclusion"&gt;Conclusion&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Knative consists of two disparate components: Serving and Eventing. Serving uses KPA to provide scaling based on service request, and the ability to scale to zero. It is often compared with KEDA, a single-purpose lightweight tool for autoscaling. &lt;a href="https://github.com/kedacore/http-add-on/blob/main/docs/faq.md#how-is-this-project-similar-or-different-from-knative"&gt;Here&lt;/a&gt; is a blurb on their difference by KEDA. The takeaways is that KEDA is more focused on scalability, whereas Knative serving covers more aspects. For example, the Service object of Knative also supports &lt;a href="https://knative.dev/docs/getting-started/first-traffic-split/"&gt;Traffic Splitting&lt;/a&gt;. Knative serving can integrate with istio.&lt;/p&gt;&#10;&lt;nav class="wp-post-navigation" aria-label="Post navigation"&gt;&#10;&lt;a rel="prev" href="https://static.digihunch.com/2022/04/kubernetes-operator/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Kubernetes Operator&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://static.digihunch.com/2022/04/knative-introduction/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Knative Eventing Introduction&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item><item><title>Istio External Authorization via OIDC</title><link>https://static.digihunch.com/2022/02/istio-external-authorization/</link><pubDate>Fri, 25 Feb 2022 01:29:00 -0400</pubDate><guid>https://static.digihunch.com/2022/02/istio-external-authorization/</guid><description>&lt;img src="https://static.digihunch.com/wp-content/uploads/2025/04/feature-istio-external-auth.webp" alt="Featured image of post Istio External Authorization via OIDC" /&gt;&lt;p class="wp-block-paragraph" id="aa"&gt;Istio service mesh allows application developers to offload non-core features to infrastructure layer. We explored authentication and authorization with &lt;a href="https://static.digihunch.com/2022/02/authentication-and-authorization-with-istio/"&gt;Istio&lt;/a&gt; in a basic &lt;a href="https://static.digihunch.com/2022/02/istio-lab-authentication-and-authorization-in-jwt/"&gt;lab&lt;/a&gt;. In this post we continue to explore its capabilities with OIDC integration. This capability is made available thanks to the CUSTOM action in authorization policy, supported since the &lt;a href="https://istio.io/latest/blog/2021/better-external-authz/"&gt;release&lt;/a&gt; of 1.9. It enables any workload on Istio to integrate with an external IAM solution.&lt;/p&gt;&#10;&lt;p class="has-text-align-center 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="461px" viewBox="-0.5 -0.5 461 261" style="max-width:100%;max-height:261px;"&gt;&lt;defs&gt;&lt;/defs&gt;&lt;g&gt;&lt;rect x="0" y="0" width="460" height="260" fill="rgb(255, 255, 255)" stroke="rgb(0, 0, 0)" pointer-events="all"&gt;&lt;/rect&gt;&lt;rect x="160" y="10" width="290" height="230" fill="#f5f5f5" stroke="#666666" pointer-events="all"&gt;&lt;/rect&gt;&lt;rect x="240" y="50" width="90" height="40" rx="6" ry="6" fill="#fff2cc" stroke="#d6b656" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div 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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: 138px; height: 1px; padding-top: 25px; margin-left: 161px;"&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;demo1.digihunch.com&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="230" y="29" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;demo1.digihunch.com&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;/g&gt;&lt;switch&gt;&lt;g requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"&gt;&lt;/g&gt;&lt;a transform="translate(0,-5)" xlink:href="https://www.diagrams.net/doc/faq/svg-export-text-problems" target="_blank" rel="noopener"&gt;&lt;text text-anchor="middle" font-size="10px" x="50%" y="100%"&gt;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" id="aa"&gt;The rest of this post, provides the step-by-step instruction to configure OIDC integration, based on Istio&amp;#8217;s &lt;a href="https://istio.io/latest/docs/tasks/security/authorization/authz-custom/"&gt;External Authorization&lt;/a&gt; use case. My work is influenced by two blog posts from &lt;a href="https://www.jetstack.io/blog/istio-oidc/"&gt;jetstack&lt;/a&gt; and &lt;a href="https://elastisys.com/istio-and-oauth2-proxy-in-kubernetes-for-microservice-authentication/"&gt;elastisys&lt;/a&gt; on similar topic, with my own additions, simplifications and clarifications. In this lab I use my own DNS hostname &lt;span style="text-decoration: underline" class="underline"&gt;demo1.digihunch.com&lt;/span&gt; and to follow along you need to bring your own hostname as well. The prerequisites of this lab is summarized as below:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;An &lt;strong&gt;identity provider&lt;/strong&gt;: we use Google in the lab but it can be anything with OIDC capabilities (e.g. Azure AD, Facebook). Read my &lt;a href="https://static.digihunch.com/2020/03/oauth-and-openid-connect/"&gt;old post&lt;/a&gt; for more details on OIDC.&lt;/li&gt;&#10;&lt;li&gt;A &lt;strong&gt;public IP address&lt;/strong&gt; for Cluster&amp;#8217;s Ingress service: Since we use Google as identity provider on the Internet, we need our service to be exposed on the Internet because the OIDC integration involves a two-way HTTP redirect. &lt;/li&gt;&#10;&lt;li&gt;&lt;strong&gt;Public DNS resolution&lt;/strong&gt; to the service&amp;#8217;s public IP: during authentication, the identity provider will call back with JWT. So we need our hostname demo1.digihunch.com resolved to the service&amp;#8217;s public IP address. This is also required in other scenarios. For example, cert-manager needs to automatically configure X.509 certificate using Let&amp;#8217;s Encrypt.&lt;/li&gt;&#10;&lt;li&gt;An &lt;strong&gt;application workload&lt;/strong&gt;: this is the tenant workload without its own IAM capability. We use a dummy workload base on a &lt;a href="https://hub.docker.com/r/neilpeterson/aks-helloworld"&gt;hello-world&lt;/a&gt; image, for simplicity.&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The files required in this lab is in &lt;a href="https://github.com/digihunch/istio-oidc"&gt;istio-oidc&lt;/a&gt; repo under the &lt;a href="https://github.com/digihunch/istio-oidc/tree/main/envoy"&gt;envoy&lt;/a&gt; directory. It is also important to understand the Authentication Code flow in OIDC authorization code flow to make sense of the integration between OIDC provider and Istio on our platform. For example, the client application needs a one-time registration with identity provider. Let&amp;#8217;s start with this configuration.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="configure-identity-provider"&gt;Configure Identity Provider&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We need a Google account with a GCP project and log on to &lt;a href="https://console.cloud.google.com/apis/"&gt;APIs &amp;amp; Services&lt;/a&gt; to register our application. At the console, from the left side bar, click on &amp;#8220;OAuth consent screen&amp;#8221; and create an App. Provide the followings:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;Step 1. OAuth consent screen. Under App Information, provide App name and User support email.&lt;/li&gt;&#10;&lt;li&gt;Step 1. OAuth consent screen. Under App domain, provide Application home page&lt;/li&gt;&#10;&lt;li&gt;Step 1. OAuth consent screen. Under Authorized domains, provide an Authorized domain.&lt;/li&gt;&#10;&lt;li&gt;Step 3. Test users. Add the emails for Test users.&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The summary page looks like this:&lt;/p&gt;&#10;&lt;div class="wp-block-image"&gt;&#10;&lt;figure class="aligncenter size-large"&gt;&lt;img loading="lazy" decoding="async" width="1012" height="1332" src="https://static.digihunch.com/wp-content/uploads/2022/02/summary.png" alt="" class="wp-image-3607"/&gt;&lt;figcaption class="wp-element-caption"&gt;OAuth Consent Screen&lt;/figcaption&gt;&lt;/figure&gt;&#10;&lt;/div&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Then on the sidebar, click on Credentials. We create new credentials for OAuth 2.0 Client ID. Select Web application and add &amp;#8220;https://demo1.digihunch.com/oauth2/callback&amp;#8221; as an Authorized redirect URI. The credential created includes a Client ID and a Client secret, which can be downloaded as a JSON file. Here is my screen:&lt;/p&gt;&#10;&lt;div class="wp-block-image"&gt;&#10;&lt;figure class="aligncenter size-large"&gt;&lt;img loading="lazy" decoding="async" width="1332" height="818" src="https://static.digihunch.com/wp-content/uploads/2022/02/credentials.png" alt="" class="wp-image-3608"/&gt;&lt;figcaption class="wp-element-caption"&gt;API Credential&lt;/figcaption&gt;&lt;/figure&gt;&#10;&lt;/div&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Note that the redirect URIs cannot be localhost. Because the browser will consume the redirect URI and it has no clue where localhost is. It must resolve to the public IP of the ingress.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We need to keep the Client ID and Client secret for later use. According to Google&amp;#8217;s &lt;a href="https://developers.google.com/identity/protocols/oauth2/openid-connect"&gt;documentation&lt;/a&gt;, there is a &lt;a href="https://developers.google.com/identity/protocols/oauth2/openid-connect#discovery"&gt;discovery document&lt;/a&gt; from which we can understand the keys in their &lt;a href="https://accounts.google.com/.well-known/openid-configuration"&gt;Open ID configuration&lt;/a&gt;. We need the value of two keys (&lt;em&gt;issuer&lt;/em&gt; and &lt;em&gt;jwks_url&lt;/em&gt;) to use later in the configuration.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="configure-infrastructure-services"&gt;Configure Infrastructure Services&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;My real-quicK-cluster &lt;a href="https://github.com/digihunch/real-quicK-cluster"&gt;project&lt;/a&gt; has a few different ways to quickly bring up a cluster. For this lab, I use Azure CLI command to create a simple, three-node 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-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ az aks create &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; -g AutomationTest &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; -n orthCluster &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --node-count &lt;span style="color:#ae81ff"&gt;3&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --enable-addons monitoring &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --generate-ssh-keys &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --vm-set-type VirtualMachineScaleSets &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --network-plugin azure &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --network-policy calico &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --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;Then we configure kubeconfig credential to connect to the cluster, so that &lt;em&gt;kubectl&lt;/em&gt; and &lt;em&gt;helm&lt;/em&gt; CLI commands to connect to the newly created 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-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ az aks get-credentials --resource-group AutomationTest --name orthCluster&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Then we will install the infrastructure services and workload. We can start with loading environment variables for use later:&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;OIDC_DISCOVERY&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;$(&lt;/span&gt;curl &lt;span style="color:#e6db74"&gt;&amp;#34;https://accounts.google.com/.well-known/openid-configuration&amp;#34;&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;)&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;OIDC_ISSUER_URL&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;$(&lt;/span&gt;echo $OIDC_DISCOVERY | jq -r .issuer&lt;span style="color:#66d9ef"&gt;)&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;OIDC_JWKS_URI&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;$(&lt;/span&gt;echo $OIDC_DISCOVERY | jq -r .jwks_uri&lt;span style="color:#66d9ef"&gt;)&lt;/span&gt; &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;COOKIE_SECRET&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;$(&lt;/span&gt;openssl rand -base64 &lt;span style="color:#ae81ff"&gt;32&lt;/span&gt; | tr -- &lt;span style="color:#e6db74"&gt;&amp;#39;+/&amp;#39;&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#39;-_&amp;#39;&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;)&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;WEB_HOST&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;demo1.digihunch.com&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;CLIENT_ID&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;ThisIsTheClientIDFromGoogle&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;CLIENT_SECRET&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;ThisIsTheClientSecretFromGoogle&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;For WEB_HOST, CLIENT_ID, CLIENT_SECRET, you need to bring your own values. The COOKIE_SECRET value is randomly generated. The variables OIDC_ISSUER_URL and OIDC_JWKS_URI are parsed from Google OpenID configuration and they should remain static. We can validate the value with echo commands. Also, to use helm v3 later, we need to add the repositories we need. These steps can be skipped if they have been performed in the client environment:&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;$ echo $OIDC_ISSUER_URL&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;https://accounts.google.com&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ echo $OIDC_JWKS_URI&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;https://www.googleapis.com/oauth2/v3/certs&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ helm repo add jetstack https://charts.jetstack.io&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ helm repo add istio https://istio-release.storage.googleapis.com/charts&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ helm repo add oauth2-proxy https://oauth2-proxy.github.io/manifests&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ helm repo update&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Now, with Helm ready, we can install Cert Manager, Istio CRD, Control Plane, Gateways as well as OAuth2-Proxy using Helm. We run each of the following commands from the &lt;a href="https://github.com/digihunch/istio-oidc/tree/main/envoy"&gt;envoy&lt;/a&gt; directory, where the required files are stored:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ helm install cert-manager jetstack/cert-manager &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --namespace cert-manager &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --create-namespace &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --version v1.7.1 &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --set installCRDs&lt;span style="color:#f92672"&gt;=&lt;/span&gt;true&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ helm install -n istio-system istio-base istio/base --create-namespace&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ helm -n istio-system install istiod istio/istiod -f istiod-values.yaml --wait&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ helm -n istio-system install istio-ingress istio/gateway -f ingress-gateway-values.yaml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl -n istio-system get po&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl create ns oauth2-proxy &lt;span style="color:#f92672"&gt;&amp;amp;&amp;amp;&lt;/span&gt; kubectl label ns oauth2-proxy istio-injection&lt;span style="color:#f92672"&gt;=&lt;/span&gt;enabled&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ helm install -n oauth2-proxy &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --version 6.0.1 &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --values oauth2-proxy-values.yaml &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --set config.clientID&lt;span style="color:#f92672"&gt;=&lt;/span&gt;$CLIENT_ID &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --set config.clientSecret&lt;span style="color:#f92672"&gt;=&lt;/span&gt;$CLIENT_SECRET &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --set config.cookieSecret&lt;span style="color:#f92672"&gt;=&lt;/span&gt;$COOKIE_SECRET &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --set extraArgs.oidc-issuer-url&lt;span style="color:#f92672"&gt;=&lt;/span&gt;$OIDC_ISSUER_URL &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --set extraArgs.whitelist-domain&lt;span style="color:#f92672"&gt;=&lt;/span&gt;$WEB_HOST &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; oauth2-proxy oauth2-proxy/oauth2-proxy&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl -n oauth2-proxy get pods -l app&lt;span style="color:#f92672"&gt;=&lt;/span&gt;oauth2-proxy&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Note that the istiod installation step uses a value file that includes extensionProviders. This is where we tell Istio to connect to external authorization provider:&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;meshConfig&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;accessLogFile&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;/dev/stdout&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;extensionProviders&lt;/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;oauth2-proxy&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;envoyExtAuthzHttp&lt;/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;oauth2-proxy.oauth2-proxy.svc.cluster.local&lt;/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;4180&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;includeRequestHeadersInCheck&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;cookie&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;headersToUpstreamOnAllow&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;authorization&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;headersToDownstreamOnDeny&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;set-cookie&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 we install istio ingress gateway, we need to expose port 80 as well as 443. Port 80 is used in ACME protocol for certificate configuration. We also installed oauth2-proxy with some configurations from oauth2-proxy-values.yaml as well as some argument set imperatively.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Once configuration is successful, we should be able to confirm that oauth2-proxy service is running. We should also be able to tell the External IP address of the Ingress:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl -n oauth2-proxy get svc&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl -n istio-system get service istio-ingressgateway -o jsonpath&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#39;{.status.loadBalancer.ingress[0].ip}&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;Now we can go to our DNS configuration portal, to populate the DNS A-record for demo1.digihunch.com with this IP address:&lt;/p&gt;&#10;&lt;div class="wp-block-image"&gt;&#10;&lt;figure class="aligncenter size-large"&gt;&lt;img loading="lazy" decoding="async" width="1756" height="434" src="https://static.digihunch.com/wp-content/uploads/2022/02/dns.png" alt="" class="wp-image-3620"/&gt;&lt;figcaption class="wp-element-caption"&gt;Add DNS A-record&lt;/figcaption&gt;&lt;/figure&gt;&#10;&lt;/div&gt;&#10;&lt;p class="wp-block-paragraph"&gt;It may take several minutes to a couple of hours, for the A-record update/creation to take effect, depending on the TTL. Sit tight and query DNS with nslookup command, until it is set. In the next step, we will need successful DNS resolution for certificate configuration.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="install-workload-and-configure-certificate"&gt;Install workload and configure Certificate&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Now we install the workload, along with the necessary constructs such as Gateway CRD, Virtual Service, and certificates. We can use kubectl kustomize command to preview the changes, then apply the changes with -k:&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 kustomize demo&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl apply -k demo&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;When you have your own DNS hostname, modify the &lt;a href="https://github.com/digihunch/istio-oidc/blob/main/envoy/demo/kustomization.yaml"&gt;kustomization.yaml&lt;/a&gt; accordingly before applying. This command uses Kustomization to apply numerous YAML manifests in the &lt;a href="https://github.com/digihunch/istio-oidc/tree/main/envoy/demo"&gt;demo&lt;/a&gt; directory, including the following activities:&lt;/p&gt;&#10;&lt;ol class="wp-block-list"&gt;&#10;&lt;li&gt;Create a Namespace named demo&lt;/li&gt;&#10;&lt;li&gt;Create Deployment and Service&lt;/li&gt;&#10;&lt;li&gt;Set up PeerAuthentication for the mesh&lt;/li&gt;&#10;&lt;li&gt;Configure Ingress class, ClusterIssuer and Certificate using cert-manager&lt;/li&gt;&#10;&lt;li&gt;Configure Virtual Service and Gateway&lt;/li&gt;&#10;&lt;/ol&gt;&#10;&lt;p class="wp-block-paragraph"&gt;This configures everything we need and we need to verify from several aspects. The demo Service is a ClusterIP service exposed within the cluster at port 80. Then we check the status of certificate:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl -n istio-system get certificate&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl -n istio-system describe certificate demo&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;The column of READY should have a value of True. Check the logs from cert manager Pods if that&amp;#8217;s not the case. Common reasons include:&lt;/p&gt;&#10;&lt;ol class="wp-block-list"&gt;&#10;&lt;li&gt;The automatic ACME validation is just not ready &lt;/li&gt;&#10;&lt;li&gt;The automatic ACME validation is still waiting for DNS resolution&lt;/li&gt;&#10;&lt;li&gt;The Istio ingress gateway port 80 is not open for ACME validation&lt;/li&gt;&#10;&lt;li&gt;The let&amp;#8217;s encrypt server applies rate limiting&lt;/li&gt;&#10;&lt;/ol&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Note that for the ACME server, we can use staging server&amp;#8217;s URL or productions. The former provisions a certificate that may come off as insecure as the CA is not fully trusted by browser. The latter doesn&amp;#8217;t have this issue, but the server applies rate limiting. For more details of how validation with ACME work, check out my &lt;a href="https://static.digihunch.com/2021/08/creating-tls-certificate-kubernetes/"&gt;previous post&lt;/a&gt;.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Once the certificate is applied, our website is open to any visitor with HTTPS access:&lt;/p&gt;&#10;&lt;div class="wp-block-image"&gt;&#10;&lt;figure class="aligncenter size-full"&gt;&lt;img loading="lazy" decoding="async" width="748" height="257" src="https://static.digihunch.com/wp-content/uploads/2022/02/image-5.png" alt="" class="wp-image-3636"/&gt;&lt;/figure&gt;&#10;&lt;/div&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Then we will use Request Authentication and Authorization Policy to tighten up the access by requiring visiting user to log in with Google identity.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="requestauthentication-and-authorizationpolicy"&gt;RequestAuthentication and AuthorizationPolicy&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We configure a CUSTOM action in the AuthorizationPolicy, and specified the provider by name oauth2-proxy. The YAML manifests for RequestAuthentication and AuthorizationPolicy 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-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;security.istio.io/v1beta1&lt;/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;RequestAuthentication&lt;/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;istio-ingressgateway&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;namespace&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;istio-system&lt;/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;jwtRules&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;issuer&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;https://accounts.google.com&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;jwksUri&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;https://www.googleapis.com/oauth2/v3/certs&lt;/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;istio-ingressgateway&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;security.istio.io/v1beta1&lt;/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;AuthorizationPolicy&lt;/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;istio-ingressgateway&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;namespace&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;istio-system&lt;/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;action&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;CUSTOM&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;provider&lt;/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;oauth2-proxy&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;rules&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;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;istio-ingressgateway&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;Note that we cannot apply Request Authentication and Authorization Policy before we confirm that the Certificate has been created. This is because when letsencrypt use HTTP resolver to provision certificate with ACME protocol, the request from letsencrypt should get to the validating URI without being asked to provide a Google identity. So do not perform this step yet before confirming the previous step:&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:#ae81ff"&gt;$ kubectl apply -f oidc-auth.yaml&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;Now launch your browser in incognito mode and browse to our URL (https://demo1.digihunch.com) and you will be re-redirected to log on to Google (accounts.google.com). Once logged on, you will have access to the site. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;If you run into errors, check the oauth2-proxy log from Pod stdout, which should give a reason of 4xx errors. If oauth2-proxy log indicates no activity, confirm if the request has been forwarded to the proxy. Check the service object of the proxy and make sure it is exposed to the correct port, as indicated in the meshConfig. To check mesh config, examine the configmap named istio in the namespace of istio-system. To check if Istio&amp;#8217;s authorization is unable to speak with oatuh2-proxy, inspect the log of istiod Pod.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;To clean up the lab, remove the app registration from Google, and then delete the cluster from Azure:&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 delete -g AutomationTest -n orthCluster&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;In this lab we used a very open AuthorizationPolicy. We can polish it up with more conditions such 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-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;security.istio.io/v1beta1&lt;/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;AuthorizationPolicy&lt;/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;istio-ingressgateway&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;namespace&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;istio-system&lt;/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;action&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;CUSTOM&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;provider&lt;/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;oauth2-proxy&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;rules&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;when&lt;/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;request.auth.audiences&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;values&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#ae81ff"&gt;$CLIENT_ID&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;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;istio-ingressgateway&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;Under the rules section, we can explore the claims from the JWT and make creative use of it to achieve our specific goals for IAM.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="bottom-line"&gt;Bottom line&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In this lab, we registered our app with Google and obtained client ID and secret for it to identify our application. We configured oauth2-proxy as our IAM application, carrying the credential validated by Google. We also configured Istio to delegate authorization to oauth2-proxy as external authorization provide, making up an entire OIDC integration.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The third party service (IdP) we integrate with is GCP, which natively supports OIDC protocol. However, if the third party IdP does not support OIDC natively, such as &lt;a href="https://static.digihunch.com/2020/02/everything-about-the-domain/"&gt;Active Directory&lt;/a&gt; via &lt;a href="https://static.digihunch.com/2020/03/lightweight-directory-access-protocol-ldap/"&gt;LDAP&lt;/a&gt;, then we would need one more proxy to sit between OAuth2 and the external IdP service. One good choice is the &lt;a href="https://www.cncf.io/projects/dex/"&gt;Dex&lt;/a&gt; connector. Another more complex yet powerful alternative connector is &lt;a href="https://www.keycloak.org/"&gt;Key Cloak&lt;/a&gt;. Consider Dex or KeyCloak as an OIDC proxy, when: &lt;/p&gt;&#10;&lt;ol class="wp-block-list"&gt;&#10;&lt;li&gt;The external IdP does not support OIDC; or&lt;/li&gt;&#10;&lt;li&gt;We choose not to use the OIDC capability of the external IdP because we want to managed OIDC centrally in our own proxy&lt;/li&gt;&#10;&lt;li&gt;The external identity provider does support OIDC, but the configuration is managed by a different team (e.g. IAM team) other than the platform team&lt;/li&gt;&#10;&lt;/ol&gt;&#10;&lt;p class="wp-block-paragraph"&gt;AuthorizationPolicy is the key piece in this integration, and it is executed at the http filter in envoy sidecar proxy. It can be done with alternatives to OAuth2-Proxy such as the &lt;a href="https://github.com/istio-ecosystem/authservice"&gt;authservice&lt;/a&gt; project. A slightly different approach to implement OIDC integration is to use leverage &lt;a href="https://istio.io/latest/blog/2020/wasm-announce/"&gt;extensibility&lt;/a&gt; of &lt;a href="https://istio.io/latest/docs/concepts/wasm/"&gt;WebAssembly&lt;/a&gt; (a sandboxing technology to extend Envoy), which is suggested in this example for &lt;a href="https://istio.io/latest/docs/reference/config/proxy_extensions/wasm-plugin/"&gt;WasmPlugin&lt;/a&gt;. However, Wasm is still considered experimental.&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/2022/02/istio-lab-authentication-and-authorization-in-jwt/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Istio Lab – Authentication and Authorization&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://static.digihunch.com/2022/03/from-nginx-to-envoy-proxy/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Service Proxy – from Nginx to Envoy&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item><item><title>Istio Lab – Authentication and Authorization</title><link>https://static.digihunch.com/2022/02/istio-lab-authentication-and-authorization-in-jwt/</link><pubDate>Sun, 13 Feb 2022 13:21:13 -0400</pubDate><guid>https://static.digihunch.com/2022/02/istio-lab-authentication-and-authorization-in-jwt/</guid><description>&lt;img src="https://static.digihunch.com/wp-content/uploads/2025/04/feature-istio-lab.webp" alt="Featured image of post Istio Lab – Authentication and Authorization" /&gt;&lt;p class="wp-block-paragraph"&gt;My previous &lt;a href="https://static.digihunch.com/2022/02/authentication-and-authorization-with-istio/"&gt;blog&lt;/a&gt; discussed as service mesh what Istio can offer in terms of authentication and authorization capabilities. Istio can authenticate an incoming HTTP request, ensuring the JWT issued has not been tampered somewhere in the middle. The fields in the JWT allows for more flexibilities at the point of authorization. This combination allows Istio to integrate with identity providers that can issue JWT.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We&amp;#8217;ve also discussed how JWT works, and pointed out that the two key element of request authentication is the JWT (payload signed with private key) itself as well as the JWK (carrying public key). In this post, we will test it in a lab. To start with this lab, we need a test cluster (e.g. Minikube) with Istio &lt;a href="https://github.com/digihunch/korthweb/tree/main/manual"&gt;installed&lt;/a&gt;.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="preparation"&gt;Preparation&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;I have not find a native Bash way to produce JWT. We will do that with python packages python_jwt and jwcrypto in Python3. Let&amp;#8217;s install the modules and import them in Python environment.&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;$ python3 -m pip install python_jwt jwcrypto datetime&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ python3&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&amp;gt;&amp;gt;&amp;gt; import python_jwt as jwt, jwcrypto.jwk as jwk, datetime&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Now we&amp;#8217;re in the Python3 shell with needed modules loaded. We can take the following steps to produce the JWT as well as the JWK:&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-python" data-lang="python"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;RSAkey &lt;span style="color:#f92672"&gt;=&lt;/span&gt; jwk&lt;span style="color:#f92672"&gt;.&lt;/span&gt;JWK&lt;span style="color:#f92672"&gt;.&lt;/span&gt;generate(kty&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#39;RSA&amp;#39;&lt;/span&gt;, size&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;2048&lt;/span&gt;)&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;private_key &lt;span style="color:#f92672"&gt;=&lt;/span&gt; RSAkey&lt;span style="color:#f92672"&gt;.&lt;/span&gt;export_private()&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;public_key &lt;span style="color:#f92672"&gt;=&lt;/span&gt; RSAkey&lt;span style="color:#f92672"&gt;.&lt;/span&gt;export_public()&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;raw_payload &lt;span style="color:#f92672"&gt;=&lt;/span&gt; {&lt;span style="color:#e6db74"&gt;&amp;#39;iss&amp;#39;&lt;/span&gt;:&lt;span style="color:#e6db74"&gt;&amp;#39;digihunch.com&amp;#39;&lt;/span&gt;,&lt;span style="color:#e6db74"&gt;&amp;#39;sub&amp;#39;&lt;/span&gt;:&lt;span style="color:#e6db74"&gt;&amp;#39;DIGIHUNCH&amp;#39;&lt;/span&gt;,&lt;span style="color:#e6db74"&gt;&amp;#39;role&amp;#39;&lt;/span&gt;:&lt;span style="color:#e6db74"&gt;&amp;#39;reader&amp;#39;&lt;/span&gt;,&lt;span style="color:#e6db74"&gt;&amp;#39;permission&amp;#39;&lt;/span&gt;:&lt;span style="color:#e6db74"&gt;&amp;#39;read&amp;#39;&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;## use private key to generate jwt token. HTTP request will bear this token &lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;jwt_token &lt;span style="color:#f92672"&gt;=&lt;/span&gt; jwt&lt;span style="color:#f92672"&gt;.&lt;/span&gt;generate_jwt(raw_payload, jwk&lt;span style="color:#f92672"&gt;.&lt;/span&gt;JWK&lt;span style="color:#f92672"&gt;.&lt;/span&gt;from_json(private_key), &lt;span style="color:#e6db74"&gt;&amp;#39;RS256&amp;#39;&lt;/span&gt;, datetime&lt;span style="color:#f92672"&gt;.&lt;/span&gt;timedelta(minutes&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;50&lt;/span&gt;))&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;print(jwt_token)&#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 JWKS keeps public key and is referenced by Istio RequestAuthentication object&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;jwks&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#39;{&amp;#34;keys&amp;#34;:[&amp;#39;&lt;/span&gt;&lt;span style="color:#f92672"&gt;+&lt;/span&gt;public_key&lt;span style="color:#f92672"&gt;+&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#39;]}&amp;#39;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;print(jwks)&#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;# Helpful command to print the key in PEM format:&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;## RSAkey.export_to_pem(private_key=False)&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;# Helpful command to verify JWT token:&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;## header, claims = jwt.verify_jwt(jwt_token, jwk.JWK.from_json(public_key), [&amp;#39;RS256&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;To complete this lab, we need the values of &lt;em&gt;jwt_token&lt;/em&gt; and &lt;em&gt;jwks&lt;/em&gt;.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Next in the preparation is a local &lt;a href="https://static.digihunch.com/2021/09/single-node-kubernetes-cluster-minikube/"&gt;cluster&lt;/a&gt;, istio with metallb installed, which is covered in a previous &lt;a href="https://static.digihunch.com/2021/11/istio-ingress-egress/"&gt;post&lt;/a&gt;. We should be able to get the ingress IP address:&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;$ export INGRESS_HOST&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;$(&lt;/span&gt;kubectl -n istio-system get service istio-ingressgateway -o jsonpath&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#39;{.status.loadBalancer.ingress[0].ip}&amp;#39;&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;)&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ echo $INGRESS_HOST&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;We create our own namespace and use the &lt;a href="https://github.com/istio/istio/tree/master/samples/httpbin"&gt;httpbin&lt;/a&gt; application:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl create ns web &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl label namespace web istio-injection&lt;span style="color:#f92672"&gt;=&lt;/span&gt;enabled&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl apply -n web -f httpbin.yaml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl apply -n web -f httpbin-gateway.yaml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ curl -I -XGET $INGRESS_HOST/headers&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;The curl command above (without any token) should return HTTP 200 code, indicating that no authorization token is needed to connect to the service. Note that the Pod for httpbin has the label &lt;em&gt;app=httpbin&lt;/em&gt; which will be used in the request authentication. Also note that traffic is served over a named port called http in the Service object for http, which will implicitly enable HTTP based conditions for authorization policies we will build later. &lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="request-authentication"&gt;Request Authentication&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Let&amp;#8217;s create a request authentication object with 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:#e6db74"&gt;&amp;#34;security.istio.io/v1beta1&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;kind&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;RequestAuthentication&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;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;jwt-req-authn&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;namespace&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;web&lt;/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;app&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;httpbin&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;jwtRules&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;issuer&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;digihunch.com&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;jwks&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; ## jwks output from previous step ##&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;Replace the last line with the jwks output from the preparation step and store it to jwt-req-authn.yaml. It should look like this:&lt;/p&gt;&#10;&lt;div class="wp-block-image"&gt;&#10;&lt;figure class="aligncenter size-large"&gt;&lt;img loading="lazy" decoding="async" width="1589" height="386" src="https://static.digihunch.com/wp-content/uploads/2022/02/image-1.png" alt="" class="wp-image-3442"/&gt;&lt;figcaption class="wp-element-caption"&gt;jwt-req-authn.yaml&lt;/figcaption&gt;&lt;/figure&gt;&#10;&lt;/div&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Then apply it to the web namespace:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl -n web apply -f jwt-req-authn.yaml&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Now the request authentication resource is applied to the httpbin workload. We first test it with a random authentication token and it should be denied of 401 error:&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 -I -XGET $INGRESS_HOST/headers --header &lt;span style="color:#e6db74"&gt;&amp;#34;Authorization: Bearer randomstring&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;HTTP/1.1 &lt;span style="color:#ae81ff"&gt;401&lt;/span&gt; Unauthorized&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;www-authenticate: Bearer realm&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;http://192.168.64.16/headers&amp;#34;&lt;/span&gt;, error&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;invalid_token&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;content-length: &lt;span style="color:#ae81ff"&gt;79&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;content-type: text/plain&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;date: Sun, &lt;span style="color:#ae81ff"&gt;13&lt;/span&gt; Feb &lt;span style="color:#ae81ff"&gt;2022&lt;/span&gt; 16:13:32 GMT&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;server: istio-envoy&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;x-envoy-upstream-service-time: &lt;span style="color:#ae81ff"&gt;31&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Then we take the jwt_token from the preparation step and present it to the request authentication resource by sending an HTTP request with the appropriate authorization token. It should return an HTTP 200 code this time:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ curl -I -XGET $INGRESS_HOST/headers --header &lt;span style="color:#e6db74"&gt;&amp;#34;Authorization: Bearer eyJhbGciOiJSUzI1NiIsInR5cCI6IkpXVCJ9.eyJleHAiOjE2NDQ3NzE0NjUsImlhdCI6MTY0NDc2ODQ2NSwiaXNzIjoiZGlnaWh1bmNoLmNvbSIsImp0aSI6Im1faUhla2pNbWRmUmlsWEdCaTFBR3ciLCJuYmYiOjE2NDQ3Njg0NjUsInBlcm1pc3Npb24iOiJyZWFkIiwicm9sZSI6InJlYWRlciIsInN1YiI6IkRJR0lIVU5DSCJ9.sVppwmvDqKvSsVdB05a_mDHymZq7Okvnwu-caTywXQgsUvOA6HfaySp_WXMyTp1HQ4WcTqKE4frZm7QNtrZsPso4bdD_4mEDYTswTCWhblaPy236NJBEH3ilB2BVySBVQKsjyxd94F1KV24SFWiR6lUxk52wKKE3ipBwR79jPizhAu9xxrfJ2Lfi5ypNa_kjBdJi63KCt2Y0eW94Fjq3PZs4ZalHJyaXYSx5Gxyei5f7QdpEOBpvs13mSdi9RqkgVQOjE0V1uBRpMckMyZs-IijknJcSu4fkrjgfNmXsrm__-vlM9UjUl2Jlj0x8bRC8l20IZ6t1ml-GFkwj39JC0g&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;HTTP/1.1 &lt;span style="color:#ae81ff"&gt;200&lt;/span&gt; OK&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;server: istio-envoy&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;date: Sun, &lt;span style="color:#ae81ff"&gt;13&lt;/span&gt; Feb &lt;span style="color:#ae81ff"&gt;2022&lt;/span&gt; 16:13:54 GMT&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;content-type: application/json&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;content-length: &lt;span style="color:#ae81ff"&gt;589&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;access-control-allow-origin: *&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;access-control-allow-credentials: true&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;x-envoy-upstream-service-time: &lt;span style="color:#ae81ff"&gt;17&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 the example above, jwtRules can be used with other keys such as jwksUri to reference the jwks by Uri. More fields in JWTRules can be found &lt;a href="https://istio.io/latest/docs/reference/config/security/request_authentication/#JWTRule"&gt;here&lt;/a&gt;.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Now we have tested three curl commands:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;Without authentication token at all: http server (istio-envoy) returns 200 code.&lt;/li&gt;&#10;&lt;li&gt;With an invalid authentication token: http server (istio-envoy) returns 401 code for error.&lt;/li&gt;&#10;&lt;li&gt;with a valid authentication: http server (istio-envoy) returns 200 code.&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;So we have the capability to validate token, but it is not yet mandatory to present the token. We can change this behaviour by tweaking authorization policy.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="authorization-policy"&gt;Authorization Policy&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;According to Istio &lt;a href="https://istio.io/latest/docs/reference/config/security/request_authentication/"&gt;documentation&lt;/a&gt;, to restrict access to authenticated requests only, this should be accompanied by an authorization rule. We start with the following policy:&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:#e6db74"&gt;&amp;#34;security.istio.io/v1beta1&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;kind&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;AuthorizationPolicy&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;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;auth-pol&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;namespace&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;web&lt;/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;app&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;httpbin&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;action&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;ALLOW&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;rules&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;from&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;source&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;requestPrincipals&lt;/span&gt;: [&lt;span style="color:#e6db74"&gt;&amp;#34;*&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; Applying the manifest above to namespace web to it applies to workload httpbin. Then we &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 -I -XGET $INGRESS_HOST/headers&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;HTTP/1.1 &lt;span style="color:#ae81ff"&gt;403&lt;/span&gt; Forbidden&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;content-length: &lt;span style="color:#ae81ff"&gt;19&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;content-type: text/plain&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;date: Sun, &lt;span style="color:#ae81ff"&gt;13&lt;/span&gt; Feb &lt;span style="color:#ae81ff"&gt;2022&lt;/span&gt; 16:29:58 GMT&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;server: istio-envoy&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;x-envoy-upstream-service-time: &lt;span style="color:#ae81ff"&gt;35&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 requestPrincipals clause makes it mandatory to present a token. The RequestAuthentication validates the token. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We can beef up the authorization policies by adding claims to the conditions, for example:&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:#e6db74"&gt;&amp;#34;security.istio.io/v1beta1&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;kind&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;AuthorizationPolicy&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;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;auth-pol&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;namespace&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;web&lt;/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;app&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;httpbin&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;action&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;ALLOW&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;rules&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;from&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;source&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;requestPrincipals&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; &lt;span style="color:#f92672"&gt;to&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;operation&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;methods&lt;/span&gt;: [&lt;span style="color:#e6db74"&gt;&amp;#34;GET&amp;#34;&lt;/span&gt;]&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;when&lt;/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;request.auth.claims[iss]&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;values&lt;/span&gt;: [&lt;span style="color:#e6db74"&gt;&amp;#34;digihunch.com&amp;#34;&lt;/span&gt;]&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;key&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;request.auth.claims[role]&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;values&lt;/span&gt;: [&lt;span style="color:#e6db74"&gt;&amp;#34;reader&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;Both the to and when conditions are for HTTP traffic only, and we must tell Istio to inspect the traffic as HTTP, which is done implicitly with named ports on the Service object. Refer to &lt;a href="https://istio.io/latest/docs/ops/common-problems/security-issues/#make-sure-you-are-not-using-http-only-fields-on-tcp-ports"&gt;this&lt;/a&gt; common problem from Istio&amp;#8217;s documentation. The request principals, if a none wildcard value is specified, will be a SPIFFE format identity, the same one used for peer authentication, as discussed in the &lt;a href="https://static.digihunch.com/2022/02/authentication-and-authorization-with-istio/"&gt;previous&lt;/a&gt; post.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The &lt;em&gt;when&lt;/em&gt; clause above contains two key-value pairs. The first looks for the value of a standard claim (iss), the second for a custom claim (role). In the preparation step, we created the claims with those claims in Python and they will match the condition here. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Should any of the conditions above not match, a 403 (Forbidden) error code will be returned by the workload&amp;#8217;s istio-envoy proxy.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="validating-mtls"&gt;&lt;a href="#ValidatingMTLS"&gt;Verify mTLS connection&lt;/a&gt;&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In some cases, we need to audit whether the TLS traffic between workloads actually take place in mTLS. As I was developing my &lt;a href="https://github.com/digihunch/korthweb"&gt;korthweb&lt;/a&gt; project, I don&amp;#8217;t find a straightforward way of validating TLS. We can validate that mTLS mode on a workload using the following istio CTL 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;$ istioctl x describe pod my-workload-pod -n &lt;span style="color:#f92672"&gt;[&lt;/span&gt;namespace&lt;span style="color:#f92672"&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;The output shows Effective PeerAuthentication and Applied PeerAuthentication. This verifies configuration. But how can we ensure that traffic are indeed using mTLS? For most of mTLS traffic, we can use Kiali&amp;#8217;s observability feature. In Graph, we need to ensure &amp;#8220;Security&amp;#8221; is checked in the display drop-down. The pad lock will indicate the traffic is mTLS. To get reliable results, we have to artificially create some live traffic between workloads (e.g. curl from one Pod to another) so Kiali can pick up the update.&lt;/p&gt;&#10;&lt;div class="wp-block-image"&gt;&#10;&lt;figure class="aligncenter size-full"&gt;&lt;img loading="lazy" decoding="async" width="1015" height="723" src="https://static.digihunch.com/wp-content/uploads/2022/02/image-3.png" alt="" class="wp-image-3550"/&gt;&lt;figcaption class="wp-element-caption"&gt;Validate mTLS traffic in Kiali&lt;/figcaption&gt;&lt;/figure&gt;&#10;&lt;/div&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Unfortunately, even artificial traffic does not make Kiali the most reliable way to detect mTLS. There are three other approach to verify TLS traffic.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The first approach is to let Envoy proxy emit TLS related traffic. We can apply the following annotation line to a Pod, to tell its Envoy proxy to emit measurements related to tls_inspector:&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;sidecar&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;istio&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;io&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;statsInclusionPrefixes&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;tls_inspector,listener.0.0.0.0_15006&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 metrics will be exposed to Envoy&amp;#8217;s admin port (15000 on istio-proxy) with the path /stats. For example:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ kubectl -n orthweb exec orthanc-7f4c9b759-lxnrb -c istio-proxy -- curl localhost:15000/stats | grep tls_inspector&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; % Total % Received % Xferd Average Speed Time Time Time Current&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Dload Upload Total Spent Left Speed&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#ae81ff"&gt;100&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;22194&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;0&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;22194&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;0&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;0&lt;/span&gt; 21.1M &lt;span style="color:#ae81ff"&gt;0&lt;/span&gt; --:--:-- --:--:-- --:--:-- 21.1M&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;tls_inspector.alpn_found: &lt;span style="color:#ae81ff"&gt;13&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;tls_inspector.alpn_not_found: &lt;span style="color:#ae81ff"&gt;0&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;tls_inspector.client_hello_too_large: &lt;span style="color:#ae81ff"&gt;0&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;tls_inspector.connection_closed: &lt;span style="color:#ae81ff"&gt;0&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;tls_inspector.read_error: &lt;span style="color:#ae81ff"&gt;0&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;tls_inspector.sni_found: &lt;span style="color:#ae81ff"&gt;13&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;tls_inspector.sni_not_found: &lt;span style="color:#ae81ff"&gt;0&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;tls_inspector.tls_found: &lt;span style="color:#ae81ff"&gt;13&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;tls_inspector.tls_not_found: &lt;span style="color:#ae81ff"&gt;0&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;We still need some live traffic to bump up the measurement. Comparing between tls_found and tls_not_found is a good way to determine if a Pod is receiving both TLS and plaintext traffic in PERMISSIVE mode.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The second approach to tell mTLS is via the &lt;strong&gt;connection_security_policy&lt;/strong&gt; metric label. It is set to mtutual_tls if the connection is in mTLS. We need the dashboard for Prometheus:&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;$ istioctl dashboard prometheus&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;In the prometheus dashboard, click on &amp;#8220;Graph&amp;#8221; at the top, then search for &amp;#8220;&lt;em&gt;istio_tcp_connections_closed_total&lt;/em&gt;&amp;#8221; for &amp;#8220;&lt;em&gt;istio_tcp_connections_opened_total&lt;/em&gt;&amp;#8220;, the result should include a metrics called &lt;em&gt;connection_security_policy&lt;/em&gt; which is labelled as mtutual_tls, as illustrated below:&lt;/p&gt;&#10;&lt;div class="wp-block-image"&gt;&#10;&lt;figure class="aligncenter size-large"&gt;&lt;img loading="lazy" decoding="async" width="2870" height="754" src="https://static.digihunch.com/wp-content/uploads/2022/02/image-4.png" alt="" class="wp-image-3553"/&gt;&lt;figcaption class="wp-element-caption"&gt;mTLS metric&lt;/figcaption&gt;&lt;/figure&gt;&#10;&lt;/div&gt;&#10;&lt;p class="wp-block-paragraph"&gt;For more about collecting and querying metrics from Prometheus, check out Istio&amp;#8217;s documentation &lt;a href="https://istio.io/latest/docs/tasks/observability/metrics/tcp-metrics/"&gt;here&lt;/a&gt; and &lt;a href="https://istio.io/latest/docs/tasks/observability/metrics/querying-metrics/"&gt;here&lt;/a&gt;.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The third approach is to utilize the AUDIT feature of Authorization Policy. When a rule in Authorization Policy has a &lt;a href="https://istio.io/latest/docs/reference/config/security/authorization-policy/#Source"&gt;source&lt;/a&gt; with namespace or notNamespace field, it requires the incoming connection to have an SPIFFE identity and use mTLS. We can set the Authorization Policy&amp;#8217;s action to AUDIT and use &lt;a href="https://istio.io/latest/docs/ops/common-problems/security-issues/#ensure-istiod-accepts-the-policies"&gt;RBAC access&lt;/a&gt; logging, the same way we would do to troubleshoot RBAC access issues. From the log we can check RBAC failures due to missing SPIFFE identity.&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/2022/02/authentication-and-authorization-with-istio/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Istio Authentication and Authorization&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://static.digihunch.com/2022/02/istio-external-authorization/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Istio External Authorization via OIDC&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item><item><title>Istio Authentication and Authorization</title><link>https://static.digihunch.com/2022/02/authentication-and-authorization-with-istio/</link><pubDate>Sat, 05 Feb 2022 23:04:00 -0400</pubDate><guid>https://static.digihunch.com/2022/02/authentication-and-authorization-with-istio/</guid><description>&lt;img src="https://static.digihunch.com/wp-content/uploads/2025/04/feature-istio-auth.webp" alt="Featured image of post Istio Authentication and Authorization" /&gt;&lt;p class="wp-block-paragraph"&gt;Applications running on Kubernetes platform seeks to offload common non-business features to the platform. Istio helps Kubernetes bridge that gap. It can enforce mTLS communication, which is known as Peer Authentication. It can help with two other things with the use of JWT token: when a web request presents a JWT token, it can validate whether it is authentic. Then, it can use the claims in JWT token to drive authorization decision on whether the specific request is allowed or denied. Both will use Istio CRDs.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="peer-authentication"&gt;Peer Authentication&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Istio can enforce mTLS for TCP traffic between Pods. According to its documentation, enforcing mTLS at mesh level is as simple as applying a Peer Authentication resource to the root-level namespace:&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;security.istio.io/v1beta1&lt;/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;PeerAuthentication&lt;/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;default&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;namespace&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;istio-system&lt;/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;mtls&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;mode&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;STRICT&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 role of mTLS is so Pods can validates each other&amp;#8217;s identity and then encrypt the TLS traffic in between. Each workload must first have an identity and Envoy proxy addressed this issue by adopting &lt;a href="https://spiffe.io/"&gt;SPIFFE&lt;/a&gt; framework. It gives each workload an identity in the format of &amp;lt;TRUST_DOMAIN&amp;gt;/ns/&amp;lt;NAMESPACE&amp;gt;/sa/&amp;lt;SERVICE_ACCOUNT&amp;gt;. For example: spiffe://cluster.local/ns/myapp-dev/sa/default. It is also important to understand that only Pods with injected Envoy sidecar have SPIFFE workload identity and therefore is able to speak in mTLS. For new services, this is usually not an issue. For migrating workload without sidecar, a Pod without sidecar may connect with one in the mesh (with sidecar) if the mtls mode is PERMISSIVE in Peer Authentication. Otherwise, the connect is reset at layer 4 with the following error:&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: &lt;span style="color:#f92672"&gt;(&lt;/span&gt;56&lt;span style="color:#f92672"&gt;)&lt;/span&gt; Recv failure: Connection reset by peer&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;command terminated with exit code &lt;span style="color:#ae81ff"&gt;56&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;Therefore, it is advisable to start with PERMISSIVE mode for a precautionary migration of workload to mTLS. With mTLS all effective at the mesh level, there is no need to natively configure TLS between services.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The SPIFFE identity used in PeerAuthentication can also be used in Request Authorization as rule conditions. I will discuss request authentication before request authorization. To understand request authentication, let&amp;#8217;s first warm up on JWT.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="json-web-token"&gt;JSON Web Token&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;JSON Web Token (JWT, RFC 7519) is a format to carry JSON payload with optional signature and/or encryption. It can be thought of as a document (in JSON format) with signature for web servers to exchange information. The signature portion makes it friendly for document consumers to validate the authenticity. It is also URL-safe, and thereby adopted in web-browser SSO context, to pass identity of an authenticated user between and identity provider and a service provider.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;JWT enables token-based authentication, a significant improvement from traditional session-based authentication. The traditional session-based authentication can be illustrated as below:&lt;/p&gt;&#10;&lt;div class="wp-block-image"&gt;&#10;&lt;figure class="aligncenter"&gt;&lt;img decoding="async" src="https://miro.medium.com/max/1400/1*Hg1gUTXN5E3Nrku0jWCRow.png" alt=""/&gt;&lt;figcaption class="wp-element-caption"&gt;session-based authentication&lt;/figcaption&gt;&lt;/figure&gt;&#10;&lt;/div&gt;&#10;&lt;p class="wp-block-paragraph"&gt;This authentication model has major drawbacks. First, a mechanism to validate the authenticity of Cookie is missing. Second, the server has to keep the session information, making itself not stateless, unless a state store such as memcached is introduced.&lt;/p&gt;&#10;&lt;div class="wp-block-image"&gt;&#10;&lt;figure class="aligncenter"&gt;&lt;img decoding="async" src="https://miro.medium.com/max/1400/1*PDry-Wb8JRquwnikIbJOJQ.png" alt=""/&gt;&lt;figcaption class="wp-element-caption"&gt;token-based authentication&lt;/figcaption&gt;&lt;/figure&gt;&#10;&lt;/div&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In token-based authentication such as using JWT, a token is issued. The authenticity of the token are validated before the server provides data, and it can be validated by any backend server. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The payload of JWT consists of &lt;a href="https://auth0.com/docs/secure/tokens/json-web-tokens/json-web-token-claims"&gt;claims&lt;/a&gt;, which are statements about an identity (such as name, role, email). There are custom claims as well as standard reserved claims, such as iss (issuer), sub (subject), aud (audience), iat (issued at time), exp (expiration time), and jti (JWT ID). When a program produces a JWT, it turns the raw payload into standardize payload by adding the required reserved claims and may sort the claims alphabetically. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The JWT consists of three parts with a period as delimiter:&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-large"&gt;&lt;img loading="lazy" decoding="async" width="1308" height="414" src="https://static.digihunch.com/wp-content/uploads/2022/02/image.png" alt="" class="wp-image-3415"/&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The third part is a signature in the format of JWS (JSON Web Signature, RFC 7515) for the JWT consumer to validate its authenticity. The first and second parts, as you can tell, are the claims in the document. Their base64 encoding can be decoded with no effort and should therefore be considered exposed. Although JWT addresses the authenticity of information, it does not intend to address the confidentiality of the payload at HTTP layer. The payload should not carry sensitive information and should always be used with secure HTTPS port. To tackle this issue, there is JWE (JSON Web Encryption, RFC 7516) which is an implementation similar to JWT which also encrypts the payload.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Some IAM protocols are built on top of JWT. For example, the OpenID Connect specification also defines a set of &lt;a href="https://openid.net/specs/openid-connect-core-1_0.html#StandardClaims"&gt;standard claims&lt;/a&gt; that it uses while still allow custom claims.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="request-authentication"&gt;Request Authentication&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Istio can perform request authentication using its CRD. It is important to distinguish request authentication and user authentication. In user authentication, the identify provider typically looks up an identity store and compares password hash results to check whether the identity of the visiting user is authentic or not. This is outside of Istio&amp;#8217;s capability but many off-the-shelf solution excels at it, such as Azure AD. Once the user&amp;#8217;s identity is validated by identity provider, and a JWT is issued for downstream service providers to consume. Istio&amp;#8217;s CRD can front the service provider and validate that the presented JWT is authentic. It authenticates the identity of a request (as truly issued by the trusted issuer without being tampered). This process does not involve checking user&amp;#8217;s identity, even though user&amp;#8217;s identity could be stored in the payload by the JWT issuer. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Istio uses the RequestAuthentication CRD to perform this function. The JWT issuer signs with its private key and stores the signature in the JWT. When it is presented to Istio, Istio&amp;#8217;s RequestAuthentication CRD needs the public key of the issuer in order to validate the JWT. The public key usually comes in as a JWK (JSON Web Key, RFC7517), a format convertible to and from PEM format. The JWK can be provided either inline in the RequestAuthentication&amp;#8217;s YAML manifest, or via a URI. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Below is an example of a basic RequestAuthentication declaration:&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;security.istio.io/v1beta1&lt;/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;RequestAuthentication&lt;/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;httpbin&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;namespace&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;foo&lt;/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;app&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;httpbin&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;jwtRules&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;issuer&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;issuer-foo&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;jwksUri&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;https://example.com/.well-known/jwks.json&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;In this example (from the &lt;a href="https://istio.io/latest/docs/reference/config/security/request_authentication/"&gt;documentation&lt;/a&gt;), the &lt;a href="https://istio.io/latest/docs/reference/config/security/request_authentication/#JWTRule"&gt;jwtRule&lt;/a&gt; requires that the issuer be issuer-foo, and the JWK (containing public key) is provided by a given URI address. Istio will pass the authentication once the signature in the presented JWT is verified with the JWK.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="authorization-policy"&gt;Authorization Policy&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Istio&amp;#8217;s Authorization Policy by itself can operate at both TCP or HTTP layers and is &lt;a href="https://istio.io/latest/docs/concepts/security/#authorization-architecture"&gt;enforced&lt;/a&gt; at the envoy proxy. The result is an ALLOW or DENY decision, based on a set of &lt;a href="https://istio.io/latest/docs/reference/config/security/conditions/"&gt;conditions&lt;/a&gt; at both levels. If the traffic is HTTP then you should consider use some HTTP level information as it provides a lot more flexibility. Even when operating at HTTP layer, AuthorizationPolicy does not have to work in conjunction with RequestAuthentication. The rules can use path, methods, etc to drive an authorization decision, for example:&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;security.istio.io/v1beta1&lt;/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;AuthorizationPolicy&lt;/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;authz-policy-orthanc&lt;/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;app&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;orth&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;action&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;ALLOW&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;rules&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;from&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;source&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;namespaces&lt;/span&gt;: [&lt;span style="color:#e6db74"&gt;&amp;#34;istio-system&amp;#34;&lt;/span&gt;,&lt;span style="color:#e6db74"&gt;&amp;#34;orthweb&amp;#34;&lt;/span&gt;]&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;to&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;operation&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;methods&lt;/span&gt;: [&lt;span style="color:#e6db74"&gt;&amp;#34;GET&amp;#34;&lt;/span&gt;,&lt;span style="color:#e6db74"&gt;&amp;#34;POST&amp;#34;&lt;/span&gt;,&lt;span style="color:#e6db74"&gt;&amp;#34;PUT&amp;#34;&lt;/span&gt;,&lt;span style="color:#e6db74"&gt;&amp;#34;HEAD&amp;#34;&lt;/span&gt;,&lt;span style="color:#e6db74"&gt;&amp;#34;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:#f92672"&gt;ports&lt;/span&gt;: [&lt;span style="color:#e6db74"&gt;&amp;#34;8042&amp;#34;&lt;/span&gt;]&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;from&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;source&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;namespaces&lt;/span&gt;: [&lt;span style="color:#e6db74"&gt;&amp;#34;istio-system&amp;#34;&lt;/span&gt;,&lt;span style="color:#e6db74"&gt;&amp;#34;orthweb&amp;#34;&lt;/span&gt;]&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;to&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;operation&lt;/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;: [&lt;span style="color:#e6db74"&gt;&amp;#34;4242&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 claims in the JWT payload can also be used to drive authorization decision, as exemplified in the Istio &lt;a href="https://istio.io/latest/docs/reference/config/security/authorization-policy/"&gt;documentation&lt;/a&gt;, by using a &lt;em&gt;when&lt;/em&gt; keyword in a rule and specifying the claim as a key:&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;when&lt;/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;request.auth.claims[iss]&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;values&lt;/span&gt;: [&lt;span style="color:#e6db74"&gt;&amp;#34;https://accounts.google.com&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 when clause requires that the &lt;em&gt;iss&lt;/em&gt; claim in the JWT must carry a specific value in order to ALLOW the HTTP request. While the claims in JWT is just an additional factor to drive authorization decision, using authenticated information to drive authorization decision makes the overall workflow more secure, and should therefore be used when applicable.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;When using AuthorizationPolicy CRD, keep in mind:&lt;/p&gt;&#10;&lt;ol class="wp-block-list"&gt;&#10;&lt;li&gt;Use correct selectors so it only applies to &lt;a href="https://istio.io/latest/docs/ops/common-problems/security-issues/#make-sure-the-policy-is-applied-to-the-correct-target"&gt;workloads&lt;/a&gt; labelled as such. Without selector the policy takes effect in the entire namespace which is a recipe for issues&lt;/li&gt;&#10;&lt;li&gt;When multiple policies (each with multiple rules) are applied to the same workload, be aware of the policy &lt;a href="https://istio.io/latest/docs/concepts/security/#implicit-enablement"&gt;precedence&lt;/a&gt;. Troubleshooting may get tricky. &lt;/li&gt;&#10;&lt;li&gt;For an AuthorizationPolicy to use &lt;a href="https://istio.io/latest/docs/ops/common-problems/security-issues/#make-sure-you-are-not-using-http-only-fields-on-tcp-ports"&gt;HTTP fields in rules&lt;/a&gt;, it first needs to identify the traffic as HTTP. To tell Authorization Policy to treat the traffic as HTTP, we need to understand &lt;a href="https://istio.io/latest/docs/ops/configuration/traffic-management/protocol-selection/"&gt;Protocol Selection&lt;/a&gt;. In a nutshell, we can name the port as http or http-* in the Service manifest of the workload. Otherwise all HTTP-based rules will be missed.&lt;/li&gt;&#10;&lt;/ol&gt;&#10;&lt;p class="wp-block-paragraph"&gt;For troubleshooting, we can check authorization policies effective on a Pod with:&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;$ istioctl x authz check orthanc-6c9679d8c7-2ttlf -n dev-orthweb&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;This returns the effective policies but does not necessarily indicate which rule is matched when a request is denied or allowed. To find out further information, you will need to follow Istio &lt;a href="https://istio.io/latest/docs/ops/common-problems/security-issues/#ensure-proxies-enforce-policies-correctly"&gt;FAQ&lt;/a&gt; to set RBAC logging to debug, and then monitor the log in the istio-proxy sidecar.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Apart from HTTP fields, path, authenticated claims in JWT, Istio Authorization can also integrate with an &lt;a href="https://www.openpolicyagent.org/docs/latest/envoy-tutorial-istio/"&gt;Open Policy Agent&lt;/a&gt; (OPA) to drive &lt;a href="https://istio.io/latest/blog/2021/better-external-authz/"&gt;actions&lt;/a&gt;, in advanced &lt;a href="https://blog.styra.com/blog/authorize-better-istio-traffic-policies-with-opa-styra-das"&gt;use cases&lt;/a&gt;.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="bottom-line"&gt;Bottom line&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;While Istio itself does not perform user authentication, its support of JWT in RequestAuthentication allows a workload to integrate with external identity provider. This capability, along with creative use of claims in JWT, also empowers authorization capability. &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/2022/01/traffic-segmentation-on-kubernetes-platform/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Traffic Segmentation on Kubernetes Platform&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://static.digihunch.com/2022/02/istio-lab-authentication-and-authorization-in-jwt/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Istio Lab – Authentication and Authorization&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item><item><title>Traffic Segmentation on Kubernetes Platform</title><link>https://static.digihunch.com/2022/01/traffic-segmentation-on-kubernetes-platform/</link><pubDate>Thu, 27 Jan 2022 13:54:00 -0400</pubDate><guid>https://static.digihunch.com/2022/01/traffic-segmentation-on-kubernetes-platform/</guid><description>&lt;img src="https://static.digihunch.com/wp-content/uploads/2025/04/feature-k8s-traffic-segmentation.webp" alt="Featured image of post Traffic Segmentation on Kubernetes Platform" /&gt;&lt;p class="wp-block-paragraph"&gt;When operating Kubernetes as a platform for multiple tenants, one of the concerns is controlling the &lt;a href="https://static.digihunch.com/2021/06/kubernetes-networking-solutions-overview/"&gt;network&lt;/a&gt; traffic. This is sometimes referred to as traffic segmentation. This initiative involves a broad range of technical topics from networking to containerization. By no means I am an expert on each of those topics. I have however developed some best practices in how to break down this challenge and hence bringing the thought into this post.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="tenant-isolation"&gt;Tenant Isolation&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Kubernetes has the concept of namespace to logically separate resources allocated for each tenant. Each tenant only operates within their given namespaces. The isolation of computing resources such as CPU and memory can be managed via ResourceQuota objects, and they are enforced at the kernel level, leaving networking isolation the main discussion in the topic of tenant isolation. If the platform hosts a lot of stateful workload then we also needs to address tenant isolation at the storage layer. In this post we focus on the network aspect of resource isolation, aka traffic segmentation.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Controlling network traffic can require a significant amount of efforts depending on the goal. That is why we need to first assess the multi-tenancy models:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;Soft multi-tenancy: usually a platform is shared by multiple teams within the same organization. Tenants are incentivized to be good neighbours.&lt;/li&gt;&#10;&lt;li&gt;Hard multi-tenancy: usually a platform shared by multiple customers from different organizations. There is no trust between different tenants, or between tenant and platform operator.&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Reality may sits somewhere in between, but we often have to come back to this model when making a technical decision, because it determines the degree of tenant isolation, or the amount of effort we are willing to put in on tenant isolation. At the tough end, is zero-trust network, which usually have the following requirement:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;&lt;strong&gt;Requirement 1:&lt;/strong&gt;&amp;nbsp;All network connections are subject to enforcement (not just those that cross zone boundaries).&lt;/li&gt;&#10;&lt;li&gt;&lt;strong&gt;Requirement 2&lt;/strong&gt;: Establishing the identity of a remote endpoint is always based on multiple criteria including strong cryptographic proofs of identity. In particular, network-level identifiers like IP address and port are not sufficient on their own as they can be spoofed by a hostile network.&lt;/li&gt;&#10;&lt;li&gt;&lt;strong&gt;Requirement 3&lt;/strong&gt;: All expected and allowed network flows are explicitly allowed. Any connection not explicitly allowed is denied.&lt;/li&gt;&#10;&lt;li&gt;&lt;strong&gt;Requirement 4&lt;/strong&gt;: Compromised workloads must not be able to circumvent policy enforcement.&lt;/li&gt;&#10;&lt;li&gt;&lt;strong&gt;Requirement 5&lt;/strong&gt;: Many Zero Trust Networks also rely on encryption of network traffic to prevent disclosure of sensitive data to hostile entities snooping network traffic. This is not an absolute requirement if private data are not exchanged over the network, but to fit the criteria of a Zero Trust Network, encryption must be used on every network connection if it is required at all. A Zero Trust Network does not distinguish between trusted and untrusted network links or paths. Also note that even when not using encryption for data privacy, cryptographic proofs of authenticity are still used to establish identity.&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;As you can see there&amp;#8217;s a lot of efforts involved in building a zero-trust network. The cost of building a zero-trust network is worth it only when we determines that the overall business requirement demands it.&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;It is important to understand Pod networking before developing a traffic segmentation strategy. Pod networking has to do with the CNI driver used for the cluster. There are in general two categories:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;Overlay network: Pods are placed on a VXLAN configuration. This is mostly seen in basic Kubenet mode or CNI drives such as Flannel. NAT is required for Pods to communicate across nodes, which might introduce performance issues when deployed at scale. Pods do not use IP address from the host network.&lt;/li&gt;&#10;&lt;li&gt;Regular network: In this mode Pods are on the same network as the nodes are. For example, Azure CNI assigns Pods with IP address from a given V-Net. The AWS-VPC CNI integrates VPC networking with Pods. Since Pods are on a corporate network, the traffic control must also consider measures at the whole network level.&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The main benefit of the first approach, is that IP exhaustion is less likely due to the introduction of a VxLAN. The other benefit from a networking perspective is that the Pod networking is born separated from the corporate network. In the second approach, by assigning Pods with a corporate IP address (which brings the risk of IP exhaustion), Pods are also potentially exposed to all corporate traffic at layer 3. To tackle this additional risk, network security group should be used in the V-Net for Azure AKS, or se&lt;a href="https://aws.amazon.com/blogs/containers/introducing-security-groups-for-pods/"&gt;curity groups for Pods&lt;/a&gt; should be considered with AWS EKS. Although we will discuss Network Policy in the rest of this essay, Network Policy mostly addresses the traffic segmentation issue within a Kubernetes cluster. A Pod placed on the corporate network needs traffic segmentation strategies from the perspective of the whole network.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Another network-level traffic segmentation strategy is on the corporate firewall. For example, with AKS you can specify outbound type as user-defined routes (&lt;a href="https://docs.microsoft.com/en-us/azure/aks/egress-outboundtype#outbound-type-of-userdefinedrouting"&gt;UDR&lt;/a&gt;) to direct all outbound traffic through a corporate firewall where traffic will be inspected. There are firewall &lt;a href="https://docs.paloaltonetworks.com/pan-os/10-0/pan-os-new-features/virtualization-features/cn-series-firewalls-for-securing-kubernetes-deployments.html"&gt;products&lt;/a&gt; dedicated for managing highly dynamic pod traffic from Kubernetes. This strategy can be used in conjunction with network security groups.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="network-policy"&gt;Network Policy&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Kubernetes’s default behaviour is to allow traffic between any two pods in the cluster network. This is undesirable. NetworkPolicy is the native Kubernetes construct for platform operators and application developer to control network traffic at layer 3/4. It uses namespace and pod selectors, and is defined based on allow rules, which is good for general use. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Further to the native Network Policy, you can adopt third party policies for advanced features. For example, Azure has Azure Network policy (works for Azure CNI only) and Calico Network policy (works for Calico CNI, Azure CNI or Kubenet). The third party network policies usually provides advanced features such as:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;Deny rules&lt;/li&gt;&#10;&lt;li&gt;multiple types of endpoints in addition to Pods, for example, VMs, network interfaces which can be useful in network-level traffic control&lt;/li&gt;&#10;&lt;li&gt;ordering and priority of rules&lt;/li&gt;&#10;&lt;li&gt;Flexible matching rules&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Calico network has a &lt;a href="https://projectcalico.docs.tigera.io/security/calico-network-policy"&gt;page&lt;/a&gt; that summarizes its features and how it extends the Kubernetes NetworkPolicy. Below is an example of a Calico&amp;#8217;s network policy:&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;projectcalico.org/v3 &lt;/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;NetworkPolicy &lt;/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;allow-tcp-6379 &lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;namespace&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;production &lt;/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;: &lt;span style="color:#ae81ff"&gt;color == &amp;#39;red&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:#f92672"&gt;ingress&lt;/span&gt;: &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;action&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;Allow &lt;/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;source&lt;/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;: &lt;span style="color:#ae81ff"&gt;color == &amp;#39;blue&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:#f92672"&gt;namespaceSelector&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;shape == &amp;#39;circle&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:#f92672"&gt;destination&lt;/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:#ae81ff"&gt;6379&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;It is as self-explanatory as Kubernetes Network Policy. No matter which kind of network policy, this approach takes effect at layer 3/4. The rules are eventually implemented in the kernel on the node (Iptables). The management of this layer is usually by the platform team and they need to have some application knowledge.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="authorization-at-application-layer"&gt;Authorization at Application Layer&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Traffic above layer 4 is considered application layer traffic. At application layer, the decision to allow or deny a request is by definition an authorization decision. Another layer of protection can be placed at layer 4 is mTLS which ensures that each request to have an identity. The authorization can be built in the application, but it is also very common to offload these functions to the service mesh layer. For example, Istio has constructs such as PeerAuthentication, Request Authentication and Authorization Policy. We will those in more details in a few coming blog posts. Below is a simple example of Istio&amp;#8217;s Authorization Policy:&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;security.istio.io/v1beta1 &lt;/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;AuthorizationPolicy &lt;/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:#e6db74"&gt;&amp;#34;details-viewer&amp;#34;&lt;/span&gt; &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;namespace&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;default &lt;/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;app&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;details &lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;action&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;ALLOW &lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;rules&lt;/span&gt;: &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;from&lt;/span&gt;: &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;source&lt;/span&gt;: &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;principals&lt;/span&gt;: [&lt;span style="color:#e6db74"&gt;&amp;#34;cluster.local/ns/default/sa/bookinfo-productpage&amp;#34;&lt;/span&gt;]&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;to&lt;/span&gt;: &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;operation&lt;/span&gt;: &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;methods&lt;/span&gt;: [&lt;span style="color:#e6db74"&gt;&amp;#34;GET&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 rule is also fairly self-explanatory. Compared to Network Policy, the point of enforcement of these Authorization policies are at the envoy proxy. The management of policies at this layer can be debatable if department boundaries are not clear, but it should in general be owned by personnels with good application knowledge.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="consistency-between-policies"&gt;Consistency between Policies&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In-cluster traffic can be controlled with both Network Policy (Calico or Kubernetes) operating at layer 3-4, and Authorization Policy (Istio) at layer 4-7. This brings another challenge of maintaining consistency between the two types of policies. This is especially challenging when they are managed by different teams in a corporate and therefore many operators for soft multi-tenant platform choose not to implement Network Policy or only implements a baseline.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Some network solution providers builds a solution for this. For example, Calico has the capability to &lt;a href="https://projectcalico.docs.tigera.io/security/app-layer-policy"&gt;enforce network policy for Istio&lt;/a&gt;. This integration requires some configuration, but the enhanced &lt;a href="https://projectcalico.docs.tigera.io/security/http-methods"&gt;GlobalNetworkPolicy&lt;/a&gt; supports HTTP methods, eliminating the need to define a separate Authorization Policy in Istio and worry about its consistency with NetworkPolicy. The platform build however, still needs to determine who owns this policy construct. Below is an example from Calico &lt;a href="https://docs.tigera.io/calico/latest/reference/resources/networkpolicy"&gt;documentation&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-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;projectcalico.org/v3&lt;/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;GlobalNetworkPolicy&lt;/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;customer&lt;/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;: &lt;span style="color:#ae81ff"&gt;app == &amp;#39;customer&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:#f92672"&gt;ingress&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;action&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;Allow&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;http&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;methods&lt;/span&gt;: [&lt;span style="color:#e6db74"&gt;&amp;#34;GET&amp;#34;&lt;/span&gt;]&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;egress&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;action&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;Allow&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;One of the benefits of using &lt;a href="https://www.tigera.io/blog/network-policy-and-istio-deep-dive/"&gt;this integration&lt;/a&gt; is a unified policy language based on GlobalNetworkPolicy CRD. In the mean time, organization should also develop strategy to ensure that, once Calico is integrated with Istio, then there is no need to separately build authorization policies, which may come in conflict with Global network policy.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="summary"&gt;Summary&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Controlling network traffic is difficult on Kubernetes platform. In this article I proposed a few angles to approach this issue for enterprise clients.&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/2022/01/fluxcd-continuous-deployment-with-gitops/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;FluxCD: Continuous Deployment with GitOps&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://static.digihunch.com/2022/02/authentication-and-authorization-with-istio/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Istio Authentication and Authorization&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item><item><title>FluxCD: Continuous Deployment with GitOps</title><link>https://static.digihunch.com/2022/01/fluxcd-continuous-deployment-with-gitops/</link><pubDate>Sat, 15 Jan 2022 18:49:00 -0400</pubDate><guid>https://static.digihunch.com/2022/01/fluxcd-continuous-deployment-with-gitops/</guid><description>&lt;img src="https://static.digihunch.com/wp-content/uploads/2025/04/feature-flux-pipeline.webp" alt="Featured image of post FluxCD: Continuous Deployment with GitOps" /&gt;&lt;p class="wp-block-paragraph"&gt;This post explains why I land on FluxCD GitOps for my project. Let&amp;#8217;s star&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-background"&gt;Background&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In the &lt;a href="https://github.com/digihunch/korthweb"&gt;Korthweb&lt;/a&gt; project, I landed on Istio for the &lt;a href="https://static.digihunch.com/2021/12/from-ingress-to-gateway-why-you-need-istio-gateways-on-kubernetes-platforms/"&gt;Ingress Gateway&lt;/a&gt; technology. I first attempted to expand the &lt;a href="https://github.com/digihunch/korthweb/tree/main/helm"&gt;orthanc&lt;/a&gt; Helm Chart to bring Istio as dependency (sub-chart). One of the external chart for Istio gateway needs to be referenced multiple times (for ingress and egress). However, it cannot even be used as dependency (sub-chart) because of &lt;a href="https://github.com/istio/istio/issues/35495#issuecomment-1007197188"&gt;this&lt;/a&gt; issue. Istio didn&amp;#8217;t re-introduce Helm Chart as a supported deployment until September 2021. So I&amp;#8217;m not too confident about it.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;This leads to a second thought of the &amp;#8220;Big Helm Chart&amp;#8221; approach to deploy all tiers in Korthweb. Helm is based on templating, and having two layers of charts brings complexity. I do need to bring a number of Helm charts together, but not necessarily by another Helm Chart. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The Kubernetes documentation also mentions &lt;a href="https://kubernetes.io/docs/tasks/manage-kubernetes-objects/kustomization/"&gt;Kustomize&lt;/a&gt; as an alternative to Helm. Below is a quick exploration of it.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-kustomize"&gt;Kustomize&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;A challenge with managing declarative object is to organize numerous manifest files to maintain consistency and readability. &lt;a href="https://github.com/kubernetes-sigs/kustomize"&gt;Kustomize&lt;/a&gt; is a standalone tool to customize Kubernetes objects through a &lt;a href="https://kubectl.docs.kubernetes.io/references/kustomize/glossary/#kustomization"&gt;Kustomization&lt;/a&gt; file. This &lt;a href="https://kubectl.docs.kubernetes.io/references/kustomize/kustomization/"&gt;page&lt;/a&gt; provides a good list of fields that can be used:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;vars and replacements: copy fields from one source into any number of specified targets.&lt;/li&gt;&#10;&lt;li&gt;namePrefix, namespace, nameSuffix: customize namespace and names.&lt;/li&gt;&#10;&lt;li&gt;configMapGenerator, secretGenerator, and generatorOptions: create configuration entries from literal, files, or environment variables.&lt;/li&gt;&#10;&lt;li&gt;resources: indicates another kustomization directory (e.g. as base)&lt;/li&gt;&#10;&lt;li&gt;patches (also called overlays) add or override fields on resources.&lt;/li&gt;&#10;&lt;li&gt;patchesStrategicMerge: modifies values in known (loaded) resources&lt;/li&gt;&#10;&lt;li&gt;images: modifies the name, tags and/or digest for images, without creating patches.&lt;/li&gt;&#10;&lt;li&gt;&lt;a href="https://kubectl.docs.kubernetes.io/references/kustomize/kustomization/openapi/"&gt;openapi&lt;/a&gt;: use Kubernetes OpenAPI data to get merge key and patch strategy information about resource types.&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The base -&amp;gt; overlay pattern ensures readability as well as portability. Typical use pattern is create one base kustomization, and several overlay kustomizations each representing an environment, such as dev, qa and production. &lt;a href="https://www.youtube.com/watch?v=btqZkVQIdd8"&gt;Here&lt;/a&gt; is a good tutorial. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Helm and Kustomize are two approaches to deploy Kubernetes workload. Both tackle the challenge of managing many YAML declarations. &lt;span style="text-decoration: underline;"&gt;Helm is template driven, and is commonly used by application developers as a means of packaging application releases while orchestrating the dependencies. Kustomize follows a base-overlay pattern, and is more commonly used by cluster operators for re-using manifests across multiple environments (e.g. dev, staging and prod)&lt;/span&gt;.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In my use case, my deployment needs both. I need third party Helm chart to configure components such as PostgreSQL for HA. I also need Kustomize for the orthanc workload. With the need for both, there should be a higher level deployment technology that ingrate with both mechanisms.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-gitops"&gt;GitOps&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;GitOps is originally brought up by Weaveworks in 2017. It is a methodology to deploy workload continuously, using a Git repository as source of truth. The point of GitOps is not about tooling, or specific platform, but rather to ensure the workload state matches the declaration in repository. For example, you can implement &lt;a href="https://www.redhat.com/sysadmin/ansible-webhooks-gitops"&gt;GitOps with Ansible&lt;/a&gt; for VM environment.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;When it comes to managing Kubernetes workload, a GitOps tool must handle the challenge with managing many YAML declarations. Therefore most GitOps tools seek to support many well-adopted mechanisms such as Helm and Kustomize as discussed above, instead of simply taking an enormous amount of raw YAML declarations. The amount of deployment mechanisms supported, is a key indicator of how powerful a GitOps tool is. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The most notable tools are ArgoCD and FluxCD. Both are currently CNCF incubating projects. ArgoCD is powerful with many &lt;a href="https://argo-cd.readthedocs.io/en/stable/user-guide/application_sources/"&gt;tools&lt;/a&gt; supported, such as Kustomize, Helm, Ksonnet, Jsonnet, etc. It also contains a user interface and aims to manage an entire deployment workflow. On the other hand, FluxCD has controllers mainly for &lt;a href="https://fluxcd.io/docs/components/kustomize/"&gt;Kustomize&lt;/a&gt; and &lt;a href="https://fluxcd.io/docs/components/helm/"&gt;Helm&lt;/a&gt;, with a jsonnet &lt;a href="https://fluxcd.io/integrations/#flux-extensions"&gt;extension&lt;/a&gt; from third party. This &lt;a href="https://blog.container-solutions.com/fluxcd-argocd-jenkins-x-gitops-tools"&gt;post&lt;/a&gt; draws a comparison of them (along with JenkinsX) based on earlier versions (from mid 2020). There is even a standard (&lt;a href="https://opengitops.dev/"&gt;OpenGitOps&lt;/a&gt;) in &lt;a href="https://www.cncf.io/projects/opengitops/"&gt;CNCF&lt;/a&gt; landscape but still at Sandbox level.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;For Korthweb project, I chose FluxCD. It is simple, and provides just enough types of controller for what I do.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-fluxcd"&gt;FluxCD&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The diagram below illustrates the components:&lt;/p&gt;&#10;&lt;p class="has-white-background-color has-background wp-block-paragraph"&gt;&lt;svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" version="1.1" width="501px" viewBox="-0.5 -0.5 501 321" style="max-width:100%;max-height:321px;"&gt;&lt;defs&gt;&lt;/defs&gt;&lt;g&gt;&lt;rect x="0" y="0" width="240" height="320" fill="#fff2cc" stroke="#d6b656" pointer-events="all"&gt;&lt;/rect&gt;&lt;image x="9.5" y="9.5" width="40" height="40" xlink:href="https://cdn4.iconfinder.com/data/icons/socialcones/508/Github-128.png" preserveAspectRatio="none"&gt;&lt;/image&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; 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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;The configurations starts with a bootstrapping process, which creates directory in Git repository (if not exist), and installs flux-system components in the target Kubernetes cluster. The sync process starts as soon as bootstrapping is completed. The process in charge of syncing declarations to target cluster, confusingly, is also called Kustomization. Therefore there are two Kustomizations. According to the FAQ on FluxCD website:&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;There are two Kustomization types. the &lt;em&gt;kustomization.kustomize.toolkit.fluxcd.io&lt;/em&gt; is a Kubernetes custom resource while &lt;em&gt;kustomization.kustomize.config.k8s.io&lt;/em&gt; is the type used to configure a Kustomize overlay. The &lt;em&gt;kustomization.kustomize.toolkit.fluxcd.io&lt;/em&gt; object refers to a kustomization.yaml file path inside a Git repository or Bucket source.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Inside of the Git repository, with a &lt;meta charset="utf-8"&gt;&lt;em&gt;kustomization.kustomize.toolkit.fluxcd.io&lt;/em&gt; obejct, the flux-system points to Kustomization file (representing &lt;meta charset="utf-8"&gt;&lt;em&gt;kustomization.kustomize.config.k8s.io&lt;/em&gt; object) at root level. The kustomization.yaml file organizes resources in the same directory. A kustomize directory may also reference other kustomize directory, forming a hierarchy. &lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-implementation"&gt;Implementation&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;FluxCD has a command &amp;#8220;flux check &amp;#8211;pre&amp;#8221; to check the prerequisite, such as kubectl. The code is stored in the &lt;a href="https://github.com/digihunch/korthweb/tree/main/gitops"&gt;GitOps&lt;/a&gt; directory of &lt;a href="https://github.com/digihunch/korthweb"&gt;Korthweb&lt;/a&gt; repository.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;To configure deployment, we need to first create a &lt;a href="https://fluxcd.io/docs/installation/#github-and-github-enterprise"&gt;personal access token&lt;/a&gt;. For GitHub, &lt;a href="https://docs.github.com/en/authentication/keeping-your-account-and-data-secure/creating-a-personal-access-token"&gt;here&lt;/a&gt; is the instruction. Export the token to environment variable, and launch bootstrapping:&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;$ export GITHUB_TOKEN&lt;span style="color:#f92672"&gt;=&lt;/span&gt;xxx_yyy55555XXXodr7ABBBB234CCccw&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ flux bootstrap github &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --owner&lt;span style="color:#f92672"&gt;=&lt;/span&gt;digihunch &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --repository&lt;span style="color:#f92672"&gt;=&lt;/span&gt;korthweb &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --branch&lt;span style="color:#f92672"&gt;=&lt;/span&gt;main &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --personal &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --path&lt;span style="color:#f92672"&gt;=&lt;/span&gt;gitops/environment/dev&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;A deploy key is configured during the bootstrapping process. As soon as bootstrapping is completed, the sync (aka kustomization, or reconciliation) has started, which can be monitored using:&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;flux get kustomizations --watch&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Running this command without &amp;#8211;watch switch returns the overview of all kustomizations. Once reconciliation is completed, it should display something 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-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;NAME &#9;READY&#9;MESSAGE &#9;REVISION &#9;SUSPENDED&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;application &#9;True &#9;Applied revision: main/98f3c771d4ab23f5cb5fd8c7aee325f6490000c7&#9;main/98f3c771d4ab23f5cb5fd8c7aee325f6490000c7&#9;False&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;dependency &#9;True &#9;Applied revision: main/98f3c771d4ab23f5cb5fd8c7aee325f6490000c7&#9;main/98f3c771d4ab23f5cb5fd8c7aee325f6490000c7&#9;False&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;flux-system &#9;True &#9;Applied revision: main/98f3c771d4ab23f5cb5fd8c7aee325f6490000c7&#9;main/98f3c771d4ab23f5cb5fd8c7aee325f6490000c7&#9;False&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;infrastructure&#9;True &#9;Applied revision: main/98f3c771d4ab23f5cb5fd8c7aee325f6490000c7&#9;main/98f3c771d4ab23f5cb5fd8c7aee325f6490000c7&#9;False&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;FluxCD introduced a number of CRDS. For example, to check configured source repository, check gitrepositories CRD:&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 get gitrepositories -n flux-system&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;To check the detail of one kustomization (e.g. infrastructure), check kusomization CRD in flux-system namespace:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl -n flux-system get kustomizations flux-system -o yaml | less&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Other commonly used custom resources include:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;helmcharts&lt;/li&gt;&#10;&lt;li&gt;helmreleases&lt;/li&gt;&#10;&lt;li&gt;helmrepositories&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;A Helm release can be created imperatively, for example:&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;$ flux create source helm istio &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --interval&lt;span style="color:#f92672"&gt;=&lt;/span&gt;1h &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --url&lt;span style="color:#f92672"&gt;=&lt;/span&gt;https://istio-release.storage.googleapis.com/charts&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ flux create helmrelease istio-base &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --interval&lt;span style="color:#f92672"&gt;=&lt;/span&gt;1h &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --release-name&lt;span style="color:#f92672"&gt;=&lt;/span&gt;istio-base &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --target-namespace&lt;span style="color:#f92672"&gt;=&lt;/span&gt;istio-system &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --create-target-namespace&lt;span style="color:#f92672"&gt;=&lt;/span&gt;true &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --source&lt;span style="color:#f92672"&gt;=&lt;/span&gt;HelmRepository/istio &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --chart&lt;span style="color:#f92672"&gt;=&lt;/span&gt;base &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --chart-version&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;1.12.0&amp;#34;&lt;/span&gt; &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ flux create helmrelease istiod &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --interval&lt;span style="color:#f92672"&gt;=&lt;/span&gt;1h &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --release-name&lt;span style="color:#f92672"&gt;=&lt;/span&gt;istiod &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --target-namespace&lt;span style="color:#f92672"&gt;=&lt;/span&gt;istio-system &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --source&lt;span style="color:#f92672"&gt;=&lt;/span&gt;HelmRepository/istio &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --chart&lt;span style="color:#f92672"&gt;=&lt;/span&gt;istiod &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --chart-version&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;1.12.0&amp;#34;&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;\&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; --values&lt;span style="color:#f92672"&gt;=&lt;/span&gt;istiod-values.yaml &#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;However, in a GitOps approach, they should be stored as code (use &amp;#8211;export to export declaration). For example, the &lt;a href="https://github.com/digihunch/korthweb/tree/main/gitops/infrastructure"&gt;infrastructure kustomization&lt;/a&gt; keeps HelmReleases for installing Istio and PostgreSQL. This kustomization is referenced by a Flux &lt;a href="https://github.com/digihunch/korthweb/blob/main/gitops/infrastructure/kustomization.yaml"&gt;Kustomization&lt;/a&gt; from higher level.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;You can also manually &lt;a href="https://fluxcd.io/docs/cmd/flux_reconcile/"&gt;reconcile&lt;/a&gt; one of the kustomizations (or other CRDs) with flux reconcile command, for example:&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;flux reconcile kustomization dependency&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Since Nov 2021, FluxCD (&lt;a href="https://fluxcd.io/blog/2021/11/november-2021-update/#server-side-apply-has-landed"&gt;0.20&lt;/a&gt;) supports reconciliation based on &lt;a href="https://kubernetes.io/docs/reference/using-api/server-side-apply/"&gt;server-side&lt;/a&gt; apply. This increases performance and help address issues such as &lt;a href="https://www.reddit.com/r/kubernetes/comments/sbw7lo/the_configmap_is_invalid_metadataannotations_too/"&gt;applying large config map&lt;/a&gt;, which is the equivalent of adding &amp;#8211;server-side flag to the kubectl apply command.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-limitation"&gt;Limitation&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Troubleshooting the FluxCD repo can be involving and counter-intuitive. I had to commit a lot of changes to the repo because it serves as source of truth. Even though the commits can be made to a branch, it still involves a lot of code pushes. Traditionally I commit a change after testing. In the GitOps workflow, I commit a change then to test.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;More flexible troubleshooting options are still to be desired. For example, there is no way to run one (FluxCD&amp;#8217;s) Kustomization object at a time (and disable the rest), unless you remove their YAML files from the repo.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The next limitation is the ordering of resources in Kustomization. Arguably this is a limitation from Kustomize, instead of FluxCD&amp;#8217;s. For example, I need the following manifest to be executed:&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;cert-manager.io/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;ClusterIssuer&lt;/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;selfsigned-issuer&lt;/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;selfSigned&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 resource is a CRD that needs to be first installed using Helm chart (cert-manager). However there&amp;#8217;s no way to control the sequence (Helm release executed first before declaration using CRD). Although there&amp;#8217;s some &lt;a href="https://github.com/kingdonb/bootstrap-repo/tree/staging/apps/cert-manager"&gt;workaround&lt;/a&gt;, it is not convenient. Alternatively, we can separate the resource creation and CRD creation into separate kustomization objects with dependency relationship, as suggested in &lt;a href="https://fluxcd.io/docs/components/kustomize/kustomization/#kustomization-dependencies"&gt;this&lt;/a&gt; example.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-summary"&gt;Summary&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Deployment in Kubernetes can get complicated with a lot of manifests. Helm, Kustomize and the like are means to handle the complexity due to numerous manifests. GitOps tools such as FlexCD brings these tools under a single framework, and more importantly, implements the idea of using Git repository as source of truth for continuous deployment.&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/2022/01/kubernetes-admission-control/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Kubernetes Admission Control&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://static.digihunch.com/2022/01/traffic-segmentation-on-kubernetes-platform/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Traffic Segmentation on Kubernetes Platform&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item><item><title>From Ingress to CRD: why my solution needs Istio Gateways on Kubernetes platforms</title><link>https://static.digihunch.com/2021/12/from-ingress-to-gateway-why-you-need-istio-gateways-on-kubernetes-platforms/</link><pubDate>Wed, 29 Dec 2021 22:50:16 -0400</pubDate><guid>https://static.digihunch.com/2021/12/from-ingress-to-gateway-why-you-need-istio-gateways-on-kubernetes-platforms/</guid><description>&lt;img src="https://static.digihunch.com/wp-content/uploads/2025/04/feature-ingress-crd.webp" alt="Featured image of post From Ingress to CRD: why my solution needs Istio Gateways on Kubernetes platforms" /&gt;&lt;p class="wp-block-paragraph"&gt;&lt;strong&gt;Update&lt;/strong&gt;: also read my other article &lt;a href="https://medium.com/slalom-build/managing-ingress-traffic-on-kubernetes-platforms-ebd537cdfb46"&gt;here&lt;/a&gt; on the different generations of ingress technologies.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In my &lt;a href="https://github.com/digihunch/korthweb"&gt;Korthweb&lt;/a&gt; project I was researching for the best ingress mechanism for HTTP and TCP workload, both of which need to be secured. I started with Kubernetes Ingress but eventually decided to go with Istio Gateway. This blog post is about the justification. In this essay, I will make the distinction between Ingress and Gateway and explain why a Kubernetes platform needs the latter going forward.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The word ingress can be used either to indicate ingress resource (in conjunction with ingress controller) in the context of Kubernetes cluster, or more generally to indicate the technology (e.g. provided by service mesh) to direct north-south traffic, originated from the outside into the workload running within the cluster. I will use both meanings of the word ingress throughout the article. &lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-background"&gt;Background&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In my previous &lt;a href="https://static.digihunch.com/2021/07/traffic-management-in-kubernetes-service-and-ingress/"&gt;post&lt;/a&gt;, I discussed Kubernetes Service object and native Ingress. In short, a Service object addresses the problem of exposing a workload (Pod or Deployment), operating at layer 3-4. A &lt;span style="text-decoration: underline;"&gt;ClusterIP&lt;/span&gt; type of service exposes workload within the cluster only, and therefore is only used by internal services that are consumed by workload in the same cluster. A &lt;span style="text-decoration: underline;"&gt;NodePort&lt;/span&gt; type of service exposes workload to outside of the cluster, using the node&amp;#8217;s IP address and port range available on the node, a great step forward but still quite inconvenient and subject to the limitation of using Node&amp;#8217;s IP and Port. A &lt;span style="text-decoration: underline;"&gt;LoadBalancer&lt;/span&gt; type of Service brings separate IP address and port for running a service. To back up this type of service, the platform has to provide a load balancer with its own IP address and port range to manage. The implementation is platform specific e.g. Metal LB for Minikube, Azure Load Balancer for AKS, NLB for AWS EKS. In this type of service, Node Ports still exists but are not exposed to the outside world. Instead, they are only exposed to the backend of Load Balancer, whose front-end port is exposed to the outside world. In both NodePort and LoadBalancer types of Service, the kube-proxy process plays a role on each node to direct traffic into NodePort to target Pods.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Kubernetes Ingress, on the other hand, targets issues above layer 4, for example, path-based routing and is therefore mostly used for HTTP and HTTPS traffic. It is implemented by an &lt;a href="https://kubernetes.io/docs/concepts/services-networking/ingress-controllers/"&gt;Ingress Controller&lt;/a&gt; and now there has been a diverse ecosystem of those ingress controllers. In many implementations (e.g. Azure Application Gateway Ingress Controller, AGIC), the ingress themselves usually come with a load balancer managed by themselves. This eliminates the need for a separate LoadBalancer type of Service just for L4 capability. As a result, Ingress (with both L4 and L7 capabilities) is usually deployed along with ClusterIP type Service. &lt;a href="https://docs.microsoft.com/en-us/azure/aks/ingress-basic"&gt;Here&lt;/a&gt; is an example. The declaration of the Ingress in this case usually contains numerous lines of annotations in order to communicate the specification to the implementation.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-requirement"&gt;Requirement&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Using Kubernetes Ingress along with Service of ClusterIP type seems perfect to address the majority of use cases. However, it has its blind spots. My Korthweb project deals with &lt;a href="https://static.digihunch.com/2020/11/how-imaging-devices-talk-to-each-other-tip-in-dicom/"&gt;DICOM&lt;/a&gt; traffic (a protocol on top of TCP) over TLS as well as HTTP traffic, which can be broken down as:&lt;/p&gt;&#10;&lt;ol class="wp-block-list"&gt;&#10;&lt;li&gt;The ability to proxy TCP traffic over an arbitrary TCP port&lt;/li&gt;&#10;&lt;li&gt;The ability to terminate TLS/SSL encryption &lt;span style="text-decoration: underline;"&gt;for TCP traffic&lt;/span&gt; &lt;/li&gt;&#10;&lt;/ol&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The Ingress &lt;a href="https://kubernetes.io/docs/concepts/services-networking/ingress/#what-is-ingress"&gt;documentation&lt;/a&gt; of Kubernetes clearly states that: an Ingress does not expose arbitrary ports or protocols. Exposing services other than HTTP and HTTPS to the internet typically uses a service of type&amp;nbsp;&lt;a href="https://kubernetes.io/docs/concepts/services-networking/service/#type-nodeport"&gt;Service.Type=NodePort&lt;/a&gt;&amp;nbsp;or&amp;nbsp;&lt;a href="https://kubernetes.io/docs/concepts/services-networking/service/#loadbalancer"&gt;Service.Type=LoadBalancer&lt;/a&gt;. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The stance of community-driven Nginx ingress controller can be found in the &lt;a href="https://kubernetes.github.io/ingress-nginx/user-guide/exposing-tcp-udp-services/"&gt;documentation&lt;/a&gt;, which suggests the use of Service object for arbitrary TCP port. There is some unofficial &lt;a href="https://github.com/kubernetes/ingress-nginx/issues/636"&gt;claims&lt;/a&gt; of workaround available but I&amp;#8217;m not confident.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;I also went through a number of other Ingress providers but to my disappointment, the only product that supports it seems to be Traefik:&lt;/p&gt;&#10;&lt;figure class="wp-block-table"&gt;&lt;table class="has-very-light-gray-to-cyan-bluish-gray-gradient-background has-background"&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td&gt;Product&lt;/td&gt;&lt;td&gt;Requirement #1&lt;/td&gt;&lt;td&gt;Requirement #2&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;F5 driven Nginx Ingress Controller&lt;/td&gt;&lt;td&gt;Supported&lt;/td&gt;&lt;td&gt;There have also been &lt;a href="https://github.com/nginxinc/kubernetes-ingress/issues/831#issuecomment-578206759"&gt;requests&lt;/a&gt; for TLS termination for TCP traffic but the request has not been closed as of yet.&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;meta charset="utf-8"&gt;HA Proxy Ingress controller&lt;/td&gt;&lt;td&gt;Supported&lt;/td&gt;&lt;td&gt;There&amp;#8217;s no mention of this in &lt;a href="https://haproxy-ingress.github.io/docs/"&gt;documentation&lt;/a&gt;.&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;Kong&amp;#8217;s Kubernetes Controller (with TCPIngress CRD)&lt;/td&gt;&lt;td&gt;Supported&lt;/td&gt;&lt;td&gt;&lt;a href="https://docs.konghq.com/kubernetes-ingress-controller/2.1.x/guides/using-tcpingress/"&gt;Documentation&lt;/a&gt; claims support through SNI-based routing. However, the &lt;a href="https://docs.konghq.com/kubernetes-ingress-controller/2.1.x/guides/using-tcpingress/#tls-sni-based-routing"&gt;example&lt;/a&gt; demonstrates it using self-signed certificate only. BYO cert not supported according to this GitHub &lt;a href="https://github.com/Kong/kong/issues/8151"&gt;issue&lt;/a&gt;.&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;meta charset="utf-8"&gt;Traefik Lab&amp;#8217;s &lt;meta charset="utf-8"&gt;&lt;a href="https://doc.traefik.io/traefik/routing/providers/kubernetes-crd/#kind-ingressroute"&gt;IngressRoute&lt;/a&gt; (with IngressRouteTCP CRD)&lt;/td&gt;&lt;td&gt;Supported&lt;/td&gt;&lt;td&gt;Documentation seems to suggest that it is supported by &lt;a href="https://doc.traefik.io/traefik/routing/providers/kubernetes-crd/"&gt;IngressRoute&lt;/a&gt;.&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;My general impression is that Req #2 isn&amp;#8217;t very popular so the providers either don&amp;#8217;t support it or delaying the implementation. Even if they do, the CRD used for TCP ingress is different than HTTP&amp;#8217;s. For example with Traefik Lab, the CRD for TCP is IngressRouteTCP, and for HTTP it is IngressRoute.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-introduction-to-gateway"&gt;Introduction to Gateway&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In addition to functional shortages, according to &lt;a href="https://kubernetes.io/blog/2021/04/22/evolving-kubernetes-networking-with-the-gateway-api/"&gt;this&lt;/a&gt; blog post, there are signs of fragmentation into different but strikingly similar CRDs and overloaded annotations. In Kubecon 2019, a group of contributors discussed the evolution of Ingress into Gateway. Below are the two key slides stolen from their &lt;a href="https://kubernetes.io/blog/2021/04/22/evolving-kubernetes-networking-with-the-gateway-api/"&gt;presentation&lt;/a&gt;:&lt;/p&gt;&#10;&lt;div class="wp-block-image"&gt;&#10;&lt;figure class="aligncenter size-large is-resized"&gt;&lt;img loading="lazy" decoding="async" src="https://static.digihunch.com/wp-content/uploads/2021/12/image.png" alt="" class="wp-image-3269" width="719" height="280"/&gt;&lt;/figure&gt;&#10;&lt;/div&gt;&#10;&lt;div class="wp-block-image"&gt;&#10;&lt;figure class="aligncenter size-large is-resized"&gt;&lt;img loading="lazy" decoding="async" src="https://static.digihunch.com/wp-content/uploads/2021/12/image-1.png" alt="" class="wp-image-3270" width="716" height="336"/&gt;&lt;/figure&gt;&#10;&lt;/div&gt;&#10;&lt;p class="wp-block-paragraph"&gt;This sums up how the concept of Gateway is different from Ingress. Gateway is an instantiation of a given LB. It works along with Route to achieve the functions brought by an Ingress. Gateway as a resource type of its own makes management easier at L4-L6 by a separate team. Routing at L7 is offloaded to &amp;#8220;Route&amp;#8221; resource type.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;This conceptual evolution gives rise to the &lt;a href="https://gateway-api.sigs.k8s.io/"&gt;Gateway API&lt;/a&gt; open source &lt;a href="https://github.com/kubernetes-sigs/gateway-api"&gt;project&lt;/a&gt; managed by the SIG-NETWORK community. &lt;a href="https://github.com/kubernetes-sigs/gateway-api"&gt;Gateway API&lt;/a&gt; is a collection of resources that model service networking in Kubernetes, including GatewayClass, Gateway, HTTPRoute, TCPRoute, Service etc. The aim of this initiative is to evolve Kubernetes service networking through expressive, extensive and role-oriented interfaces that are implemented by many vendors and have broad industry support.&lt;/p&gt;&#10;&lt;figure class="wp-block-image"&gt;&lt;img decoding="async" src="https://gateway-api.sigs.k8s.io/images/api-model.png" alt="Gateway API Model"/&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The diagram above stolen from Gateway API website illustrate the management model for each resource.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-kubernetes-gateway-implementations"&gt;Kubernetes Gateway Implementations&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The Gateway API is still a fairly young initiative and all the reference &lt;a href="https://gateway-api.sigs.k8s.io/implementations/"&gt;implementations&lt;/a&gt; are either work-in-progress or in early stages. In the last section, we learned that in the journey from Ingress to Gateway, the standardization initiative comes a bit behind the implementation efforts. For many supporters, the natural strategy is to continue with existing proprietary ingress controller implementation, and retrofit their technology to the emerging Gateway API along the way.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Because of that, we can see many market players with multiple flavours of implementations, typically one that evolves from their original product offering, with higher adoption rate and maturity level, and one that conforms to Gateway API specification. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;For example, Traefik Labs has its &lt;a href="https://doc.traefik.io/traefik/routing/providers/kubernetes-gateway/"&gt;Gateway API implementation&lt;/a&gt; in experimental stage. Its own implementation consists of (standard) Kubernetes &lt;a href="https://doc.traefik.io/traefik/routing/providers/kubernetes-ingress/"&gt;Ingress&lt;/a&gt; and Kubernetes &lt;a href="https://doc.traefik.io/traefik/routing/providers/kubernetes-crd/"&gt;IngressRoute&lt;/a&gt; (based on custom resource with support of advanced features such as TCP route). Another example is the HAProxy &lt;a href="https://www.haproxy.com/documentation/kubernetes/latest/usage/ingress/"&gt;Ingress&lt;/a&gt;, a community driven ingress controller implementation for HAProxy. Starting from its version 0.13, it partially supports the Gateway API&amp;#8217;s v1alpha1 specification. &lt;a href="https://haproxy-ingress.github.io/docs/configuration/gateway-api/#conformance"&gt;Here&lt;/a&gt; is the conformance statement. &lt;a href="https://projectcontour.io/getting-started/"&gt;Contour&lt;/a&gt; as a CNCF project for ingress controller has support for Gateway API at &lt;a href="https://projectcontour.io/guides/gateway-api/"&gt;alpha&lt;/a&gt; version. Kong&amp;#8217;s &lt;a href="https://github.com/kong/kubernetes-ingress-controller"&gt;Kubernetes Ingress Controller&lt;/a&gt; follows the same path.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The Gateway functionality is also provided as part of Service Mesh product offering, and we can see some reference implementation by service mesh providers. Istio has its own Gateway implementation but tries to adapt to &lt;a href="https://istio.io/latest/docs/tasks/traffic-management/ingress/gateway-api/#differences-from-istio-apis"&gt;Kubernetes Gateway API&lt;/a&gt;. Hashicorp Consul also claims to be building support for Kubernetes Gateway API.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Until the Gateway API project matures, it is not recommended to use Gateway implementations that conforms to it, unless you intend to be their Guinea Pig. For my project, I chose Istio Gateway.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-istio-gateway-implementation"&gt;Istio Gateway implementation&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;As discussed, when the Gateway standard is still in its infancy, I chose a non-standard implementation of Gateway, even though it may include some CRDs. Out of the many Gateway implementations, I choose Istio mainly for two reasons.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;First, I need a Gateway as part of service mesh because service mesh provides many other features that are needed in the platform. One of the goals of &lt;a href="https://static.digihunch.com/2021/11/from-microservice-to-service-mesh/"&gt;Service Mesh&lt;/a&gt; is to provide commonly used features (traffic management, observability, security, extensibility) in a commodity layer on top of Kubernetes. Gateway is not the only thing I need out of this commodity layer. With one install of Istio, many common platform-level problems are also addressed (e.g. mTLS, traceability, etc). I&amp;#8217;ve compared three major service mesh technologies as below:&lt;/p&gt;&#10;&lt;figure class="wp-block-table is-style-regular"&gt;&lt;table class="has-very-light-gray-to-cyan-bluish-gray-gradient-background has-background"&gt;&lt;thead&gt;&lt;tr&gt;&lt;th&gt;Linkderd&lt;/th&gt;&lt;th&gt;Istio&lt;/th&gt;&lt;th&gt;Consul&lt;/th&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td&gt;&amp;#8211; lightweight&lt;br&gt;&amp;#8211; uses linkerd2-proxy&lt;br&gt;&amp;#8211; the original service mesh&lt;br&gt;&amp;#8211; no Gateway implementation (deal breaker in my use case)&lt;/td&gt;&lt;td&gt;&amp;#8211; feature rich&lt;br&gt;&amp;#8211; uses Envoy proxy&lt;br&gt;&amp;#8211; complex but getting better&lt;/td&gt;&lt;td&gt;&amp;#8211; initially a service discovery and distributed key-value store&lt;br&gt;&amp;#8211; lacks observability features but getting better&lt;br&gt;&amp;#8211; uses Envoy proxy&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;It is worth-noting that there are some initiatives to standardize service mesh (e.g. &lt;a href="https://smi-spec.io/"&gt;SMI&lt;/a&gt;) with reference implementation such as &lt;a href="https://openservicemesh.io/"&gt;OpenServiceMesh&lt;/a&gt;. The standard is too weak to be considered important for now compared with maturity and stability. Istio has strong community support. The risk with Istio to acknowledge, is that it is &lt;span style="text-decoration: underline;"&gt;not&lt;/span&gt; following an open-governance model (unlike many other &lt;a href="https://www.cncf.io/news/2020/07/28/the-new-stack-googles-management-of-istio-raises-questions-in-the-cloud-native-community/"&gt;CNCF&lt;/a&gt; projects), which could potentially causes vendor lock-in. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Second, The Istio Gateway features the separation between Gateway and Virtual Service CRDs. The former defines entry point and the latter defines routing rules. This design separates entry points from routing rules, enabling the flexibility of reusing the same Virtual Service for different gateways.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Istio uses Envoy proxy to manage traffic between Pods. Unlike the kube-proxy pattern, the Envoy proxies are side-car containers centrally managed by Istio Control Plane, which also enables other features such as traceability, as illustrated in the diagram below (stolen from &lt;a href="https://thenewstack.io/why-do-you-need-istio-when-you-already-have-kubernetes/"&gt;this&lt;/a&gt; post).&lt;/p&gt;&#10;&lt;figure class="wp-block-image"&gt;&lt;img decoding="async" src="https://cdn.thenewstack.io/media/2021/03/200a2844-image4.png" alt=""/&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In addition to Virtual Service, Istio &lt;a href="https://istio.io/latest/docs/reference/config/networking/gateway/"&gt;Gateway&lt;/a&gt; also has the concept of Destination Rules. &lt;a href="https://istio.io/latest/docs/reference/config/networking/virtual-service/"&gt;Virtual Service&lt;/a&gt; defines how to route traffic to different destinations. &lt;a href="https://istio.io/latest/docs/reference/config/networking/destination-rule/"&gt;Destination rule&lt;/a&gt; defines how to split traffic to different subset at the routing destination. The concepts are documented on &lt;a href="https://istio.io/latest/docs/reference/config/networking/"&gt;this&lt;/a&gt; page. For HTTP traffic, the relevant entities can be represented in the diagram below:&lt;/p&gt;&#10;&lt;p class="has-white-background-color has-background wp-block-paragraph"&gt;&lt;svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" version="1.1" width="661px" viewBox="-0.5 -0.5 661 341" style="max-width:100%;max-height:341px;"&gt;&lt;defs&gt;&lt;/defs&gt;&lt;g&gt;&lt;path d="M 120 275 L 150 275 L 150 95 L 173.63 95" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="stroke"&gt;&lt;/path&gt;&lt;path d="M 178.88 95 L 171.88 98.5 L 173.63 95 L 171.88 91.5 Z" fill="rgb(0, 0, 0)" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="all"&gt;&lt;/path&gt;&lt;rect x="0" y="210" width="120" height="130" fill="#f5f5f5" stroke="#666666" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; 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text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 118px; height: 1px; padding-top: 195px; margin-left: 1px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;VirtualService&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="60" y="199" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;VirtualService&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="180" y="0" width="120" height="30" fill="none" stroke="none" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 118px; height: 1px; padding-top: 15px; margin-left: 181px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;HTTPRoute&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="240" y="19" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;HTTPRoute&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="180" y="180" width="120" height="30" fill="none" stroke="none" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 118px; height: 1px; padding-top: 195px; margin-left: 181px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;HTTPMatchRequest&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="240" y="199" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;HTTPMatchRequest&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;path d="M 400 160 L 400 180 L 400 160 L 400 173.63" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" stroke-dasharray="1 4" pointer-events="stroke"&gt;&lt;/path&gt;&lt;path d="M 400 178.88 L 396.5 171.88 L 400 173.63 L 403.5 171.88 Z" fill="rgb(0, 0, 0)" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="all"&gt;&lt;/path&gt;&lt;rect x="340" y="30" width="120" height="130" fill="#f5f5f5" stroke="#666666" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe flex-start; width: 118px; height: 1px; padding-top: 95px; margin-left: 342px;"&gt;&lt;div data-drawio-colors="color: #333333; " style="box-sizing: border-box; font-size: 0px; text-align: left;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(51, 51, 51); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;&lt;ul&gt;&lt;li&gt;&lt;b&gt;&lt;font color="#0000cc"&gt;destination&lt;/font&gt;&lt;/b&gt;&lt;/li&gt;&lt;li&gt;weight&lt;/li&gt;&lt;li&gt;headers&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="342" y="99" fill="#333333" font-family="Helvetica" font-size="12px"&gt;destinationweighthea&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="340" y="0" width="120" height="30" fill="none" stroke="none" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 118px; height: 1px; padding-top: 15px; margin-left: 341px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;HTTPRouteDestionation&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="400" y="19" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;HTTPRouteDestionation&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;path d="M 460 275 L 485 275 L 485 95 L 503.63 95" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="stroke"&gt;&lt;/path&gt;&lt;path d="M 508.88 95 L 501.88 98.5 L 503.63 95 L 501.88 91.5 Z" fill="rgb(0, 0, 0)" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="all"&gt;&lt;/path&gt;&lt;rect x="340" y="210" width="120" height="130" fill="#f5f5f5" stroke="#666666" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe flex-start; width: 118px; height: 1px; padding-top: 275px; margin-left: 342px;"&gt;&lt;div data-drawio-colors="color: #333333; " style="box-sizing: border-box; font-size: 0px; text-align: left;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(51, 51, 51); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;&lt;ul&gt;&lt;li&gt;host&lt;/li&gt;&lt;li&gt;&lt;font color="#0000cc"&gt;&lt;b&gt;subsets&lt;/b&gt;&lt;/font&gt;&lt;/li&gt;&lt;li&gt;trafficPolicy&lt;/li&gt;&lt;li&gt;exportTo&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="342" y="279" fill="#333333" font-family="Helvetica" font-size="12px"&gt;hostsubsetstrafficPo&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="340" y="180" width="120" height="30" fill="none" stroke="none" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 118px; height: 1px; padding-top: 195px; margin-left: 341px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;DestionationRule&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="400" y="199" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;DestionationRule&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;path d="M 585 160 L 585 180 L 585 160 L 585 173.63" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="stroke"&gt;&lt;/path&gt;&lt;path d="M 585 178.88 L 581.5 171.88 L 585 173.63 L 588.5 171.88 Z" fill="rgb(0, 0, 0)" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="all"&gt;&lt;/path&gt;&lt;rect x="510" y="30" width="150" height="130" fill="#f5f5f5" stroke="#666666" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe flex-start; width: 148px; height: 1px; padding-top: 95px; margin-left: 512px;"&gt;&lt;div data-drawio-colors="color: #333333; " style="box-sizing: border-box; font-size: 0px; text-align: left;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(51, 51, 51); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;&lt;ul&gt;&lt;li&gt;name&lt;/li&gt;&lt;li&gt;labels&lt;/li&gt;&lt;li&gt;&lt;b&gt;&lt;font color="#0000cc"&gt;trafficPolicy&lt;/font&gt;&lt;/b&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="512" y="99" fill="#333333" font-family="Helvetica" font-size="12px"&gt;namelabelstrafficPolicy&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="525" y="0" width="120" height="30" fill="none" stroke="none" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 118px; height: 1px; padding-top: 15px; margin-left: 526px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;Subset&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="585" y="19" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;Subset&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="510" y="210" width="150" height="130" fill="#f5f5f5" stroke="#666666" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe flex-start; width: 148px; height: 1px; padding-top: 275px; margin-left: 512px;"&gt;&lt;div data-drawio-colors="color: #333333; " style="box-sizing: border-box; font-size: 0px; text-align: left;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(51, 51, 51); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;&lt;ul&gt;&lt;li&gt;loadBalancer&lt;/li&gt;&lt;li&gt;connectionPool&lt;/li&gt;&lt;li&gt;outlierDetection&lt;/li&gt;&lt;li&gt;tls&lt;/li&gt;&lt;li&gt;portLevelSettings&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="512" y="279" fill="#333333" font-family="Helvetica" font-size="12px"&gt;loadBalancerconnectionPoo&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="525" y="180" width="120" height="30" fill="none" stroke="none" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 118px; height: 1px; padding-top: 195px; margin-left: 526px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;TrafficPolicy&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="585" y="199" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;TrafficPolicy&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;path d="M 60 160 L 60 180 L 60 160 L 60 173.63" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" stroke-dasharray="1 4" pointer-events="stroke"&gt;&lt;/path&gt;&lt;path d="M 60 178.88 L 56.5 171.88 L 60 173.63 L 63.5 171.88 Z" fill="rgb(0, 0, 0)" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="all"&gt;&lt;/path&gt;&lt;rect x="0" y="30" width="120" height="130" fill="#f5f5f5" stroke="#666666" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe flex-start; width: 118px; height: 1px; padding-top: 95px; margin-left: 2px;"&gt;&lt;div data-drawio-colors="color: #333333; " style="box-sizing: border-box; font-size: 0px; text-align: left;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(51, 51, 51); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;&lt;ul&gt;&lt;li&gt;selector&lt;/li&gt;&lt;li&gt;servers&lt;/li&gt;&lt;ul&gt;&lt;li&gt;port&lt;/li&gt;&lt;li&gt;hosts&lt;/li&gt;&lt;li&gt;tls&lt;/li&gt;&lt;li&gt;name&lt;/li&gt;&lt;/ul&gt;&lt;/ul&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="2" y="99" fill="#333333" font-family="Helvetica" font-size="12px"&gt;selectorservers&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="0" y="0" width="120" height="30" fill="none" stroke="none" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 118px; height: 1px; padding-top: 15px; margin-left: 1px;"&gt;&lt;div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"&gt;Gateway&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="60" y="19" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;Gateway&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;/g&gt;&lt;switch&gt;&lt;g requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"&gt;&lt;/g&gt;&lt;a transform="translate(0,-5)" xlink:href="https://www.diagrams.net/doc/faq/svg-export-text-problems" target="_blank" rel="noopener"&gt;&lt;text text-anchor="middle" font-size="10px" x="50%" y="100%"&gt;Viewer does not support full SVG 1.1&lt;/text&gt;&lt;/a&gt;&lt;/switch&gt;&lt;/svg&gt;&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;&lt;a href="https://github.com/digihunch/korthweb/blob/main/manual/orthanc.yaml#L106"&gt;Here&lt;/a&gt; is an example of using Gateway and Virtual Service resources (from Korthweb sample project). Also note that in the Istio literature, there is neither a CRD name called &amp;#8220;Ingress&amp;#8221;, nor a resource type named &amp;#8220;Ingress Gateway&amp;#8221;, although they may be loosely used to refer to &amp;#8220;Gateway resources configured to manage ingress traffic&amp;#8221;. &lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-istio-gateway-installation"&gt;Istio Gateway Installation&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;There are more than one ways to install Istio. In the past, Istio Operator was used to install Istio. The Operator calls IstioOperator API. Today the use of Istio Operator is not recommended anymore but the IstioOperator API is used implicitly by Istioctl installer. The two recommended approaches to install Istio today is by &lt;a href="https://istio.io/latest/docs/setup/install/istioctl/"&gt;Istioctl&lt;/a&gt; and &lt;a href="https://istio.io/latest/docs/setup/install/helm/"&gt;Helm&lt;/a&gt;. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;With istioctl, you can specify an option imperatively, or using an overlay file as did in &lt;a href="https://static.digihunch.com/2021/11/istio-ingress-egress/"&gt;this&lt;/a&gt; lab. With Helm, istio has multiple charts, and requires multiple steps:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;install CRDs using the &lt;a href="https://artifacthub.io/packages/helm/istio-official/base"&gt;base&lt;/a&gt; chart&lt;/li&gt;&#10;&lt;li&gt;install istiod using the &lt;a href="https://artifacthub.io/packages/helm/istio-official/istiod"&gt;istiod&lt;/a&gt; chart. &lt;a href="https://github.com/digihunch/korthweb/blob/main/manual/istio/istiod-values.yaml"&gt;Here&lt;/a&gt; is an example of values provided to Helm installer.&lt;/li&gt;&#10;&lt;li&gt;install ingress &lt;a href="https://istio.io/latest/docs/setup/additional-setup/gateway/"&gt;gateway&lt;/a&gt; using the &lt;a href="https://artifacthub.io/packages/helm/istio-official/gateway"&gt;gateway&lt;/a&gt; chart. &lt;a href="https://github.com/digihunch/korthweb/blob/main/manual/istio/ingress-gateway-values.yaml"&gt;Here&lt;/a&gt; is an example of values provided to Helm installer for ingress gateway. Note that egress gateway also requires the same helm chart with different value definition. &lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;&lt;a href="https://digihunch.github.io/korthweb/deployment/manual/"&gt;This&lt;/a&gt; instruction contains how to manually install Istio gateways using Helm, including installation of multiple Helm charts. I attempted to create a single chart to consolidate the multiple charts required for istio. It was not successful because of an &lt;a href="https://github.com/helm/helm/issues/10392"&gt;error&lt;/a&gt; when trying to reference the same gateway chart dependency for multiple times.&lt;/p&gt;&#10;&lt;nav class="wp-post-navigation" aria-label="Post navigation"&gt;&#10;&lt;a rel="prev" href="https://static.digihunch.com/2021/12/aks-lessons-learned-2-of-2/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;AKS Lessons Learned 2 of 2&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://static.digihunch.com/2022/01/kubernetes-admission-control/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Kubernetes Admission Control&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item><item><title>Istio Lab – Ingress and Egress</title><link>https://static.digihunch.com/2021/11/istio-ingress-egress/</link><pubDate>Tue, 16 Nov 2021 21:28:00 -0400</pubDate><guid>https://static.digihunch.com/2021/11/istio-ingress-egress/</guid><description>&lt;img src="https://static.digihunch.com/wp-content/uploads/2025/04/feature-istio-lab-1.webp" alt="Featured image of post Istio Lab – Ingress and Egress" /&gt;&lt;p class="wp-block-paragraph"&gt;Istio is a popular open-source &lt;a href="https://static.digihunch.com/2021/11/from-microservice-to-service-mesh/"&gt;service mesh&lt;/a&gt; implementation using Envoy proxy. One of the benefit of using Istio is the ingress and egress it brings to native Kubernetes platform. This article is a hands-on guide to test Istio ingress and egress gateways on Minikube. It was tested on my MacBook. All the information in this post can be found in several different pages from Istio and Minikube documentation. The purpose of this article is a single cheat sheet for myself to quickly set up Istio ingress and egress testing.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-install-istio-on-minikube"&gt;Install Istio on Minikube&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We start with configuring Minikube on MacBook (or change the command accordingly on other platform), and install metal LB load balancer. The steps with Istio also works with a regular Kubernetes platform.&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;minikube start --memory&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;12288&lt;/span&gt; --cpus&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;6&lt;/span&gt; --kubernetes-version&lt;span style="color:#f92672"&gt;=&lt;/span&gt;v1.20.2 --nodes &lt;span style="color:#ae81ff"&gt;3&lt;/span&gt; --container-runtime&lt;span style="color:#f92672"&gt;=&lt;/span&gt;containerd --driver&lt;span style="color:#f92672"&gt;=&lt;/span&gt;hyperkit&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;minikube addons enable metallb&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Then we need to give load balancer an IP address range before setting up the load balancer. Minikube adds an interface named bridge100 to MacOS host environment. The IP address of the host can be found via the following 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;minikube ssh &lt;span style="color:#e6db74"&gt;&amp;#34;ping host.minikube.internal -c 1&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;For example, my host IP address is 192.168.64.1, so I dedicate the IP range 192.168.64.64 to 192.168.64.80 to the MetalLB load balancer. Then I need to provide this range when configuring the load balancer:&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;minikube addons configure metallb&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl -n metallb-system get po&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;After the configuration, make sure the MetalLB pod is up. Then we can install istio to the Kubernetes cluster. The steps are completed using istioctl following the instruction, I created a quick and dirty script to put the steps together:&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;#! /bin/bash&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;curl -L https://istio.io/downloadIstio | sh -&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;export PATH&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;$(&lt;/span&gt;realpath istio*/bin&lt;span style="color:#66d9ef"&gt;)&lt;/span&gt;:$PATH&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;ln -sfn &lt;span style="color:#66d9ef"&gt;$(&lt;/span&gt;ls -d -- istio-*&lt;span style="color:#66d9ef"&gt;)&lt;/span&gt; istio&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;if&lt;/span&gt; istioctl x precheck; &lt;span style="color:#66d9ef"&gt;then&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; echo ready to install istio and lable namespace &lt;span style="color:#66d9ef"&gt;for&lt;/span&gt; istio-injection&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; istioctl install --set profile&lt;span style="color:#f92672"&gt;=&lt;/span&gt;demo -y --verify --set meshConfig.outboundTrafficPolicy.mode&lt;span style="color:#f92672"&gt;=&lt;/span&gt;REGISTRY_ONLY&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; kubectl label namespace default istio-injection&lt;span style="color:#f92672"&gt;=&lt;/span&gt;enabled&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;else&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; echo failed precheck&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; exit &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:#66d9ef"&gt;fi&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 script above download the istio zip file, unzips it, installs Istio (in demo mode and set outboundTrafficPolicy to REGISTRY_ONLY), labels default namespace for proxy injection. To use istioctl without spelling out full path, we can run the following command again separately outside of script:&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;export PATH&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;$(&lt;/span&gt;realpath istio/bin&lt;span style="color:#66d9ef"&gt;)&lt;/span&gt;:$PATH&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;To validate, check istioctl version command.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-install-sample-application"&gt;Install Sample application&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;For simplicity, the rest of this article uses httpbin to test Istio&amp;#8217;s ingress and egress. For completeness, this section gives the steps to install bookinfo application as it is used in other Istio testing as well. It also help understand how to ingress to an application with Istio using an IP provided by the load balancer. Skip this section if just need to test with the simple httpbin application. The Bookinfo application comes within the istio 1.12 directory. In the following steps from the istio directory, we install some observability add-ons as well as the bookinfo application. Then we test access to the website.&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl apply -f samples/addons/prometheus.yaml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl apply -f samples/addons/kiali.yaml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl apply -f samples/addons/jaeger.yaml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl apply -f samples/addons/grafana.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;kubectl apply -f samples/bookinfo/platform/kube/bookinfo.yaml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl apply -f samples/bookinfo/networking/bookinfo-gateway.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;kubectl exec &lt;span style="color:#e6db74"&gt;&amp;#34;&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;$(&lt;/span&gt;kubectl get pod -l app&lt;span style="color:#f92672"&gt;=&lt;/span&gt;ratings -o jsonpath&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#39;{.items[0].metadata.name}&amp;#39;&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;)&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;&lt;/span&gt; -c ratings -- curl -sS productpage:9080/productpage | grep -o &lt;span style="color:#e6db74"&gt;&amp;#34;&amp;lt;title&amp;gt;.*&amp;lt;/title&amp;gt;&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;export INGRESS_HOST&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;$(&lt;/span&gt;kubectl -n istio-system get service istio-ingressgateway -o jsonpath&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#39;{.status.loadBalancer.ingress[0].ip}&amp;#39;&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;)&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;export INGRESS_PORT&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;$(&lt;/span&gt;kubectl -n istio-system get service istio-ingressgateway -o jsonpath&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#39;{.spec.ports[?(@.name==&amp;#34;http2&amp;#34;)].port}&amp;#39;&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;)&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;export GATEWAY_URL&lt;span style="color:#f92672"&gt;=&lt;/span&gt;$INGRESS_HOST:$INGRESS_PORT&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;curl -s &lt;span style="color:#e6db74"&gt;&amp;#34;http://&lt;/span&gt;&lt;span style="color:#e6db74"&gt;${&lt;/span&gt;GATEWAY_URL&lt;span style="color:#e6db74"&gt;}&lt;/span&gt;&lt;span style="color:#e6db74"&gt;/productpage&amp;#34;&lt;/span&gt; | grep -o &lt;span style="color:#e6db74"&gt;&amp;#34;&amp;lt;title&amp;gt;.*&amp;lt;/title&amp;gt;&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;On my laptop, the value of $GATEWAY_URL is 192.168.64.64:80. Therefore I can browse to site http://&lt;meta charset="utf-8"&gt;192.168.64.64:80/productpage with local browser. We can also check kiali dashboard:&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;istioctl dashboard kiali&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Then we are good to examine ingress and egress. &lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-prep-work"&gt;Prep Work&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The following custom resources are related to traffic management in istio:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;Virtual Service (vs)&lt;/li&gt;&#10;&lt;li&gt;Destination Rule (dr)&lt;/li&gt;&#10;&lt;li&gt;Service Entry (se)&lt;/li&gt;&#10;&lt;li&gt;Gateway (gw, Istio&amp;#8217;s ingress or egress)&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We will expand on the role of each in a separate article. To execute command from within a Pod, we also use sleep application which is essentially a Pod with a sleeper thread for the purpose allowing user to run troubleshooting command. The sleep application is provided in istio directory:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl apply -f samples/sleep/sleep.yaml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl get po -l app&lt;span style="color:#f92672"&gt;=&lt;/span&gt;sleep&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Find out the Pod name to execute command. Then we use httpbin website to emulate an external service, and use the sleep Pod (suppose the name is sleep-557747455f-q99cz) to access the service:&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 exec -it sleep-557747455f-q99cz -c sleep -- curl http://httpbin.org/headers&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;As we previously set outboundTrafficPolicy.mode=REGISTRY_ONLY, this step is expected to output nothing. If this is not the case, it means the cluster may have ALLOW_ALL as outbount traffic policy, and you will need to follow &lt;a href="https://istio.io/latest/docs/tasks/traffic-management/egress/egress-control/#controlled-access-to-external-services"&gt;this&lt;/a&gt; guide to set it to REGISTRY_ONLY. With REGISTRY_ONLY, in order to allow access, we need to register a service entry, by applying the document below:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-js" data-lang="js"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;apiVersion&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;networking&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;istio&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;io&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;v1alpha3&lt;/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;ServiceEntry&lt;/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;httpbin&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;spec&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;hosts&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;httpbin&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;org&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;ports&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;number&lt;/span&gt;&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; &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;http&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;protocol&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;HTTP&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;resolution&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;DNS&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;Now we should be able to access httpbin service as it is registered:&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 get se httpbin -o yaml&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Using the exec command above again, we should see output from the curl command.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-ingress-testing"&gt;Ingress Testing&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We deploy an httpbin service in order to test ingress. The YAML declaration is prepared by Istio installation package:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl apply -f samples/httpbin/httpbin.yaml&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Then we deploy the ingress:&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;networking&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;istio&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;io&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;v1alpha3&lt;/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;Gateway&lt;/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;httpbin&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;gateway&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;spec&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;selector&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;istio&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;ingressgateway&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;servers&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;port&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;number&lt;/span&gt;&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; &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;http&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;protocol&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;HTTP&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;hosts&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;httpbin.digihunch.com&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 selector above indicates that the gateway deployed to a Pod labeled with istio: ingressgateway. Then we create a corresponding virtual service for this gateway:&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;networking&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;istio&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;io&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;v1alpha3&lt;/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;VirtualService&lt;/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;httpbin&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;spec&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;hosts&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;httpbin.digihunch.com&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;gateways&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;httpbin&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;gateway&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;http&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;match&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;uri&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;prefix&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;/status&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;uri&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;prefix&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;/delay&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;route&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;destination&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;port&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;number&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;8000&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;host&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;httpbin&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;Note that the hosts setup must match the configuration in gateway. The virtual service defines two services at URIs /status and /delay to expose, and we can confirm the creation of virtual service:&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 get vs httpbin -o yaml&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;We can then test with curl command from MacOS host to verify that the ingress is working. We need to use the IP address of the service (192.168.64.64 with port 80 as previously indicated):&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 -I -HHost:httpbin.digihunch.com http://192.168.64.64/status/200&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;curl -I -HHost:httpbin.digihunch.com http://192.168.64.64/delay/2&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;We use -HHost to emulate this request going to httpbin.digihunch.com (otherwise we&amp;#8217;d have to fake DNS entry in /etc/hosts). Both command should give their return without error. The second command will give return after a delay of 2 seconds.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;This validates the success of ingress setup.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-egress-testing"&gt;Egress Testing&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;To visit an external service, there are four options:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;Just access external service from Pods, when you have global.outboundTrafficPolicy.mode=ALLOW_ANY&lt;/li&gt;&#10;&lt;li&gt;Use ServiceEntry (as illustrated above in Prep Work)&lt;/li&gt;&#10;&lt;li&gt;Bypass envoy proxy (not recommended, because there is no role of service mesh)&lt;/li&gt;&#10;&lt;li&gt;Configure an Egress Gateway&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In the Prep Work, we&amp;#8217;ve seen how to use Service Entry. However, there is no control of how Pods access the external service. We are going to configure an Egress Gateway to manage the outgoing traffic flow. This allows you to manage route, and apply observability features to the outgoing traffic, something the Service Entry alone will not provide. The egress gateway have two typical &lt;a href="https://istio.io/latest/docs/tasks/traffic-management/egress/egress-gateway/#use-case"&gt;use cases&lt;/a&gt; as explained on Istio website.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;First, we want to confirm that the egress pod exists, with a quick command:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl get po -n istio-system -l app&lt;span style="color:#f92672"&gt;=&lt;/span&gt;istio-egressgateway &lt;span style="color:#f92672"&gt;&amp;amp;&amp;amp;&lt;/span&gt; kubectl get se&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;It should exist as we installed istio as demo version. We then also need a service entry, as we have already configured in Prep Work. At this point, the egress gateway resource has not been created.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Now, in a separate terminal, we monitor the log of egress pod&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 logs -f istio-egressgateway-7d5d69dcfd-kvwxv -n istio-system&#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 -f (follow) session on, if we visit external service as we did during Prep Work, there is no new entry pop up at the tail of the log. This is because the external access is still not managed by egress. Now we need to add egress, with the following resources applied:&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;networking&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;istio&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;io&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;v1alpha3&lt;/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;Gateway&lt;/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;istio&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;egressgateway&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;spec&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;selector&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;istio&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;egressgateway&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;servers&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;port&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;number&lt;/span&gt;&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; &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;http&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;protocol&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;HTTP&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;hosts&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;httpbin&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;org&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Then we setup the virtual service with related rules:&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;networking&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;istio&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;io&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;v1alpha3&lt;/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;VirtualService&lt;/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;vs&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;for&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;egressgateway&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;spec&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;hosts&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;httpbin.org&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;gateways&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;istio&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;egressgateway&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;mesh&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;http&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;match&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;gateways&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;mesh&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;port&lt;/span&gt;&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; &lt;span style="color:#a6e22e"&gt;route&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;destination&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;host&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;istio&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;egressgateway&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;istio&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;system&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;svc&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;cluster&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;local&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;subset&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;httpbin&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;port&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;number&lt;/span&gt;&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; &lt;span style="color:#a6e22e"&gt;weight&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;100&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;match&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;gateways&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;istio&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;egressgateway&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;port&lt;/span&gt;&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; &lt;span style="color:#a6e22e"&gt;route&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;destination&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;host&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;httpbin&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;org&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;port&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;number&lt;/span&gt;&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; &lt;span style="color:#a6e22e"&gt;weight&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;100&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;---&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&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;networking&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;istio&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;io&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;v1alpha3&lt;/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;DestinationRule&lt;/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;dr&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;for&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;egressgateway&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;spec&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;host&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;istio&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;egressgateway&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;istio&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;system&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;svc&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;cluster&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;local&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;subsets&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;name&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;httpbin&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;With all applied, we can repeat the access command using curl, and watch for the log tail. &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 exec -it sleep-557747455f-q99cz -c sleep -- curl http://httpbin.org/ip&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;The log should output a line saying curl command access, which indicates that this outbound access is managed by istio egress gateway. The log line looks like below and in the example the IP address 10.244.2.4 is the Pod IP address.&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;[2021-11-22T01:22:47.547Z] &amp;#34;GET /ip HTTP/2&amp;#34; 200 - via_upstream - &amp;#34;-&amp;#34; 0 45 818 816 &amp;#34;10.244.2.9&amp;#34; &amp;#34;curl/7.80.0-DEV&amp;#34; &amp;#34;9ec0a193-77f0-90a5-b132-21c3259307da&amp;#34; &amp;#34;httpbin.org&amp;#34; &amp;#34;3.216.167.140:80&amp;#34; outbound|80||httpbin.org 10.244.2.4:42372 10.244.2.4:8080 10.244.2.9:52710 - -&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Looking at the virtual service declaration, you might noticed multiple routes in the virtual service. The first route (mesh) tells sidecars to route request to egress gateway. The second route (istio-egressgateway) tells egress gateway to route traffic to external service as destination.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In real life, there&amp;#8217;s more to consider. For example, we usually want the host to allow on egress to be a wild card host such as *.api.google.com. While the hosts field in virtual service can be wild card, the route destination in virtual service has to be a list of fully qualified domains. The other situation is the destination website may issue an HTTP redirect to a different host, which also needs to be registered as a destination. These details can add up to administrative effort. &lt;/p&gt;&#10;&lt;figure class="wp-block-image"&gt;&lt;img decoding="async" src="https://istio.io/latest/blog/2019/egress-performance/case3_egressgw3.png" alt="Introduction of the egress gateway to access MongoDB"/&gt;&lt;figcaption class="wp-element-caption"&gt;Egress example&lt;/figcaption&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;An other real life scenario is the use of authorization policy. Authorization policy rules use SPIFEE identity of a Pod. If a Pod initiates egress connection to destination host in TLS, then the Pod&amp;#8217;s SPIFFEE identity and its identity for external TLS connection are in conflict. &lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-with-azure-aks"&gt;With Azure AKS&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The steps above also works on other cloud platform such as AKS. &lt;a href="https://github.com/digihunch/cloudkube/tree/main/azure"&gt;This&lt;/a&gt; is an AKS cluster that I tested the steps. The Terraform code provisions a private cluster, as well as a Bastion Host. From the Bastion host, we can perform the same steps as above. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;When Istio gets installed, it will created a Service object called istio-ingressgateway in the istio-system namespace. The service is of load balancer type and by default will create a public load balancer in Azure AKS. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The test steps will also work for private load balancers. To tell Azure to create private load balancer on a specific subnet, the Service object needs to include annotation. We have to customize Istio installation in order to do that, using the following overlay file (azoverlay.yaml):&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;install&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;istio&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;io&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;v1alpha2&lt;/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;IstioControlPlane&lt;/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;namespace&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;istio&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;operator&lt;/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;custom&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;istiocontrolplane&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;spec&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;profile&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;demo&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;values&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;gateways&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;istio&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;ingressgateway&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;serviceAnnotations&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;service&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;beta&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;kubernetes&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;io&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;azure&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;load&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;balancer&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;internal&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;true&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;service&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;beta&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;kubernetes&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;io&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;azure&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;load&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;balancer&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;internal&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;subnet&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;suitable-porpoise-lb-subnet&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 is inspired by &lt;a href="https://discuss.istio.io/t/setting-gateways-istio-ingressgateway-serviceannotations/5711/4"&gt;this&lt;/a&gt; post. Then the command to install Istio becomes:&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;istioctl install -f azoverlay.yaml -y --verify --set meshConfig.outboundTrafficPolicy.mode&lt;span style="color:#f92672"&gt;=&lt;/span&gt;REGISTRY_ONLY&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;This concludes the hand-on guide for Istio ingress and egress labs. I will need to write another post explaining the related concepts.&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/infrastructure-deployment-in-terraform-2-2/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Infrastructure deployment in Terraform 2/2&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://static.digihunch.com/2021/11/from-microservice-to-service-mesh/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next 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;/nav&gt;&#10;</description></item><item><title>Local multi-node cluster – Minikube, MicroK8s and KinD</title><link>https://static.digihunch.com/2021/09/single-node-kubernetes-cluster-minikube/</link><pubDate>Tue, 14 Sep 2021 11:18:00 -0400</pubDate><guid>https://static.digihunch.com/2021/09/single-node-kubernetes-cluster-minikube/</guid><description>&lt;img src="https://static.digihunch.com/wp-content/uploads/2025/04/feature-multi-node-k8s.webp" alt="Featured image of post Local multi-node cluster – Minikube, MicroK8s and KinD" /&gt;&lt;p class="wp-block-paragraph"&gt;In this post we compare Minikube, MicroK8s and KinD as different approaches to build multi-node cluster locally.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="is-docker-desktop-bad"&gt;Is Docker desktop bad?&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In the &lt;a href="https://static.digihunch.com/2021/08/docker-desktop-a-single-node-kubernetes-cluster/"&gt;previous post&lt;/a&gt; about docker desktop as a single-node Kubernetes cluster setup, I touched on the deprecation of docker-shim. Now that CRI beats OCI as the standard for container runtime, the docker runtime will no longer be supported by Kubernetes. Also deprecated is docker-shim, the temporary interface that had make Docker runtime work in Kubernetes. This was announced in December 2020, and is coming through in Kubernetes 1.23, expected Oct 2021. However, docker desktop still uses docker runtime in it&amp;#8217;s single-node Kubernetes cluster. This essentially renders itself a non-compliant Kubernetes environment. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Docker desktop still has great value for application developers. If your role is development, spending a lot of time coding business logics and need an easy-to-use container runtime on your laptop, Docker desktop is a good choice. The recent &lt;a href="https://www.docker.com/blog/updating-product-subscriptions/"&gt;moves&lt;/a&gt; by the company seems to suggest that this is the business they are targeting now. On the other hand, if your roles are deployment, automation, orchestration, cloud native etc and you are looking for a playground, most likely you do need a runtime compliant to Kubernetes CRI. Docker desktop is not a &lt;a href="https://www.cncf.io/certification/software-conformance/"&gt;CNCF-certified project&lt;/a&gt; anymore, and it is not your choice. &lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="alternatives"&gt;Alternatives&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;There are a number of alternatives, the most well-known ones are Minikube, MicroK8s, KinD and K3s with K3d. &lt;a href="https://www.cncf.io/wp-content/uploads/2020/08/CNCF-Webinar-Navigating-the-Sea-of-Local-Clusters-.pdf"&gt;This &lt;/a&gt;presentation from CNCF in 2020 covers a lot of details about these technologies. I&amp;#8217;ll try to add my opinion.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;&lt;a href="https://rancher.com/docs/k3s/latest/en/"&gt;K3s&lt;/a&gt; is Rancher Lab&amp;#8217;s lightweight Kubernetes distribution that supports multi-node cluster as well as different runtimes (e.g. containerd). It is not straightforward to setup, and &lt;a href="https://k3d.io/"&gt;k3d&lt;/a&gt; is an command-line wrapper to make it easy to install K3s cluster. K3s was accepted as a &lt;a href="https://www.cncf.io/projects/k3s/"&gt;CNCF project &lt;/a&gt;but only at Sandbox maturity level, so it is not my choice. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The other three: Minikue, MicroK8s and KinD are all certified CNCF project. I will further discuss how to choose among them. These projects are technologies that takes different approach to address the challenges with deploying multiple nodes in local environment (e.g. my laptop). &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The challenge with running a Kubernetes cluster with multiple nodes locally is how to manage these nodes. They are separate virtual resources that need to be isolated from computing perspective, and connected as a cluster. This is typically the use case of a Type II &lt;a href="https://static.digihunch.com/2020/07/overview-of-virtualization/"&gt;hypervisor&lt;/a&gt;, or alternatively, it can also be implemented with container technology. This layer of technology (referred to as drivers) makes a big difference.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="minikube"&gt;Minikube&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Minikube supports multiple drivers. Depending on your platform (Windows, Linux, or MacOS), the preferred driver is different. Refer to the document &lt;a href="https://minikube.sigs.k8s.io/docs/drivers/"&gt;here&lt;/a&gt; for preferred driver, and this blog &lt;a href="https://kubernetes.io/blog/2019/03/28/running-kubernetes-locally-on-linux-with-minikube-now-with-kubernetes-1.14-support/"&gt;post&lt;/a&gt; for more instructions. In addition to the documents, here some notes from my personal experience:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;On MacOS, &lt;a href="https://minikube.sigs.k8s.io/docs/drivers/"&gt;Minikube&lt;/a&gt; lists Docker as preferred driver. I disagree with that. If you have no other reason to install &lt;strong&gt;Docker&lt;/strong&gt;, then I would recommend &lt;strong&gt;hyperkit&lt;/strong&gt; as the the preferred driver. Hyperkit can be installed with a simple &lt;strong&gt;Homebrew&lt;/strong&gt; command. For two reasons I do not recommend Docker as the driver of Minikube. First, it requires a separate installation of Docker Desktop, which includes a built-in instance of &lt;strong&gt;hyperkit&lt;/strong&gt; on its own. This isn&amp;#8217;t neat. Second, I often need Metal LB add-on with Minikube for testing Kubernetes Ingress. With Minikube on Docker, the Ingress ports are not exposed to MacOS&amp;#8217;s. Therefore you cannot directly visit websites spun up on Minikube. This is a &lt;a href="https://github.com/kubernetes/minikube/issues/7332"&gt;known issue&lt;/a&gt; for a while due to &lt;a href="https://github.com/kubernetes/minikube/issues/7332#issuecomment-608133325"&gt;limitation&lt;/a&gt; on docker &lt;a href="https://github.com/kubernetes/minikube/issues/13795"&gt;bridge&lt;/a&gt; with Mac. Some reported an ugly &lt;a href="https://github.com/kubernetes/minikube/issues/7332#issuecomment-1164452857"&gt;workaround&lt;/a&gt; with &lt;a href="https://github.com/chipmk/docker-mac-net-connect"&gt;docker-mac-net-connect&lt;/a&gt; but I never got it to work.&lt;/li&gt;&#10;&lt;li&gt;On Windows native environment, the preferred driver is hyper-V. The Minikube cli command have to run from Windows PowerShell. &lt;/li&gt;&#10;&lt;li&gt;On WSL2, Minikube doesn&amp;#8217;t play well, regardless of driver. The hyperkit driver won&amp;#8217;t work (it is designed for MacOS only). The kvm2 driver would require a KVM2 hypervisor. However, WSL2 itself is a VM on top of hypervisor, as explained &lt;a href="https://static.digihunch.com/2020/06/wsl2-environment-on-windows-10/"&gt;here&lt;/a&gt;. If KVM2 driver works it would require nested virtualization so I doubt it will ever be supported. As for Docker on WSL2 as driver, Minikube has it as an &lt;a href="https://minikube.sigs.k8s.io/docs/drivers/docker/"&gt;experimental feature&lt;/a&gt;, and requires configuring cgroup to allow setting memory. I am not confident with it.&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;To me, Minikube is the tool for MacOS (I have Intel processor). On MacOS, we first need to install minikube and hyperkit with home brew.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We can then start a kubernetes cluster, with minikube in a single command. I noticed a process on my MacBook called dnscrypt-proxy that conflicts with hyperkit DNS server when starting minikube. I had to remove dnscrypt-proxy (part of Cisco Umbrella Roaming Client) in order to get minikube to work, as &lt;a href="https://github.com/kubernetes/minikube/issues/3036"&gt;this&lt;/a&gt; thread suggests. You can find out by running:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;sudo lsof -i :53&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;If dnscrypt-proxy is running, find out the application by PID and remove the application. Otherwise there will be issues. Check out &lt;a href="https://minikube.sigs.k8s.io/docs/drivers/hyperkit/#local-dns-server-conflict"&gt;this&lt;/a&gt; section on the document. The commands that I use to start multi-node cluster 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;minikube start --driver&lt;span style="color:#f92672"&gt;=&lt;/span&gt;hyperkit --container-runtime&lt;span style="color:#f92672"&gt;=&lt;/span&gt;containerd --memory&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;12288&lt;/span&gt; --cpus&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;2&lt;/span&gt; --disk-size&lt;span style="color:#f92672"&gt;=&lt;/span&gt;150g --nodes &lt;span style="color:#ae81ff"&gt;3&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl get po -A&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl describe node minikube|grep Runtime&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Node administration is simple. To enable dashboard, simply run &amp;#8220;minikube dashboard&amp;#8221;. To SSH to a node, simply do &amp;#8220;minikube ssh -n &amp;lt;node_name&amp;gt;&amp;#8221;. In order to stop the node and delete cluster, run &amp;#8220;minikube stop &amp;amp;&amp;amp; minikube delete&amp;#8221;.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;There are some addons in minikube, for example, efk, gvisor, istio, metrics-server. To list add-ons, and enable metrics-server, for example, run:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-text" data-lang="text"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;minikube addons list&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;minikube addons enable metrics-server&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;When creating cluster, instead of specifying the cluster imperatively, the configuration (e.g. driver, container runtime, cpu, memory, number of nodes, etc) can be stored as a &lt;a href="https://minikube.sigs.k8s.io/docs/commands/profile/"&gt;profile&lt;/a&gt; with -p switch. Like other Minikube configuration information, Minikube profiles are stored in ~/.minikube under the profile directory.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Minikube also has a &lt;a href="https://minikube.sigs.k8s.io/docs/benchmarks/imagebuild/minikubevsothers/"&gt;page&lt;/a&gt; that benchmarks the performance of these technologies, where it presents itself as the most performant.&lt;/p&gt;&#10;&lt;div class="wp-block-image"&gt;&#10;&lt;figure class="aligncenter"&gt;&lt;img decoding="async" src="https://minikube.sigs.k8s.io/images/benchmarks/minikubeVsOthers/iterative.png" alt="Iterative Loads"/&gt;&lt;figcaption class="wp-element-caption"&gt;Minikube, KinD, k3d and microK8s performance&lt;/figcaption&gt;&lt;/figure&gt;&#10;&lt;/div&gt;&#10;&lt;h3 class="wp-block-heading" id="microk8s"&gt;MicroK8s&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;MicroK8s is developed by Canonical. It can use either Multipass or LXD container as driver. Multipass can configure Ubuntu VMs using cloud-init. It supports multiple hypervisor backends as well but hyperkit is the default on MacOS, Hyper-V on Windows, and KVM on Linux.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;MicroK8s supports multi-node configuration across multiple machines. That is, nodes can span across multiple physical machines. This is more powerful than Minikube where multiple nodes are on the same physical machine. It brings MicroK8s additional use cases such as edge and IoT devices.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;With that capability comes the extra step to configure a MicroK8s cluster. You will need to manually join a node to a cluster because the new node is potentially located on a different machine, and you execute the command from the new machine. On the other hand, with Minikube you simply specify the number of nodes desired in a command or profile.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Snap is the native package manager to install MicroK8s, making GNU Linux (e.g. Ubuntu) the native platform. It also supports MacOS and Windows. MicroK8s does not rely on Docker (unlike KinD and Minikube with Docker as driver), and uses containerd as runtime.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;&lt;a href="https://microk8s.io/docs/working-with-kubectl"&gt;MicroK8s&lt;/a&gt; comes with its own packaged version of kubectl, and you use that with &amp;#8220;microk8s kubectl&amp;#8221; command, which is not convenient. You can configure your host kubectl to point to the MicroK8s cluster, as an extra step.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Compared to the other two technologies, MicroK8s is more powerful in the sense that the cluster is build on nodes across multiple machines. However, it takes more step to configure even for a multi-node, single-machine environment. Refer to &lt;a href="https://kubernetes.io/blog/2019/11/26/running-kubernetes-locally-on-linux-with-microk8s/#:~:text=Microk8s%20is%20the%20click%2Dand,doesn't%20require%20a%20VM."&gt;this&lt;/a&gt; post for the steps.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="kind"&gt;KinD&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;KinD is similar to Minikube with Docker as driver. It is more restricted than Minikube considering Docker is the only driver it supports. This makes it a requirement to have Docker installed locally.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Although KinD uses Docker to run nodes, it does not use Docker as its container runtime. Therefore it remains as compliant environment.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Another advantage of KinD is it supports Docker on &lt;a href="https://kind.sigs.k8s.io/docs/user/using-wsl2/"&gt;WSL2&lt;/a&gt; very well. Simply install KinD on WSL2 and start Docker. This blog &lt;a href="https://kubernetes.io/blog/2020/05/21/wsl-docker-kubernetes-on-the-windows-desktop/"&gt;post&lt;/a&gt; contains the steps required to install KinD vs Minikube on WSL2. There is a comparison table in the conclusion section that highlights the fact that it is much easier to install KinD with WSL2 than to install Minikube.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;However, there are currently some &lt;a href="https://docs.docker.com/desktop/windows/networking/#known-limitations-use-cases-and-workarounds"&gt;known limitations&lt;/a&gt; with Docker desktop for Windows (including on WSL2). One is the absence of docker0 bridge. This means on Windows you cannot route traffic to the containers.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;For cluster specification, KinD can configure a cluster declaratively using YAML file for example, the kind-config.yaml contains the following snippet:&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;kind&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;Cluster&lt;/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;kind.x-k8s.io/v1alpha4&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;nodes&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;role&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;control-plane&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;role&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;worker&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;role&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;worker&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;role&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;worker&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;networking&lt;/span&gt;:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;disableDefaultCNI&lt;/span&gt;: &lt;span style="color:#66d9ef"&gt;true&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;We can bring up a cluster with a 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;kind create cluster --config&lt;span style="color:#f92672"&gt;=&lt;/span&gt;kind-config.yaml&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;The command will also configure the kubectl context so we can check node with kubectl command. The file is in my &lt;a href="https://github.com/digihunch/real-quicK-cluster/tree/main/kind"&gt;real-quicK-cluster&lt;/a&gt; repo.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="conclusion"&gt;Conclusion&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;After reviewing the technologies that back up multi-node kubernetes cluster for my role, I find that Minikube with hyperkit is my favourite for MacOS. On WSL2, I prefer to use KinD. Since I do not use Windows native environment or Ubuntu on my laptop, I cannot make recommendations. However I would start with Minikube (with hypverv or kvm2 as driver). &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;&lt;strong&gt;Update July 2022&lt;/strong&gt;: When the test workload involves persistent storage, KinD is a better choice. When the test workload involves load balancer. Minikube is a better choice.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;As to storage provisioner, Minikube with storage-provisioner addon uses k8s.io/&lt;a href="https://github.com/kubernetes/minikube/tree/master/deploy/addons/storage-provisioner"&gt;minikube-hostpath&lt;/a&gt;. KinD uses &lt;a href="https://github.com/rancher/local-path-provisioner"&gt;rancher.io/local-path&lt;/a&gt;. When I have to test workload with persistent storage (e.g. PostgreSQL with &lt;a href="https://access.crunchydata.com/documentation/postgres-operator/v5/"&gt;Crunchy pgo&lt;/a&gt;), I realized Minikube have permission issues with persistent volume, as discussed &lt;a href="https://github.com/kubernetes/minikube/issues/12360"&gt;here&lt;/a&gt; as an issue with multiple nodes. The issue has been open since Aug 2021.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;For Load Balancer, Minikube has metallb as an addon and I can configure it within a &lt;a href="https://github.com/digihunch/real-quicK-cluster/blob/main/minikube/restart-minikube.sh"&gt;bash script&lt;/a&gt; conveniently. With KinD, I&amp;#8217;d have to configure that in a few &lt;a href="https://kind.sigs.k8s.io/docs/user/loadbalancer/"&gt;steps&lt;/a&gt; with both kubectl and Docker CLI commands and I was not able to connect to the load balancer by IP even after following the steps. So I tend to just use Minikube to test workload requiring load balancer and service mesh. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;I find myself switch between Minikube and KinD on my MacBook depending on the test workload.&lt;/p&gt;&#10;&lt;nav class="wp-post-navigation" aria-label="Post navigation"&gt;&#10;&lt;a rel="prev" href="https://static.digihunch.com/2021/09/log-shipping-in-kubernetes-with-efk/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Log Shipping in Kubernetes with EFK stack&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://static.digihunch.com/2021/09/file-storage-vs-object-storage/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;File storage vs object storage in the cloud&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item><item><title>Single-node Kubernetes cluster – docker desktop</title><link>https://static.digihunch.com/2021/08/docker-desktop-a-single-node-kubernetes-cluster/</link><pubDate>Sun, 22 Aug 2021 00:24:00 -0400</pubDate><guid>https://static.digihunch.com/2021/08/docker-desktop-a-single-node-kubernetes-cluster/</guid><description>&lt;img src="https://static.digihunch.com/wp-content/uploads/2025/04/feature-single-node-k8s.webp" alt="Featured image of post Single-node Kubernetes cluster – docker desktop" /&gt;&lt;p class="wp-block-paragraph"&gt;While there are many tools to set up single-node Kubernetes cluster (e.g. &lt;a href="https://minikube.sigs.k8s.io/docs/start/"&gt;minikube&lt;/a&gt;, &lt;a href="https://microk8s.io/"&gt;MicroK8s&lt;/a&gt;, &lt;a href="https://kind.sigs.k8s.io/docs/user/quick-start/"&gt;kind&lt;/a&gt;, or &lt;a href="https://k3s.io/"&gt;k3s&lt;/a&gt; with the &lt;a href="https://k3d.io/"&gt;k3d&lt;/a&gt; wrapper), docker-desktop has a significant advantage: it comes with Docker installation, on MacOS, or on Windows. It is installed simply by enabling the option &amp;#8220;Enable Kubernetes&amp;#8221;. It can be blown away and reset in a heartbeat (with the button &amp;#8220;Reset Kubernetes Cluster&amp;#8221;). For its versatility, docker-desktop is a great development environment.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;However, there are always nuances, which motivates me to write this blog. I wanted to note down what is on earth different about Docker-desktop, because the instructions for applications might differ slightly between single-node cluster on MacOS/Windows and the &amp;#8220;real&amp;#8221; multi-node cluster. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;I will start with with a deep dive into the docker-desktop architecture, then we&amp;#8217;ll go through the steps to install some common applications with Kubernetes.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-docker-desktop-on-macos"&gt;Docker-Desktop on MacOS&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;There are a number of open-source and proprietary projects involved to bring docker-desktop to implementation. Let&amp;#8217;s begin with the following five:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;&lt;a href="https://developer.apple.com/documentation/hypervisor"&gt;Hypervisor Framework&lt;/a&gt;: Apple&amp;#8217;s APIs on MacOS that allows you to interact with virtualization technologies in user space.&lt;/li&gt;&#10;&lt;li&gt;&lt;a href="https://wiki.freebsd.org/bhyve"&gt;bhyve&lt;/a&gt;: A type-2 hypervisor initially written for FreeBSD (and was contributed to FreeBSD in May 2011).&lt;/li&gt;&#10;&lt;li&gt;&lt;a href="https://github.com/machyve/xhyve"&gt;xhyve&lt;/a&gt;: A port of bhyve project to MacOS with integration via Apple&amp;#8217;s Hypervisor Framework. The Hypervisor Framework allows xhyve to run entirely in userspace. It is sometimes loosely referred to as xhyve/bhyve hypervisor, and is optimized for lightweight virtual machines and container deployment.&lt;/li&gt;&#10;&lt;li&gt;&lt;a href="https://github.com/moby/hyperkit"&gt;HyperKit&lt;/a&gt; is an open-source toolkit on macOS based on xhyve. HyperKit is lightweight and therefore allows you to embed hypervisor capabilities in your application. The hypervisor component in HyperKit is based on xhyve/bhyve. HyperKit is designed to be interfaced with higher-level components such as the VPNKit and DataKit. Docker-desktop and &lt;a href="https://minikube.sigs.k8s.io/docs/drivers/hyperkit/"&gt;MiniKube&lt;/a&gt; are built on HyperKit.&lt;/li&gt;&#10;&lt;li&gt;&lt;a href="https://github.com/moby/hyperkit"&gt;LinuxKit&lt;/a&gt; is a toolkit for building custom minimal, immutable and purpose-build Linux distributions. It supports several well-known hypervisor platforms, such as HyperKit, Hyper-V, qemu and VMware. &lt;a href="https://www.docker.com/blog/introducing-linuxkit-container-os-toolkit/"&gt;LinuxKit&lt;/a&gt; started as an internal project in Docker Inc and is now managed as a &lt;a href="https://mobyproject.org/"&gt;Moby Project&lt;/a&gt;.&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Hyperkit is installed as part of docker desktop. The process can be found with ps 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;ps -Af | grep hyperkit&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Or in the activity monitor:&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-full"&gt;&lt;img loading="lazy" decoding="async" width="942" height="303" src="https://static.digihunch.com/wp-content/uploads/2021/08/image-3.png" alt="" class="wp-image-2648"/&gt;&lt;figcaption class="wp-element-caption"&gt;Docker related processes&lt;/figcaption&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Docker-deskop is essentially a LinuxKit virtual machine (as defined &lt;a href="https://github.com/linuxkit/linuxkit/blob/master/examples/docker-for-mac.yml"&gt;here&lt;/a&gt;). It runs containerd process inside of the virtual machine. &lt;a href="https://collabnix.com/how-docker-for-mac-works-under-the-hood/"&gt;This&lt;/a&gt; is an older article about this architecture. If Kubernetes is enabled, the virtual machine is also installed with kubelet, the agent process running on each Kubernetes node.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Since MacOS is not the direct host of the containers, there is no way to map MacOS file system to container&amp;#8217;s as you can with a Docker/Kubernetes host. Prior to Docker 20.10, there used to be a &lt;a href="https://timonweb.com/docker/getting-path-and-accessing-persistent-volumes-in-docker-for-mac/"&gt;trick&lt;/a&gt; to indirectly access host volume from MacOS terminal. It has stopped working according to &lt;a href="https://github.com/docker/for-mac/issues/4822"&gt;this&lt;/a&gt; issue but workarounds are provided &lt;a href="https://stackoverflow.com/questions/63445657/why-i-am-getting-screen-is-terminating-error-in-macos/63595817#63595817"&gt;here&lt;/a&gt;. This &lt;a href="https://gist.github.com/BretFisher/5e1a0c7bcca4c735e716abf62afad389#2021-update-easiest-option-is-justins-repo-and-image"&gt;post&lt;/a&gt; proposes some good alternatives to access the file system of LinuxKit VM. For example, use netcat:&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; user@LinVM &lt;span style="color:#75715e"&gt;# nc -U ~/Library/Containers/com.docker.docker/Data/debug-shell.sock&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;# cat /etc/os-release&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;cat /etc/os-release&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;PRETTY_NAME&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;Docker Desktop&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;/ &lt;span style="color:#75715e"&gt;# cat /etc/kubernetes/current-version&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;cat /etc/kubernetes/current-version&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubeadm version: &amp;amp;version.Info&lt;span style="color:#f92672"&gt;{&lt;/span&gt;Major:&lt;span style="color:#e6db74"&gt;&amp;#34;1&amp;#34;&lt;/span&gt;, Minor:&lt;span style="color:#e6db74"&gt;&amp;#34;21&amp;#34;&lt;/span&gt;, GitVersion:&lt;span style="color:#e6db74"&gt;&amp;#34;v1.21.2&amp;#34;&lt;/span&gt;, GitCommit:&lt;span style="color:#e6db74"&gt;&amp;#34;092fbfbf53427de67cac1e9fa54aaa09a28371d7&amp;#34;&lt;/span&gt;, GitTreeState:&lt;span style="color:#e6db74"&gt;&amp;#34;archive&amp;#34;&lt;/span&gt;, BuildDate:&lt;span style="color:#e6db74"&gt;&amp;#34;2021-06-18T05:24:26Z&amp;#34;&lt;/span&gt;, GoVersion:&lt;span style="color:#e6db74"&gt;&amp;#34;go1.16.5&amp;#34;&lt;/span&gt;, Compiler:&lt;span style="color:#e6db74"&gt;&amp;#34;gc&amp;#34;&lt;/span&gt;, Platform:&lt;span style="color:#e6db74"&gt;&amp;#34;linux/amd64&amp;#34;&lt;/span&gt;&lt;span style="color:#f92672"&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;Typing in this terminal session feels clunky. According to this &lt;a href="https://stackoverflow.com/questions/64530530/how-may-i-connect-to-a-docker-desktop-virtual-machine-on-mac-docker-desktop-ve"&gt;thread&lt;/a&gt;, we can connect to the LinuxKit VM with tty and sane auto completion, using the command 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-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;stty -echo -icanon &lt;span style="color:#f92672"&gt;&amp;amp;&amp;amp;&lt;/span&gt; nc -U ~/Library/Containers/com.docker.docker/Data/debug-shell.sock &lt;span style="color:#f92672"&gt;&amp;amp;&amp;amp;&lt;/span&gt; stty sane&#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 other alternatives, using privileged Docker containers:&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;docker run -it --privileged --pid&lt;span style="color:#f92672"&gt;=&lt;/span&gt;host debian nsenter -t &lt;span style="color:#ae81ff"&gt;1&lt;/span&gt; -m -u -n -i sh&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;The following command uses a smaller image:&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;docker run -it --rm --privileged --pid&lt;span style="color:#f92672"&gt;=&lt;/span&gt;host justincormack/nsenter1&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;As with Kubernetes, to access the file system on the node is via a privileged container, you can follow the &lt;a href="https://docs.microsoft.com/en-us/azure/aks/ssh"&gt;tips&lt;/a&gt; from Azure, identify node name, and debug against the node using a special container:&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 debug node/docker-desktop -it --image&lt;span style="color:#f92672"&gt;=&lt;/span&gt;mcr.microsoft.com/aks/fundamental/base-ubuntu:v0.0.11&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Note that the root directory on the host is mounted to container&amp;#8217;s file system as /host. This mapping renders a lot of symbolic link as dangled, even though they are actually not on the host file system. &lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-docker-desktop-on-windows"&gt;Docker-Desktop on Windows&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Docker works with Linux kernel. There have been a couple of efforts to run Linux virtual machine on Windows. For example, Hyper-V backend, and Windows Subsystem Linux (WSL) backend.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Traditionally, Docker on Windows was implemented with Hyper-V as the hypervisor. A LinuxKit distro is running on the Hypver-V VM, provider Linux kernel capabilities. Docker refers to containers running in this architecture as &amp;#8220;Windows Containers&amp;#8221;, which is a misnomer in my opinion.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The first release of &lt;a href="https://www.zdnet.com/article/under-the-hood-of-microsofts-windows-subsystem-for-linux/"&gt;WSL &lt;/a&gt;provides a Linux-compatible kernel interface and runs a GNU user space on top of the interface. Neither the Linux kernel code, or a hypervisor is involved. The user space contains GNU Bash shell, command language, command-line tools and interpreters. The absence of Linux kernel in WSL, makes it useless for Docker setup. At that time The Hypver-V backend was still the only option to host docker container during the first version of WSL. This &lt;a href="https://www.docker.com/blog/new-docker-desktop-wsl2-backend/"&gt;post &lt;/a&gt;has a diagram of Docker on Windows with Hyper-V backend.&lt;/p&gt;&#10;&lt;div class="wp-block-image"&gt;&#10;&lt;figure class="aligncenter size-full"&gt;&lt;img loading="lazy" decoding="async" width="741" height="192" src="https://static.digihunch.com/wp-content/uploads/2021/08/image-1.png" alt="" class="wp-image-2616"/&gt;&lt;/figure&gt;&#10;&lt;/div&gt;&#10;&lt;p class="wp-block-paragraph"&gt;&lt;a href="https://static.digihunch.com/2020/06/wsl2-environment-on-windows-10/"&gt;WSL2&lt;/a&gt; comes with a real Linux Kernel (also on top of Hyper-V), making WSL2 a better alternative than the legacy Hyper-V as the backend of Docker on Windows. It can be turned on as the screenshot shows above. The rest of this post assumes WSL2 as backend. In this setup, we run a Bootstrapping distro independent of the WSL2 Linux distro, although both inside of the lightweight Linux Utility VM. Below is the diagram:&lt;/p&gt;&#10;&lt;p class="has-text-align-center 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="691px" viewBox="-0.5 -0.5 691 371" style="max-width:100%;max-height:371px;"&gt;&lt;defs&gt;&lt;/defs&gt;&lt;g&gt;&lt;rect x="0" y="0" width="690" height="370" fill="#f5f5f5" stroke="#666666" pointer-events="all"&gt;&lt;/rect&gt;&lt;rect x="10" y="30" width="150" height="230" fill="#fad9d5" stroke="#ae4132" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe flex-end; justify-content: unsafe center; width: 148px; height: 1px; padding-top: 27px; margin-left: 11px;"&gt;&lt;div style="box-sizing: border-box; font-size: 0; text-align: center; "&gt;&lt;div style="display: inline-block; font-size: 17px; font-family: Helvetica; color: #000000; line-height: 1.2; pointer-events: all; white-space: normal; word-wrap: normal; "&gt;Windows&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="85" y="27" fill="#000000" font-family="Helvetica" font-size="17px" text-anchor="middle"&gt;Windows&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="10" y="280" width="650" height="70" rx="10.5" ry="10.5" fill="#dae8fc" stroke="#6c8ebf" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 648px; height: 1px; padding-top: 315px; margin-left: 11px;"&gt;&lt;div style="box-sizing: border-box; font-size: 0; text-align: center; "&gt;&lt;div style="display: inline-block; font-size: 17px; font-family: Helvetica; color: #000000; line-height: 1.2; pointer-events: all; font-weight: bold; white-space: normal; word-wrap: normal; "&gt;Hypervisor (Hyper-V)&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="335" y="320" fill="#000000" font-family="Helvetica" font-size="17px" text-anchor="middle" font-weight="bold"&gt;Hypervisor (Hyper-V)&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="170" y="30" width="490" height="230" fill="#fff2cc" stroke="#d6b656" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe flex-end; justify-content: unsafe center; width: 488px; height: 1px; padding-top: 27px; margin-left: 171px;"&gt;&lt;div style="box-sizing: border-box; font-size: 0; text-align: center; "&gt;&lt;div style="display: inline-block; font-size: 17px; font-family: Helvetica; color: #000000; line-height: 1.2; pointer-events: all; font-weight: bold; white-space: normal; word-wrap: normal; "&gt;Lightweight Linux Utility VM&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="415" y="27" fill="#000000" font-family="Helvetica" font-size="17px" text-anchor="middle" font-weight="bold"&gt;Lightweight Linux Utility VM&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="190" y="180" width="450" height="60" fill="#f5f5f5" stroke="#666666" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 448px; height: 1px; padding-top: 210px; margin-left: 191px;"&gt;&lt;div style="box-sizing: border-box; font-size: 0; text-align: center; "&gt;&lt;div style="display: inline-block; font-size: 17px; font-family: Helvetica; color: #333333; line-height: 1.2; pointer-events: all; font-weight: bold; white-space: normal; word-wrap: normal; "&gt;WSL2 Linux Kernel&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="415" y="215" fill="#333333" font-family="Helvetica" font-size="17px" text-anchor="middle" font-weight="bold"&gt;WSL2 Linux Kernel&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="30" y="180" width="120" height="60" fill="#f5f5f5" stroke="#666666" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"&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: 210px; margin-left: 31px;"&gt;&lt;div style="box-sizing: border-box; font-size: 0; text-align: center; "&gt;&lt;div style="display: inline-block; font-size: 17px; font-family: Helvetica; color: #333333; line-height: 1.2; pointer-events: all; font-weight: bold; white-space: normal; word-wrap: normal; "&gt;NT Kernel&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="90" y="215" fill="#333333" font-family="Helvetica" font-size="17px" text-anchor="middle" font-weight="bold"&gt;NT Kernel&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="30" y="80" width="120" height="60" fill="#d5e8d4" stroke="#82b366" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"&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: 110px; margin-left: 31px;"&gt;&lt;div style="box-sizing: border-box; font-size: 0; text-align: center; "&gt;&lt;div style="display: inline-block; font-size: 17px; font-family: Helvetica; color: #000000; line-height: 1.2; pointer-events: all; white-space: normal; word-wrap: normal; "&gt;Windows Usermode&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="90" y="115" fill="#000000" font-family="Helvetica" font-size="17px" text-anchor="middle"&gt;Windows Usermo&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="190" y="70" width="250" height="80" fill="#d5e8d4" stroke="#82b366" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 248px; height: 1px; padding-top: 110px; margin-left: 191px;"&gt;&lt;div style="box-sizing: border-box; font-size: 0; text-align: center; "&gt;&lt;div style="display: inline-block; font-size: 17px; font-family: Helvetica; color: #000000; line-height: 1.2; pointer-events: all; white-space: normal; word-wrap: normal; "&gt;&lt;div&gt;WSL2-compatible Linux Distro&lt;/div&gt;&lt;div&gt;in Usermode (e.g. Ubuntu)&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="315" y="115" fill="#000000" font-family="Helvetica" font-size="17px" text-anchor="middle"&gt;WSL2-compatible Linux Distro&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="470" y="70" width="170" height="80" fill="#d5e8d4" stroke="#82b366" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 168px; height: 1px; padding-top: 110px; margin-left: 471px;"&gt;&lt;div style="box-sizing: border-box; font-size: 0; text-align: center; "&gt;&lt;div style="display: inline-block; font-size: 17px; font-family: Helvetica; color: #000000; line-height: 1.2; pointer-events: all; white-space: normal; word-wrap: normal; "&gt;Docker desktop&lt;br&gt;(Bootstrapping distro)&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="555" y="115" fill="#000000" font-family="Helvetica" font-size="17px" text-anchor="middle"&gt;Docker desktop&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;path d="M 414.96 274.61 L 414.99 246.37" fill="none" stroke="#000000" stroke-miterlimit="10" pointer-events="stroke"&gt;&lt;/path&gt;&lt;path d="M 414.95 279.86 L 411.46 272.86 L 414.96 274.61 L 418.46 272.87 Z" fill="#000000" stroke="#000000" stroke-miterlimit="10" pointer-events="all"&gt;&lt;/path&gt;&lt;path d="M 415 241.12 L 418.49 248.12 L 414.99 246.37 L 411.49 248.11 Z" fill="#000000" stroke="#000000" stroke-miterlimit="10" pointer-events="all"&gt;&lt;/path&gt;&lt;path d="M 555.67 173.63 L 555.18 156.37" fill="none" stroke="#000000" stroke-miterlimit="10" pointer-events="stroke"&gt;&lt;/path&gt;&lt;path d="M 555.82 178.88 L 552.12 171.98 L 555.67 173.63 L 559.12 171.79 Z" fill="#000000" stroke="#000000" stroke-miterlimit="10" pointer-events="all"&gt;&lt;/path&gt;&lt;path d="M 555.03 151.12 L 558.73 158.02 L 555.18 156.37 L 551.73 158.21 Z" fill="#000000" stroke="#000000" stroke-miterlimit="10" pointer-events="all"&gt;&lt;/path&gt;&lt;path d="M 249.88 173.63 L 249.97 156.37" fill="none" stroke="#000000" stroke-miterlimit="10" pointer-events="stroke"&gt;&lt;/path&gt;&lt;path d="M 249.86 178.88 L 246.39 171.86 L 249.88 173.63 L 253.39 171.9 Z" fill="#000000" stroke="#000000" stroke-miterlimit="10" pointer-events="all"&gt;&lt;/path&gt;&lt;path d="M 249.99 151.12 L 253.46 158.14 L 249.97 156.37 L 246.46 158.1 Z" fill="#000000" stroke="#000000" stroke-miterlimit="10" pointer-events="all"&gt;&lt;/path&gt;&lt;path d="M 156.37 110 L 183.63 110" fill="none" stroke="#000000" stroke-miterlimit="10" pointer-events="stroke"&gt;&lt;/path&gt;&lt;path d="M 151.12 110 L 158.12 106.5 L 156.37 110 L 158.12 113.5 Z" fill="#000000" stroke="#000000" stroke-miterlimit="10" pointer-events="all"&gt;&lt;/path&gt;&lt;path d="M 188.88 110 L 181.88 113.5 L 183.63 110 L 181.88 106.5 Z" fill="#000000" stroke="#000000" stroke-miterlimit="10" pointer-events="all"&gt;&lt;/path&gt;&lt;path d="M 90 73.63 L 90 60 Q 90 50 100 50 L 545 50 Q 555 50 555 56.82 L 555 63.63" fill="none" stroke="#000000" stroke-miterlimit="10" pointer-events="stroke"&gt;&lt;/path&gt;&lt;path d="M 90 78.88 L 86.5 71.88 L 90 73.63 L 93.5 71.88 Z" fill="#000000" stroke="#000000" stroke-miterlimit="10" pointer-events="all"&gt;&lt;/path&gt;&lt;path d="M 555 68.88 L 551.5 61.88 L 555 63.63 L 558.5 61.88 Z" fill="#000000" stroke="#000000" stroke-miterlimit="10" pointer-events="all"&gt;&lt;/path&gt;&lt;path d="M 446.37 110 L 463.63 110" fill="none" stroke="#000000" stroke-miterlimit="10" pointer-events="stroke"&gt;&lt;/path&gt;&lt;path d="M 441.12 110 L 448.12 106.5 L 446.37 110 L 448.12 113.5 Z" fill="#000000" stroke="#000000" stroke-miterlimit="10" pointer-events="all"&gt;&lt;/path&gt;&lt;path d="M 468.88 110 L 461.88 113.5 L 463.63 110 L 461.88 106.5 Z" fill="#000000" stroke="#000000" stroke-miterlimit="10" pointer-events="all"&gt;&lt;/path&gt;&lt;path d="M 90 146.37 L 90 173.63" fill="none" stroke="#000000" stroke-miterlimit="10" pointer-events="stroke"&gt;&lt;/path&gt;&lt;path d="M 90 141.12 L 93.5 148.12 L 90 146.37 L 86.5 148.12 Z" fill="#000000" stroke="#000000" stroke-miterlimit="10" pointer-events="all"&gt;&lt;/path&gt;&lt;path d="M 90 178.88 L 86.5 171.88 L 90 173.63 L 93.5 171.88 Z" fill="#000000" stroke="#000000" stroke-miterlimit="10" pointer-events="all"&gt;&lt;/path&gt;&lt;path d="M 89.84 246.37 L 89.16 273.63" fill="none" stroke="#000000" stroke-miterlimit="10" pointer-events="stroke"&gt;&lt;/path&gt;&lt;path d="M 89.97 241.12 L 93.3 248.2 L 89.84 246.37 L 86.3 248.03 Z" fill="#000000" stroke="#000000" stroke-miterlimit="10" pointer-events="all"&gt;&lt;/path&gt;&lt;path d="M 89.03 278.88 L 85.7 271.8 L 89.16 273.63 L 92.7 271.97 Z" fill="#000000" stroke="#000000" stroke-miterlimit="10" pointer-events="all"&gt;&lt;/path&gt;&lt;/g&gt;&lt;switch&gt;&lt;g requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"&gt;&lt;/g&gt;&lt;a transform="translate(0,-5)" xlink:href="https://www.diagrams.net/doc/faq/svg-export-text-problems" target="_blank" rel="noopener"&gt;&lt;text text-anchor="middle" font-size="10px" x="50%" y="100%"&gt;Viewer does not support full SVG 1.1&lt;/text&gt;&lt;/a&gt;&lt;/switch&gt;&lt;/svg&gt;&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The innovative component is the lightweight Linux Utility VM. It is called a VM, but very different from the traditional sense of VM such as VirtualBox or VMware. Traditional VM is isolated from host OS, slow to boot and has large memory footprint. The lightweight Utility VM on the other hand, is integrated with host OS, super fast to boot (i.e. ~1 second), and comes with small memory footprint. It is not turned on until needed. The VM runs both a WSL2 Linux Kernel and GNU/Linux usermode (known as &amp;#8220;distribution&amp;#8221;, for example, Ubuntu). When an end-user say WSL2, s/he most likely refers to the distribution. Similarly, the so called &amp;#8220;docker-desktop on Windows with WSL2 backend&amp;#8221;, is also managed as two WSL2 distros: the bootstrapping distro (docker-desktop) and the data store distro (docker-desktop-data). &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The detailed components in the Bootstrapping distro is in the second diagram in &lt;a href="https://www.docker.com/blog/new-docker-desktop-wsl2-backend/"&gt;this &lt;/a&gt;post, which has a detailed discussion. With this architecture, you don&amp;#8217;t even need the WSL2 Linux Distro for Docker desktop to function. You can even run docker CLI command from Windows PowerShell without any Linux distro (although this is implemented only for backward compatibility and not recommended anymore) . In the following session, we first list out the WSL2 distros. Notice that the docker-desktop distro is not the default. We then connect to the distro using -d switch. Last, we run docker info from windows user space.&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-powershell" data-lang="powershell"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;PS C:\WINDOWS\system32&amp;gt; wsl -l -v&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; NAME STATE VERSION&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;* Ubuntu Running &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; docker-desktop Running &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; docker-desktop-data Running &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;PS C:\WINDOWS\system32&amp;gt; wsl -d docker-desktop&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;WINLAPTOP&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt;/mnt/host/c/WINDOWS/system32&lt;span style="color:#75715e"&gt;# cd ~&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;WINLAPTOP&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt;~&lt;span style="color:#75715e"&gt;# printenv|grep DIST&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;WSL_DISTRO_NAME=docker-desktop&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;WINLAPTOP&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt;~&lt;span style="color:#75715e"&gt;# exit&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;PS C:\WINDOWS\system32&amp;gt; docker info&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;Client&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Context&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;default&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Debug Mode&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; false&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Plugins&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; buildx&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; Build with BuildKit (Docker Inc., v0.5.&lt;span style="color:#ae81ff"&gt;1&lt;/span&gt;-docker)&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; compose&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; Docker Compose (Docker Inc., v2.0.&lt;span style="color:#ae81ff"&gt;0&lt;/span&gt;-beta.&lt;span style="color:#ae81ff"&gt;6&lt;/span&gt;)&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; scan&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; Docker Scan (Docker Inc., v0.8.&lt;span style="color:#ae81ff"&gt;0&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;Server&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Containers&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;93&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Running&lt;span style="color:#960050;background-color:#1e0010"&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; Paused&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;0&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Stopped&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;13&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Images&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;28&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Server Version&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;20.10&lt;/span&gt;.7&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Storage Driver&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; overlay2&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Backing Filesystem&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; extfs&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Supports d_type&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; true&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Native Overlay Diff&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; true&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; userxattr&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; false&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Logging Driver&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; json-file&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Cgroup Driver&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; cgroupfs&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Cgroup Version&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Plugins&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Volume&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; local&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Network&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; bridge host ipvlan macvlan null overlay&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Log&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; awslogs fluentd gcplogs gelf journald json-file local logentries splunk syslog&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Swarm&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; inactive&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Runtimes&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; io.containerd.runc.v2 io.containerd.runtime.v1.linux runc&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;Default&lt;/span&gt; Runtime&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; runc&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Init Binary&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; docker-init&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; containerd version&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; d71fcd7d8303cbf684402823e425e9dd2e99285d&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; runc version&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; b9ee9c6314599f1b4a7f497e1f1f856fe433d3b7&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; init version&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; de40ad0&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Security Options&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; seccomp&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Profile&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;default&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Kernel Version&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;5.10&lt;/span&gt;.16.&lt;span style="color:#ae81ff"&gt;3&lt;/span&gt;-microsoft-standard-WSL2&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Operating System&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; Docker Desktop&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; OSType&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; linux&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Architecture&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; x86_64&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; CPUs&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;4&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Total Memory&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;12&lt;/span&gt;.32GiB&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Name&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; docker-desktop&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ID&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; WHDE&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt;PJF3&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt;HVFC&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt;AZJA&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt;EDKH&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt;VUZR&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt;RRUJ&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt;HHXX&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt;TDV5&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt;4UJG&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt;XY4E&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt;PK4F&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Docker Root Dir&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; /var/lib/docker&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Debug Mode&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; false&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Registry&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; https&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt;//index.docker.io/v1/&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Labels&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Experimental&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; false&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Insecure Registries&lt;span style="color:#960050;background-color:#1e0010"&gt;:&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;127.0&lt;/span&gt;.0.&lt;span style="color:#ae81ff"&gt;0&lt;/span&gt;/&lt;span style="color:#ae81ff"&gt;8&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Live Restore Enabled&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt; false&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;The wsl -d command as illustrated above is a good way to connect to the docker-desktop distro. The alternative to get to the distro is via privileged container (Docker) or helper pod (Kubernetes), which is the same as in Docker-desktop on MacOS. Refer to the section above for specific steps.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-application-install-on-docker-desktop"&gt;Application Install on docker desktop&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The followings are my notes to install commonly used applications in Docker Desktop with Kubernetes. They work on both MacOS or WSL2, requiring Kubernetes enabled.&lt;/p&gt;&#10;&lt;h4 class="wp-block-heading" id="h-metric-server"&gt;Metric server&lt;/h4&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The metric server is provided in the &lt;a href="https://github.com/kubernetes-sigs/metrics-server"&gt;official&lt;/a&gt; repository. Releases are publish &lt;a href="https://github.com/kubernetes-sigs/metrics-server/releases/latest"&gt;here&lt;/a&gt;, which provides the installation step as follows:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl apply -f https://github.com/kubernetes-sigs/metrics-server/releases/download/v0.5.0/components.yaml&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;However, there is some issues when deploying it on MacOS, the deployment will fail due to certificates not matching the hostname. To fix the issue, it is recommended to download the yaml file (components.yaml), and edit the file by adding &amp;#8211;kubelet-insecure-tls to the args section of the container named &lt;em&gt;metrics-server&lt;/em&gt;. This is sufficient to fix the issue. Some people are not comfortable with port 443 being insecure TLS, and would rather change the port to 4443. This is completely unnecessary but if that&amp;#8217;s the case, make sure the named port for https is also updated to 4443.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Once metric server has been installed, the following two commands should return meaningful results:&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 top no&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl top po&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;This should also allow application (Pods) to query for cluster resource usage. When working with single-node cluster on MacOS or WSL2, multiple Pods might come up with a single command and the memory can be easily over-subscribed. The two commands above allows you to check and make adjustment on the node configuration (in Docker preference).&lt;/p&gt;&#10;&lt;h4 class="wp-block-heading" id="h-dashboard"&gt;Dashboard&lt;/h4&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Similar to metric server, the dashboard is kept in the official &lt;a href="https://github.com/kubernetes/dashboard"&gt;repo&lt;/a&gt;, in the the path of aio/deploy/recommended.yaml. &lt;a href="https://github.com/kubernetes/dashboard/releases/latest"&gt;Here&lt;/a&gt; is the published release, where the instruction says:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl apply -f https://raw.githubusercontent.com/kubernetes/dashboard/v2.3.1/aio/deploy/recommended.yaml&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;However, this is not directly applicable either because the login page requires token or kubeconfig. We need to be able to bypass that. To do so, download the yaml file (recommended.yaml), and add parameter &amp;#8211;enable-skip-login to the args section for the container named &lt;em&gt;kubernetes-dashboard&lt;/em&gt;.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;To display the login page properly, we need to start the proxy using 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;kubectl proxy&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;The login page will then be available at &lt;a href="http://localhost:8001/api/v1/namespaces/kubernetes-dashboard/services/https:kubernetes-dashboard:/proxy/"&gt;this&lt;/a&gt; URL. The URL reflects the namespace and service name. On the login page, the skip button will be available.&lt;/p&gt;&#10;&lt;h4 class="wp-block-heading" id="h-rancher"&gt;Rancher&lt;/h4&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The official installation guide of Rancher 2.5x recommends RKE Kubernetes. If you prefer not to run a separate cluster on MacOS, you can install it on docker desktop (with Kubernetes enabled). The installation steps require Helm 3 and are completed in three helm commands.&lt;/p&gt;&#10;&lt;ol class="wp-block-list"&gt;&#10;&lt;li&gt;Install Nginx Ingress controller using Helm, following the three commands &lt;a href="https://kubernetes.github.io/ingress-nginx/deploy/#using-helm"&gt;here&lt;/a&gt;. Alternatively, you can apply the rendered template as posted &lt;a href="https://raw.githubusercontent.com/kubernetes/ingress-nginx/controller-v0.48.1/deploy/static/provider/cloud/deploy.yaml"&gt;here&lt;/a&gt;. The controller will later be used by the ingress that Rancher&amp;#8217;s chart creates.&lt;/li&gt;&#10;&lt;li&gt;Follow the steps on &lt;a href="https://ranchermanager.docs.rancher.com/getting-started/installation-and-upgrade/install-upgrade-on-a-kubernetes-cluster"&gt;this&lt;/a&gt; page to install Rancher, even though the page does not say it applies to docker desktop. If you do not have TLS certificate, the Rancher helm chart can generate one for you, using cert-manager.&lt;/li&gt;&#10;&lt;li&gt;The installation exposes rancher application on port 443 of the MacBook, and the cert is issued to &amp;#8220;rancher.my.org&amp;#8221; by default. To access it, add &amp;#8220;127.0.0.1 rancher.my.org&amp;#8221; to the host file.&lt;/li&gt;&#10;&lt;/ol&gt;&#10;&lt;p class="wp-block-paragraph"&gt;To back out from the steps above, just uninstall with helm. For example:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;helm uninstall rancher -n cattle-system&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;helm uninstall cert-manager -n cert-manager&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;helm uninstall ingress-nginx&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h4 class="wp-block-heading" id="h-jenkins"&gt;Jenkins&lt;/h4&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Similar to Rancher, Jenkins instruction assumes minikube cluster instead of docker desktop.&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;helm repo add jenkinsci https://charts.jenkins.io&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;helm repo update&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl create namespace jenkins&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;helm install jenkins -n jenkins -f https://raw.githubusercontent.com/jenkinsci/helm-charts/main/charts/jenkins/values.yaml jenkinsci/jenkins&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl --namespace jenkins port-forward svc/jenkins 8080:8080&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;To find out the default password for admin user:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl -n jenkins get secrets jenkins -o jsonpath&lt;span style="color:#f92672"&gt;={&lt;/span&gt;.data.jenkins-admin-password&lt;span style="color:#f92672"&gt;}&lt;/span&gt; | base64 -D&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;To uninstall Jenkins:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;helm uninstall jenkins -n jenkins&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h3 class="wp-block-heading" id="h-container-runtime"&gt;Container Runtime&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Although I seem to be a proponent of docker desktop thus far, this post would be incomplete to not discuss what is missing with docker desktop. One key difference between docker desktop and minikube is the container runtime being used. Docker desktop uses docker as the runtime, and it does not support other runtime as of now. Minikube allows user to choose runtime, including containerd. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Because of this difference, Kubernetes nodes with Docker as runtime and with containerd as runtime place pod log files in different locations. To find out the runtime, use the following command:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl describe node &amp;lt;node_name&amp;gt; | grep Runtime&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;If the runtime is docker, the stdout of container is placed in /var/lib/docker/containers/&amp;lt;sha&amp;gt;/. If the runtime is containerd, the stdout log of pods are stored in /var/log/containers/. This is important to know when you configure log shipping and needs to get stdout from node. The log path used in containerd is the standard path in compliance with Container Runtime Interface (CRI) so you should develop log shipping solution based on that.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Docker&amp;#8217;s refusal to comply to CRI also caused Kubernetes to stop supporting it as container runtime as of Dec 2020. For more background, refer to &lt;a href="https://kubernetes.io/blog/2020/12/02/dockershim-faq/"&gt;this&lt;/a&gt; and &lt;a href="https://kubernetes.io/blog/2020/12/02/dont-panic-kubernetes-and-docker/"&gt;this&lt;/a&gt;. &lt;a href="https://ink.insertcoin.dev/news/dockershim-deprecation"&gt;Here&lt;/a&gt; is also an article with great diagrams on the removal of docker-shim.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-bottom-line"&gt;Bottom line&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Docker-desktop is a great tool for a quick single-node Kubernetes environment. As of docker 20.10, docker-desktop still uses docker as runtime. This limits its use case to development only. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;If you need a CRI compliant environment, docker-desktop is not a good choice. We will discuss alternatives in the next 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/2021/08/scalable-infrastructure-deployment-in-terraform/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Infrastructure deployment in Terraform 1/2&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://static.digihunch.com/2021/08/creating-tls-certificate-kubernetes/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Creating X.509 TLS certificate for workload on Kubernetes&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item><item><title>Service and Ingress -Traffic Management in Kubernetes</title><link>https://static.digihunch.com/2021/07/traffic-management-in-kubernetes-service-and-ingress/</link><pubDate>Sun, 04 Jul 2021 01:30:00 -0400</pubDate><guid>https://static.digihunch.com/2021/07/traffic-management-in-kubernetes-service-and-ingress/</guid><description>&lt;img src="https://static.digihunch.com/wp-content/uploads/2025/04/feature-ingress-service.webp" alt="Featured image of post Service and Ingress -Traffic Management in Kubernetes" /&gt;&lt;p class="wp-block-paragraph"&gt;Update 2022-08 &amp;#8211; Read my latest article on &lt;a href="https://medium.com/slalom-build/managing-ingress-traffic-on-kubernetes-platforms-ebd537cdfb46"&gt;ingress traffic management&lt;/a&gt;. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In this post we discuss the traffic management in Kubernetes, specifically on Service and Ingress objects. Let&amp;#8217;s start with a traditional architecture:&lt;/p&gt;&#10;&lt;p class="has-white-background-color has-background wp-block-paragraph"&gt;&lt;svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" version="1.1" width="463px" viewBox="-0.5 -0.5 463 251" style="max-width:100%;max-height:251px;"&gt;&lt;defs&gt;&lt;/defs&gt;&lt;g&gt;&lt;rect x="0" y="70" width="460" height="30" fill="#dae8fc" stroke="#6c8ebf" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 458px; height: 1px; padding-top: 85px; margin-left: 1px;"&gt;&lt;div style="box-sizing: border-box; font-size: 0; text-align: center; "&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: #000000; line-height: 1.2; pointer-events: all; white-space: normal; word-wrap: normal; "&gt;Network Load Balancer&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="230" y="89" fill="#000000" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;Network Load Balancer&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;ellipse cx="230" cy="20" rx="60" ry="20" fill="#fff2cc" stroke="#d6b656" pointer-events="all"&gt;&lt;/ellipse&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"&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: 20px; margin-left: 171px;"&gt;&lt;div style="box-sizing: border-box; font-size: 0; text-align: center; "&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: #000000; line-height: 1.2; pointer-events: all; white-space: normal; word-wrap: normal; "&gt;Client&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="230" y="24" fill="#000000" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;Client&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;path d="M 230 63.63 L 230 46.37" fill="none" stroke="#000000" stroke-miterlimit="10" pointer-events="stroke"&gt;&lt;/path&gt;&lt;path d="M 230 68.88 L 226.5 61.88 L 230 63.63 L 233.5 61.88 Z" fill="#000000" stroke="#000000" stroke-miterlimit="10" pointer-events="all"&gt;&lt;/path&gt;&lt;path d="M 230 41.12 L 233.5 48.12 L 230 46.37 L 226.5 48.12 Z" fill="#000000" stroke="#000000" stroke-miterlimit="10" pointer-events="all"&gt;&lt;/path&gt;&lt;rect x="321.43" y="110" width="140" height="140" fill="#f5f5f5" stroke="#666666" pointer-events="none"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject style="overflow: visible; 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text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 48px; height: 1px; padding-top: 205px; margin-left: 84px;"&gt;&lt;div style="box-sizing: border-box; font-size: 0; text-align: center; "&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: #000000; line-height: 1.2; pointer-events: none; white-space: normal; word-wrap: normal; "&gt;App2&lt;br&gt;Service&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="108" y="209" fill="#000000" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;App2&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;path d="M 40.72 160 L 36.75 173.88" fill="none" stroke="#000000" stroke-miterlimit="10" pointer-events="none"&gt;&lt;/path&gt;&lt;path d="M 35.31 178.92 L 33.87 171.23 L 36.75 173.88 L 40.6 173.16 Z" fill="#000000" stroke="#000000" stroke-miterlimit="10" pointer-events="none"&gt;&lt;/path&gt;&lt;path d="M 102.14 160 L 106.11 173.88" fill="none" stroke="#000000" stroke-miterlimit="10" pointer-events="none"&gt;&lt;/path&gt;&lt;path d="M 107.56 178.93 L 102.27 173.16 L 106.11 173.88 L 109 171.23 Z" fill="#000000" stroke="#000000" stroke-miterlimit="10" pointer-events="none"&gt;&lt;/path&gt;&lt;path d="M 71 100 L 71.34 123.63" fill="none" stroke="#000000" stroke-miterlimit="10" pointer-events="none"&gt;&lt;/path&gt;&lt;path d="M 71.41 128.88 L 67.81 121.93 L 71.34 123.63 L 74.81 121.83 Z" fill="#000000" stroke="#000000" stroke-miterlimit="10" pointer-events="none"&gt;&lt;/path&gt;&lt;path d="M 391 100 L 391.34 123.63" fill="none" stroke="#000000" stroke-miterlimit="10" pointer-events="none"&gt;&lt;/path&gt;&lt;path d="M 391.41 128.88 L 387.81 121.93 L 391.34 123.63 L 394.81 121.83 Z" fill="#000000" stroke="#000000" stroke-miterlimit="10" pointer-events="none"&gt;&lt;/path&gt;&lt;/g&gt;&lt;switch&gt;&lt;g requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"&gt;&lt;/g&gt;&lt;a transform="translate(0,-5)" xlink:href="https://www.diagrams.net/doc/faq/svg-export-text-problems" target="_blank" rel="noopener"&gt;&lt;text text-anchor="middle" font-size="10px" x="50%" y="100%"&gt;Viewer does not support full SVG 1.1&lt;/text&gt;&lt;/a&gt;&lt;/switch&gt;&lt;/svg&gt;&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In this traditional architecture, we run application as processes on the operating system on each virtual machine. The application process is bound to a certain ports on the operating system, and is wrapped into services (e.g. systemd). On the same virtual machine, there is also a reverse proxy service (e.g. Nginx). There are several main functional areas as listed below, and how they are fulfilled in traditional architecture:&lt;/p&gt;&#10;&lt;figure class="wp-block-table is-style-regular"&gt;&lt;table class="has-background" style="background-color:#e9fbe5"&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td&gt;Requirement&lt;/td&gt;&lt;td&gt;Detail&lt;/td&gt;&lt;td&gt;Typically fulfilled by&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;L4 Load balancing&lt;/td&gt;&lt;td&gt;TCP/UDP traffic routing, operating at L3 and L4&lt;/td&gt;&lt;td&gt;Network Load Balancer&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;TLS termination&lt;/td&gt;&lt;td&gt;Terminate TLS traffic, operating at L4&lt;/td&gt;&lt;td&gt;TLS termination is available in many products such as Load Balancer (L4/L7), Nginx, or the application itself.&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;Path-based routing&lt;/td&gt;&lt;td&gt;Route request based on URI path, operating at L7&lt;/td&gt;&lt;td&gt;Nginx, modern L7 Load Balancer.&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;Authentication&lt;/td&gt;&lt;td&gt;Integrate with external identity store, operating at L7&lt;/td&gt;&lt;td&gt;Nginx, modern L7 Load Balancer.&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;These requirements are the problems that Kubernetes needs to solve in its own architecture. They are solved by different abstraction objects in Kubernetes. Before getting to traffic management, we first need to expose an application.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-service"&gt;Service&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;During traditional application deployment, we often need to organize a group of homogenous application instances as a single target for batch operation. The Pod object is an abstraction of a single application instance. The Deployment object is an abstraction of a group of homogenous Pods. The purpose of Deployment object is for Pod orchestration only. It is not designed to expose the application. To define how we want to expose an application, we use &lt;a href="https://kubernetes.io/docs/concepts/services-networking/service/"&gt;Service&lt;/a&gt; object.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The service object does not carry exactly the same functionalities as an operating system service. It connects to the frontend (client), as well as to the backend (server). There are two ways to connect to a backend:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;To connect to Pods as backend, use &lt;strong&gt;selector&lt;/strong&gt; and &lt;strong&gt;label&lt;/strong&gt;; the target port is Pod&amp;#8217;s port. This is the most common use case.&lt;/li&gt;&#10;&lt;li&gt;To connect to a custom backend (e.g. external database, services in different namespaces, during workload migration), define an &lt;strong&gt;Endpoints object&lt;/strong&gt; (including address and port), and target the port;&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;On the frontend, there are several ways to expose service to client, as defined in ServiceType property. Each represents a level of exposure:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;&lt;strong&gt;ClusterIP (default)&lt;/strong&gt;: the service gets an internal IP address in the cluster. This is the lowest level of exposure. The service is only reachable from within the cluster. This is a good choice when the service is for internal assumption, such as database.&lt;/li&gt;&#10;&lt;li&gt;&lt;strong&gt;NodePort&lt;/strong&gt;: the service is exposed at a static port on each node. The port must be in a range pre-specified during cluster provisioning (default 30000-32767). Each node proxies traffic to that port to the service. Without a load balancer, each node is a point of entry on its own. &lt;/li&gt;&#10;&lt;li&gt;&lt;strong&gt;LoadBalancer&lt;/strong&gt;: this option works with external load balancer in cloud deployments. The actual creation of the &lt;a href="https://kubernetes.io/docs/concepts/services-networking/service/#internal-load-balancer"&gt;load balancer&lt;/a&gt; happens asynchronously, and information about the provisioned balancer is published in the Service&amp;#8217;s&amp;nbsp;&lt;code&gt;.status.loadBalancer&lt;/code&gt;&amp;nbsp;field. Some cloud providers allow you to specify the&amp;nbsp;&lt;code&gt;loadBalancerIP&lt;/code&gt;. The benefit Load Balancer over NodePort, is it provides a single point of entry (for each service).&lt;/li&gt;&#10;&lt;li&gt;&lt;strong&gt;ExternalName&lt;/strong&gt;: rare use case with custom endpoint object.&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;h4 class="wp-block-heading" id="h-headless-service"&gt;Headless service&lt;/h4&gt;&#10;&lt;p class="wp-block-paragraph"&gt;With service type ClusterIP, if you explicitly specify&amp;nbsp;&lt;code&gt;"None"&lt;/code&gt;&amp;nbsp;for the cluster IP (&lt;code&gt;.spec.clusterIP&lt;/code&gt;), the service is considered a headless service. With a headless service, a cluster IP is not allocated, kube-proxy does not handle these services, and there is no load balancing or proxying done by the platform for them. Each connection to the service is forwarded to one randomly selected backing pod. Hence the document points out that you can use a headless Service to interface with other service discovery mechanisms, without being tied to Kubernetes implementation. The behaviour differs slightly based on whether selectors are present, but both resembles DNS routing with multiple A record.&lt;/p&gt;&#10;&lt;h4 class="wp-block-heading" id="h-virtual-ip"&gt;Virtual IP&lt;/h4&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Kubernetes manages service traffic with virtual IP. When clients connect to virtual IP (VIP), the traffic is automatically transported to an appropriate endpoint. Virtual IP is implemented with kube-proxy. Kube-proxy can work in three modes: userspace, iptables and IPVS. I discussed these terms in &lt;a href="https://static.digihunch.com/2020/11/ipvs-iptables-and-kube-proxy/"&gt;this&lt;/a&gt; post last year. The takeaway is that IPVS is the recommended mode.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-ingress"&gt;Ingress&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Ingress in Kubernetes cannot match up with a counterpart in traditional architecture. It is mainly for path-based request routing. Also, do not confuse Ingress object with Ingress rule as a policy type in Network Policy object. Ingress is a high level abstraction and should be considered over Service object when the followings are involved in the routing.&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;Content-based or path-based L7 routing&lt;/li&gt;&#10;&lt;li&gt;Multiple protocols (e.g. gRPC, WebSockets)&lt;/li&gt;&#10;&lt;li&gt;Authentication&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Ingress usually work with service object (ClusterIP), as illustrated in Kubernetes documentation:&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-large"&gt;&lt;img loading="lazy" decoding="async" width="661" height="321" src="https://static.digihunch.com/wp-content/uploads/2021/06/image-4.png" alt="" class="wp-image-2452"/&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Also note that if you have a service other than HTTP or HTTPS, that you need to expose to the Internet, it is recommended to use a service object of NodePort or LoadBalancer type.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We call Ingress a high-level abstraction. Ingress object (aka ingress resource) itself does not expose application. It simply defines a set of routing rules. The implementation is provided by another object (Ingress Controller), who enforces the routing rules by monitoring and manage traffic using its own Service and Pods. You must have an Ingress controller to satisfy an Ingress. Only creating an Ingress resource has no effect. There are a number of &lt;a href="https://kubernetes.io/docs/concepts/services-networking/ingress-controllers/"&gt;Ingress Controllers&lt;/a&gt; to choose from. &lt;/p&gt;&#10;&lt;h4 class="wp-block-heading" id="h-ingress-resource"&gt;Ingress Resource&lt;/h4&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In an Ingress resource, annotations are used to configure some options, depending on the corresponding Ingress Controller. What annotation can be used depends on the the specific Ingress Controller. The backend can be either a service, or a resource. A common usage for a Resource backend is to ingress data to an object storage backend with static assets. You can define DefaultBackend for an Ingress.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Each Ingress should specify a class, a reference to an IngressClass resource that contains additional configuration including the name of the controller that should implement the class. Before the IngressClass resource and ingressClassname field were added in Kubernetes 1.8, Ingress classes were specified with a &lt;code&gt;kubernetes.io/ingress.class&lt;/code&gt;&amp;nbsp;annotation on the Ingress. This annotation was never formally defined, but was widely supported by Ingress controllers. For example, &lt;a href="https://kubernetes.github.io/ingress-nginx/user-guide/nginx-configuration/annotations/"&gt;here&lt;/a&gt; is the annotations supported by Nginx Controllers.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Below is the yaml output of the ingress from Kubernetes &lt;a href="https://raw.githubusercontent.com/kubernetes/website/main/content/en/examples/service/networking/minimal-ingress.yaml"&gt;documentation&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-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;networking&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;k8s&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;io&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;v1&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;kind&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;Ingress&lt;/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;minimal&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;ingress&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;annotations&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;nginx&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;ingress&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;kubernetes&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;io&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;rewrite&lt;/span&gt;&lt;span style="color:#f92672"&gt;-&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;target&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;/&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;spec&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;rules&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;http&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;paths&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;path&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;/testpath&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;pathType&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;Prefix&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;backend&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;service&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;test&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;port&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;number&lt;/span&gt;&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;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h4 class="wp-block-heading" id="h-ingress-controller"&gt;Ingress Controller&lt;/h4&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Ingress Controller exists in the form of Pods, usually as daemonSet, sometimes as a deployment. The Pods listens for requests to create or modify Ingress within the cluster, and converts the rules in the manifest into configuration directives for a load balancing components. Below is all the components related to Ingress Controller:&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;&amp;gt; kubectl -n ingress-nginx get all&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;NAME READY STATUS RESTARTS AGE&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;pod/ingress-nginx-admission-create-s7486 0/1 Completed &lt;span style="color:#ae81ff"&gt;0&lt;/span&gt; 11d&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;pod/ingress-nginx-admission-patch-sjt2q 0/1 Completed &lt;span style="color:#ae81ff"&gt;2&lt;/span&gt; 11d&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;pod/ingress-nginx-controller-5b74bc9868-6vmjc 1/1 Running &lt;span style="color:#ae81ff"&gt;18&lt;/span&gt; 11d&#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;NAME TYPE CLUSTER-IP EXTERNAL-IP PORT&lt;span style="color:#f92672"&gt;(&lt;/span&gt;S&lt;span style="color:#f92672"&gt;)&lt;/span&gt; AGE&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;service/ingress-nginx-controller LoadBalancer 10.106.25.194 localhost 80:31774/TCP,443:31576/TCP 11d&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;service/ingress-nginx-controller-admission ClusterIP 10.102.38.191 &amp;lt;none&amp;gt; 443/TCP 11d&#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;NAME READY UP-TO-DATE AVAILABLE AGE&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;deployment.apps/ingress-nginx-controller 1/1 &lt;span style="color:#ae81ff"&gt;1&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;1&lt;/span&gt; 11d&#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;NAME DESIRED CURRENT READY AGE&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;replicaset.apps/ingress-nginx-controller-5b74bc9868 &lt;span style="color:#ae81ff"&gt;1&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;1&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;1&lt;/span&gt; 11d&#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;NAME COMPLETIONS DURATION AGE&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;job.batch/ingress-nginx-admission-create 1/1 9s 11d&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;job.batch/ingress-nginx-admission-patch 1/1 25s 11d&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Ingress Controller can be implemented by load balancer resource from cloud platform, or Nginx. When you have one ingress resource and one controller, the matching is assumed. When you have multiple controllers, you need to use the &lt;a href="https://kubernetes.github.io/ingress-nginx/user-guide/multiple-ingress/"&gt;mechanism&lt;/a&gt; from the ingress controller to ensure correct matching.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Nginx is a popular controller and there are a couple of implementations as illustrated &lt;a href="https://www.nginx.com/blog/guide-to-choosing-ingress-controller-part-4-nginx-ingress-controller-options/#NGINX-vs.-Kubernetes-Community-Ingress-Controller"&gt;here&lt;/a&gt;. Let&amp;#8217;s take a look at Nginx Controller as an example. The troubleshooting &lt;a href="https://docs.nginx.com/nginx-ingress-controller/troubleshooting/"&gt;guide&lt;/a&gt; states that, For each Ingress/VirtualServer resource, the Ingress Controller generates a corresponding NGINX configuration file in the&amp;nbsp;&lt;code&gt;/etc/nginx/conf.d&lt;/code&gt;&amp;nbsp;folder. Additionally, the Ingress Controller generates the main configuration file&amp;nbsp;&lt;code&gt;/etc/nginx/nginx.conf&lt;/code&gt;, which includes all the configurations files from&amp;nbsp;&lt;code&gt;/etc/nginx/conf.d&lt;/code&gt;.&amp;nbsp;In the Rancher ingress example above, we can check the nginx &lt;a href="https://docs.nginx.com/nginx-ingress-controller/troubleshooting/#checking-the-generated-config"&gt;configuration&lt;/a&gt; with the commands 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-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl exec ingress-nginx-controller-5b74bc9868-6vmjc -n ingress-nginx -- cat /etc/nginx/nginx.conf | less&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;It is important to understand the difference between a load-balancer type service and an ingress. The &lt;a href="https://kubernetes.io/docs/concepts/services-networking/ingress/#what-is-ingress"&gt;documentation&lt;/a&gt; for ingress states that: An Ingress does &lt;strong&gt;not&lt;/strong&gt; expose &lt;strong&gt;arbitrary ports or protocols&lt;/strong&gt;. Exposing services other than HTTP and HTTPS to the internet typically uses a service of type&amp;nbsp;&lt;a href="https://kubernetes.io/docs/concepts/services-networking/service/#nodeport"&gt;Service.Type=NodePort&lt;/a&gt;&amp;nbsp;or&amp;nbsp;&lt;a href="https://kubernetes.io/docs/concepts/services-networking/service/#loadbalancer"&gt;Service.Type=LoadBalancer&lt;/a&gt;. This is because ingress operates at layer 7, so routes connections based on http host header or url path. Load balanced services operate at layer 4 so can load balance arbitrary tcp/udp/sctp services. Ingress should be backed by L7 load balancer, whereas load-balancer service should be backed by L4 load balancer.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-nginx-ingress-controller"&gt;Nginx Ingress Controller&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;There are several flavours of Nginx ingress controllers that cause much confusion. It is clarified on a blog &lt;a href="https://www.nginx.com/blog/guide-to-choosing-ingress-controller-part-4-nginx-ingress-controller-options/#NGINX-vs.-Kubernetes-Community-Ingress-Controller"&gt;post&lt;/a&gt; on Nginx website. To recap:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;Community version: Found in the &lt;a href="https://github.com/kubernetes/ingress-nginx"&gt;kubernetes/ingress-nginx&lt;/a&gt; repo, the community Ingress controller is based on Nginx Open Source, with docs on &lt;a href="https://kubernetes.github.io/ingress-nginx/"&gt;Kuberentes.io&lt;/a&gt;. It is maintained by the Kubernetes community with &lt;a href="https://www.nginx.com/blog/nginx-sprint-2-0-clear-vision-fresh-code-new-commitments-to-open-source/#resources-for-kubernetes"&gt;assistance&lt;/a&gt; from the F5 Nginx team.&lt;/li&gt;&#10;&lt;li&gt;Nginx version: Found in the &lt;a href="https://github.com/nginxinc/kubernetes-ingress"&gt;nginxinc/kubernetes-ingress&lt;/a&gt; repo, the NGINX Ingress Controller is developed and maintained directly by F5 NGINX team, with docs on &lt;a href="https://docs.nginx.com/nginx-ingress-controller/"&gt;docs.nginx.com&lt;/a&gt;. It is available in two editions:&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;NGINX Open Source-based&lt;/li&gt;&#10;&lt;li&gt;&lt;a href="https://www.nginx.com/products/nginx-ingress-controller/"&gt;NGINX Plus&lt;/a&gt;-based&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;There are also a number of other Ingress controller based on NGINX, such as Kong, but their names are easily distinguished. If you&amp;#8217;re not sure which version you&amp;#8217;re using, check the container image, then compare the image name with the repos listed above.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-load-balancer"&gt;Load Balancer&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Kubernetes by itself does not have an object for Load Balancer. The function of traditional Load Balancer is implemented through Service and Ingress objects in Kubernetes, both of which can be satisfied by a load balancer object from the cloud platform (service-managed load balancer and ingress-managed load balancer). Alternatively, you may stand up a standalone load balancer independent of the Kubernetes cluster, which is not recommended.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;If your architecture is complex and you have a lot of services (e.g. using microservice), then the overhead of managing everything with Service and Ingress in Kubernetes can be significant. In that case, consider delegating these tasks to a &lt;a href="https://en.wikipedia.org/wiki/Service_mesh"&gt;service mesh&lt;/a&gt;.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-troubleshooting"&gt;Troubleshooting&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;There isn&amp;#8217;t a single recipe for troubleshooting service and ingress on Kubernetes. There are some good general guide lines &lt;a href="https://itnext.io/kubernetes-troubleshooting-saga-part-1-pods-deployments-and-cluster-52df5017df93"&gt;here&lt;/a&gt; and &lt;a href="https://itnext.io/kubernetes-troubleshooting-saga-part-2-networking-and-dns-connectivity-7f11013f6148"&gt;here&lt;/a&gt;, in addition to the guides (&lt;a href="https://kubernetes.io/docs/tasks/debug-application-cluster/debug-cluster/"&gt;here&lt;/a&gt; and &lt;a href="https://kubernetes.io/docs/tasks/debug-application-cluster/troubleshooting/"&gt;here&lt;/a&gt;) from official documentation. To run networking command from within the Pod network, you can launch a Pod using nicolaka &lt;a href="https://github.com/nicolaka/netshoot"&gt;netshoot&lt;/a&gt; image.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading"&gt;Bottom line&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We compared service and ingress in Kubernetes. In real life, we use both, and oftentimes along with CRDs of service mesh.&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/2021/06/kubernetes-networking-solutions-overview/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Kubernetes Networking Solutions Overview&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://static.digihunch.com/2021/07/helm-configuration-management-for-kubernetes-resources/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Helm – Configuration Management for Kubernetes Resources&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item><item><title>Kubernetes Networking Solutions Overview</title><link>https://static.digihunch.com/2021/06/kubernetes-networking-solutions-overview/</link><pubDate>Tue, 22 Jun 2021 12:14:26 -0400</pubDate><guid>https://static.digihunch.com/2021/06/kubernetes-networking-solutions-overview/</guid><description>&lt;img src="https://static.digihunch.com/wp-content/uploads/2025/04/feature-k8s-networking.webp" alt="Featured image of post Kubernetes Networking Solutions Overview" /&gt;&lt;p class="wp-block-paragraph"&gt;Kubernetes networking involves a lot of details. We discuss some CNI plugins in this post. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The most basic mode is &lt;a href="https://kubernetes.io/docs/concepts/extend-kubernetes/compute-storage-net/network-plugins/#kubenet"&gt;kubenet&lt;/a&gt;. We use &amp;#8211;network-plugin=kubenet with kubelet process to use it. Kubenet is not a CNI plugin, but it works with bridge, lo and host-local (CNI-compliant implementations). We can directly specify MTU with &amp;#8211;network-plugin-mtu. Kubenet is a basic network plugin, based on bridge plugin, with the addition of port mapping and traffic shaping. It does not offer cross-node networking itself. Today it is typically used with managed clusters by cloud providers, where the cloud provider set up routing rules themselves for inter-node communication.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;When a cluster goes multi-node, the main challenge is communication between Pods across different nodes. Pods come and go. The size of cluster could increase or decrease as well. The network solutions come in two network types: overlay network based on encapsulation, or non-overlay networks, most likely using routing techniques. Common backends for for multi-host container networking solutions include VXLAN encapsulation, IPIP encapsulation, host-gw, IPSec. In addition, there are some backends that only used by certain plugins.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-common-backends"&gt;Common Backends&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;&lt;strong&gt;VXLAN&lt;/strong&gt;: use in-kernel VXLAN to encapsulate the packets. VXLAN is a &lt;a href="https://developers.redhat.com/blog/2018/10/22/introduction-to-linux-interfaces-for-virtual-networking#"&gt;virtual networking capability&lt;/a&gt; in Linux which is also used in &lt;a href="https://static.digihunch.com/2020/08/virtualization-4-of-4-networking/"&gt;virtualization&lt;/a&gt; technology. VXLAN is an overlay technology requiring encapsulation of overlay network&amp;#8217;s layer-2 frame into UDP packet at layer 4 of underlay network. When configured, the VxLAN backend creates a Flannel interface on every host. When a container on one node wishes to send traffic to a different node, the packet goes from the container to the bridge interface in the host&amp;#8217;s network namespace. From there the bridge forwards it to the Flannel inteface because the kernel route table designates that this interface is the target for the non-local portion of the overlay network. The Flannel network drive wraps the packet in a UDP packet and sends it to the target host. Once it arrives at its destination, the process flows in reverse, with the Flannel driver on the destination host unwrapping the packet, sending it to the bridge interface, and from there the packet find its way into the overlay network and to the destination Pod.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;&lt;strong&gt;host-gw&lt;/strong&gt;: the host-gw is a non-overlay solution that maintains route tables on Linux Host to allow Pods to communicate across Nodes. It is only used in Flannel plugin. Suppose we have two hosts, each with two containers as connected below. Initially, container0 is not able to reach container2 because eth0 on node0 does not have an entry that matches container2&amp;#8217;s IP address. The packet is there sent to default route, which isn&amp;#8217;t destined to container2. &lt;/p&gt;&#10;&lt;figure class="wp-block-image is-resized"&gt;&lt;img loading="lazy" decoding="async" src="https://gblobscdn.gitbook.com/assets%2F-LOuzrzA9qdsjWfu2rC9%2F-LUPoGQ1ihiJFofTaO7A%2F-LUPoH4I_mQkNKdfkxU1%2Fhost-gw.png?alt=media" alt="" style="width:840px;height:366px" width="840" height="366"/&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;However, if we build rules to match container IP address, on the route table of each node. The issue would be solved. This is essentially how host-gw works. Specifically, on node 0, we add &amp;#8220;ip route add 192.168.1.0/24 via 10.20.0.2 dev eth0&amp;#8221;, on node 1, we add &amp;#8220;ip route add 192.168.0.0/24 via 10.20.0.1 dev eth0). The host-gw in Flannel will manage rule addition to us. Note that the two hosts must have direct layer 2 connectivity. In other words, there must not be a router between the two nodes. Otherwise, the routing table on the router is out of reach. In fact, all nodes in a Flannel network must have layer 2 connectivity with each other. In other words, all nodes must be in a single LAN. Host-gw provides better performance than VxLAN.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;&lt;strong&gt;IPSec&lt;/strong&gt; uses in-kernel IPSec to encapsulate and encrypt the packets. IPsec is a group of protocols to ensure authentication and encryption per packet between devices. Since it secures traffic at layer 3 and now it has become a major backend technology for VPN. IPsec adds several headers and trailers to datagram containing authentication and encryption information. The two major protocols working in IPSec are AH (Authentication Header) and ESP (Encapsulating Security Payload). AH serves up authentication services only; ESP provides both authentication and encryption abilities. It also uses IKE protocol for key exchange.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;IPSec works in two modes: transport and tunnelling mode. &lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;Transport mode creates a secure tunnel between two devices end to end. The payload of each datagram is encrypted, but the original IP header is not. Intermediary routers are thus able to view the final destination of each datagram, unless a separate tunnelling protocol (e.g. GRE) is used.&lt;/li&gt;&#10;&lt;li&gt;Tunnel mode works between two endpoints, such as two routers, protecting all traffic that goes through the tunnel. The original IP header containing the final destination of the datagram is encrypted, in addition to the payload. To tell intermediary routers where to forward the datagrams, IPsec adds a new IP header. At each end of the tunnel, the routers decrypt the IP headers to deliver the datagram to their destinations. The intermediary routers does not know the final destination, or what transport protocol is used.&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;&lt;strong&gt;IPIP&lt;/strong&gt; (IP over IP) tunnel is typically used to connect two internal IPv4 subnets through public IPv4 internete. It has the lowest overhead but can only transmit IPv4 unicast traffic.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-cni-plugins"&gt;CNI Plugins&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Originally, the network functions were developed in-tree. Then the CNI specification came up to allow plugin development out-of-tree to implement cluster networking functions. The Container Network Interface seeks to completely decoupled network management from container runtime. Kubernetes picked CNI over CNM in 2016, as discussed in my &lt;a href="https://static.digihunch.com/2020/08/virtualization-4-of-4-networking/"&gt;virtualization&lt;/a&gt; discussion. CNI clearly defines the specification for following activities:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;When a Pod comes up, give it a network interface&lt;/li&gt;&#10;&lt;li&gt;Assign IP to the network interface&lt;/li&gt;&#10;&lt;li&gt;When a Pod is deleted, delete the associated network interface&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;When we configure a Kubernetes cluster, we must specify &amp;#8211;network-plugin switch, so that the cluster is operational. If we use CNI as network-plugin, we also need to install the plugin, optionally with the help of Rancher.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;On the worker node, we use &amp;#8211;network-plugin=cni with kubelet process to use CNI plugins. A plugin may consist one or more binaries. The binaries are located in /opt/cni/bin (or otherwise specified by &amp;#8211;cni-bin-dir). The configurations are located in /etc/cni/net.d (or otherwise specified in &amp;#8211;cni-conf-dir). Note that the configuration file may reference different plugin implementations for different network management purpose (e.g. interface creating, address allocation, etc). The &lt;a href="https://github.com/containernetworking/plugins"&gt;container networking repo&lt;/a&gt; provided some reference implementations and some of them are used by other plugins. These reference implementations include:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;Main (interface creating): bridge, ipvlan, loopback, ptp, macvlan, etc&lt;/li&gt;&#10;&lt;li&gt;IPAM (IP address management): host-local, dhcp, static&lt;/li&gt;&#10;&lt;li&gt;Meta (other plugins): portmap, bandwidth&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;So, a CNI plugin consists of a networking solution for backend, and binaries to cover the aspects outlined above. I discussed some common backends above. Below I will introduce some common plugins and backends only available to each plugin&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-flannel"&gt;Flannel&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Flannel by CoreOS: supports a range of backends. The advantage of Flannel is it reduces the complexity of doing port mapping. &lt;a href="https://blog.laputa.io/kubernetes-flannel-networking-6a1cb1f8ec7c"&gt;This&lt;/a&gt; is a great post that covers the mechanism.&lt;/p&gt;&#10;&lt;figure class="wp-block-image is-resized"&gt;&lt;img loading="lazy" decoding="async" src="https://miro.medium.com/max/983/1*EFr8ohzABfStS7o9gGMYKw.png" alt="" style="width:737px;height:217px" width="737" height="217"/&gt;&lt;figcaption class="wp-element-caption"&gt;Flannel with overlay (e.g. VxLAN on UDP encapsulation)&lt;/figcaption&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;It supports VXLAN, host-gw, IPSec, IPIP as well as the followings:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;&lt;strong&gt;Amazon VPC&lt;/strong&gt;: recommended with Amazon VPC. AWS VPC creates IP routes in an AWS route table. The number of records in this table is limited by 50 so you can&amp;#8217;t have more than 50 machines in a cluster.&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;&lt;strong&gt;GCE&lt;/strong&gt;: recommended with Google Compute Engine Network. Instead of using encapsulation, GCE also manipulates IP route to achieve maximum performance. Because of this, a separate flannel interface is not created.&lt;/li&gt;&#10;&lt;li&gt;&lt;strong&gt;UDP&lt;/strong&gt;: debugging only for old kernels that don&amp;#8217;t support VXLAN&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;h3 class="wp-block-heading" id="h-calico"&gt;Calico&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;&lt;a href="https://en.wikipedia.org/wiki/Border_Gateway_Protocol"&gt;Border Gateway Protocol &lt;/a&gt;(BGP) is a standardized exterior gateway protocol designed to exchange routing and reachability information among autonomous systems (AS) on the Internet.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Calico operates at layer 3. It prefers BGP without an overlay network for the highest speed and efficiency, but in scenarios where hosts cannot directly communicate with one another, it can utilize an overlay solution (e.g. VxLAN or IP-in-IP). Calico also supports network policies for protecting workloads and nodes from malicious activity or aberrant applications.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The Calico networking Pod contains a CNI container to keep track of Pod deployment, and register addresses and routes. It also contains a daemon that announces the IP and route information to the network via the Border Gateway Protocol (BGP). The BGP daemon build a map of the network that enables cross-host communication.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Calico requires a distributed and fault-tolerant key/value store, and deployments often choose etcd to deliver this component. Calico uses it to store metadata about routes, virtual interfaces, and entwork policy objects. Calico can either use a separate HA deployment of etcd, or the same etcd datastore with the Kubernetes cluster.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;When we are unable to use BGP (e.g. with cloud provider, or in an environment where we have no permission to configure router peers. Calico&amp;#8217;s IP-in-IP mode encapsulates packets before sending them to other nodes.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Once IP-in-IP is configured, Calico wraps inter-Pod packets in a new packet with headers that indicate the source of the packet is the host with the originating Pod, and the target of the packet is the host with the destination Pod. The Linux kernel performs this encapsulation, and then forwards the packet to the destination host where it is unwrapped and delivered to the destination Pod.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-canal"&gt;Canal&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The followings is quoted from Rancher &lt;a href="https://rancher.com/blog/2019/2019-03-21-comparing-kubernetes-cni-providers-flannel-calico-canal-and-weave/"&gt;website&lt;/a&gt;:&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Canal seeks to integrate the networking layer provided by Flannel with the networking policy capabilities of Calico. As the contributors worked through the details however, it became apparent that a full integration was not necessarily needed if work was done on both projects to ensure standardization and flexibility. As a result, the official project became somewhat defunct, but the intended ability to deploy the two technology together was achieved. For this reason, it&amp;#8217;s still sometimes easiest to refer to the combination as &amp;#8220;Canal&amp;#8221; even if the project no longer exists. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Because Canal is a combination of Flannel and Calico, its benefits are also at the intersection of these two technologies. The networking layer is the simple overlay provided by Flannel that works across many different deployment environments without much additional configuration. The network policy capabilities layered on top supplement the base network with Calico’s powerful networking rule evaluation to provide additional security and control.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-weave-net"&gt;Weave Net&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Weave Net by Weaveworks offers a different paradigm. Weave creates a mesh overlay network between each of the nodes in the cluster, allowing for flexible routing between participants. Applications use the network just as if the containers were all plugged into the same network switch, with no need to configure port mappings and links.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;For more good references to determine networking options, check out these posts:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;Calico &lt;a href="https://projectcalico.docs.tigera.io/networking/determine-best-networking"&gt;blog&lt;/a&gt;&lt;/li&gt;&#10;&lt;li&gt;Rancher &lt;a href="https://www.suse.com/c/rancher_blog/comparing-kubernetes-cni-providers-flannel-calico-canal-and-weave/"&gt;blog&lt;/a&gt;&lt;/li&gt;&#10;&lt;li&gt;Kubevious &lt;a href="https://kubevious.io/blog/post/comparing-kubernetes-container-network-interface-cni-providers"&gt;blog&lt;/a&gt;&lt;/li&gt;&#10;&lt;/ul&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/2021/06/kubernetes-storage-explained/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Kubernetes Storage Explained – from in-tree plugin to CSI&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://static.digihunch.com/2021/07/traffic-management-in-kubernetes-service-and-ingress/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Service and Ingress -Traffic Management in Kubernetes&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item><item><title>Basic Resource Object in Kubernetes 2 of 2</title><link>https://static.digihunch.com/2021/02/basic-resource-object-in-kubernetes-2-of-2/</link><pubDate>Mon, 08 Feb 2021 21:02:16 -0400</pubDate><guid>https://static.digihunch.com/2021/02/basic-resource-object-in-kubernetes-2-of-2/</guid><description>&lt;p class="wp-block-paragraph"&gt;We continued from previous posting about resource object, starting from storage related ones. &lt;/p&gt;&#10;&lt;div class="wp-block-image"&gt;&lt;figure class="aligncenter"&gt;&lt;img decoding="async" src="https://github.com/kubernetes/community/raw/master/icons/png/resources/labeled/vol-128.png" alt=""/&gt;&lt;figcaption&gt;Volume&lt;/figcaption&gt;&lt;/figure&gt;&lt;/div&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In Kubernetes, we use the term volume to refer to a section storage device. There are many plugins, compliant to Container Storage Interface (CSI), to allow heterogeneous storage resources to be surfaced as volumes in Kubernetes. CSI allows storage driver to operate in parallel to the main Kubernetes code tree. Any driver that complies with CSI would work with any orchestration platform that requires CSI, such as Docker Swarm, Kubernetes. Three main resources in the storage system are: PV (persistent volumes), PVC (persistent volume claims), and SC (storage classes).&lt;/p&gt;&#10;&lt;div class="wp-block-image"&gt;&lt;figure class="aligncenter"&gt;&lt;img decoding="async" src="https://github.com/kubernetes/community/raw/master/icons/png/resources/labeled/pv-128.png" alt=""/&gt;&lt;figcaption&gt;Persistent Volume&lt;/figcaption&gt;&lt;/figure&gt;&lt;/div&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Persistent Volumes (PV) allows you to map external storage onto the Kubernetes cluster. It is a representation of the external storage on the cluster. A single external storage volume can only be represented by a single PV. For example, you cannot have a 50GB external volume that has two 25GB PVs each representing half of it.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;PV can be mounted in three options:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&lt;li&gt;RWO (ReadWriteOnce): allows single PVC to mount. This is common for block device.&lt;/li&gt;&lt;li&gt;RWM (ReadWriteMany): allows multiple PVCs to bind as read and write. This is common for file and object level access.&lt;/li&gt;&lt;li&gt;ROM (ReadOnlyMany): allows multiple PVCs to bind as read only. Think of it along the lines of ISO media.&lt;/li&gt;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Note that a PV can only be opened in one of the modes above. All connecting PVC (if multiple are allowed) will use that mode.&lt;/p&gt;&#10;&lt;div class="wp-block-image"&gt;&lt;figure class="aligncenter"&gt;&lt;img decoding="async" src="https://github.com/kubernetes/community/raw/master/icons/png/resources/labeled/pvc-128.png" alt=""/&gt;&lt;figcaption&gt;Persistent Volume Claim&lt;/figcaption&gt;&lt;/figure&gt;&lt;/div&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Persistent Volume Claims (PVC) act like tickets that authorize applications (Pods) to use a PV. Once a Pod has the PVC, it can bind the respective PV as a volume. You need to specify PV name when declaring a PVC to associate them. Pods do not act directly on PVs, they always act on the PVC object that is bound to the PV. When a PVC is released, two actions can be configured in the policy: Delete and Retain. The delete policy will delete the PV as well as associated storage resource on the external storage system. The retain policy will keep the associated PV object on the cluster as well as any data stored on the associated external assets.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The spec section of PVC object declaration must match the fields in the corresponding PV it binds to. For example access modes, capacity and storage class name.&lt;/p&gt;&#10;&lt;div class="wp-block-image"&gt;&lt;figure class="aligncenter"&gt;&lt;img decoding="async" src="https://github.com/kubernetes/community/raw/master/icons/png/resources/labeled/sc-128.png" alt=""/&gt;&lt;figcaption&gt;Storage Class&lt;/figcaption&gt;&lt;/figure&gt;&lt;/div&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Storage classes allow you to define different classes (or tiers) of storage using an external provisioner such as aws-ebs. This works well with cloud storage provider. As long as the plugin for storage backend is available, you can configure as many StorageClass object as you need, and even specify to encrypt them. Storage classes create PV dynamically, so you will need to create PVC object that reference the newly created storage class, in order to use cloud storage.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The whole purpose of storage class is to create PVs dynamically, for various storage backend/plugin. You just create the StorageClass object and use a plugin to tie it to a particular type of storage on a particular storage back-end. When matching PVCs appear, the StorageClass dynamically creates the required volume on the back-end storage system.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;If a cluster has a default storage class, you can deploy a Pod using just PVC with PodSpec, without explicitly declare storage class per Pod. However, this is not recommended in production.&lt;/p&gt;&#10;&lt;div class="wp-block-image"&gt;&lt;figure class="aligncenter"&gt;&lt;img decoding="async" src="https://github.com/kubernetes/community/raw/master/icons/png/resources/labeled/cm-128.png" alt=""/&gt;&lt;figcaption&gt;ConfigMaps&lt;/figcaption&gt;&lt;/figure&gt;&lt;/div&gt;&#10;&lt;p class="wp-block-paragraph"&gt;With modern application it is a good practice to decouple configurations from application execution environment. They are stored separately but brought together at runtime. ConfigMap (CM) allows you to store configuration data outside of a Pod, and dynamically inject the configuration data into a Pod at runtime. ConfigMaps are essentially key/value pairs, and each key/value pair is called an entry.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Once data is stored in a ConfigMap, it can be injected into containers at run-time via one of the three methods:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&lt;li&gt;environment variables: updates to ConfigMap is not updated &lt;/li&gt;&lt;li&gt;arguments to the container&amp;#8217;s startup command (very limited)&lt;/li&gt;&lt;li&gt;files in a volume (most flexible): requires creating a ConfigMap volume in the Pod template and mounting. Eateries in the ConfigMap will appear in the container as individual files. You can make changes to entries after a container is deployed, and the change is seen in the file.&lt;/li&gt;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The application is unaware that the data originally came from a ConfigMap. Also note that ConfigMap is not to store sensitive data.&lt;/p&gt;&#10;&lt;div class="wp-block-image"&gt;&lt;figure class="aligncenter"&gt;&lt;img decoding="async" src="https://github.com/kubernetes/community/raw/master/icons/png/resources/labeled/secret-128.png" alt=""/&gt;&lt;figcaption&gt;Secret&lt;/figcaption&gt;&lt;/figure&gt;&lt;/div&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Kubernetes Secrets let you store and manage sensitive information, such as passwords, OAuth tokens, and ssh keys. Storing confidential information in a Secret is safer and more flexible than putting it verbatim in a Pod definition or in a container image.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The name of a Secret object must be a valid DNS subdomain name. A Secret can be used with a Pod in three ways:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&lt;li&gt;As files in a volume mounted on one or more of its containers.&lt;/li&gt;&lt;li&gt;As container environment variable.&lt;/li&gt;&lt;li&gt;By the kubelet when pulling images for the Pod.&lt;/li&gt;&lt;/ul&gt;&#10;&lt;div class="wp-block-image"&gt;&lt;figure class="aligncenter"&gt;&lt;img decoding="async" src="https://github.com/kubernetes/community/raw/master/icons/png/resources/labeled/ing-128.png" alt=""/&gt;&lt;figcaption&gt;Ingress&lt;/figcaption&gt;&lt;/figure&gt;&lt;/div&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Ingress manages manages external access to the services in a cluster, typically HTTP. It may provide load balancing, SSL termination and name-based virtual hosting. Also, you must have an Ingress controller to satisfy an Ingress. Only creating an Ingress resource has no effect.You can choose from a number of Ingress controllers. Nginx is a common flavour.&lt;/p&gt;&#10;&lt;div class="wp-block-image"&gt;&lt;figure class="aligncenter is-resized"&gt;&lt;img loading="lazy" decoding="async" src="https://github.com/kubernetes/community/raw/master/icons/png/resources/labeled/limits-128.png" alt="" width="128" height="124"/&gt;&lt;/figure&gt;&lt;/div&gt;&#10;&lt;p class="wp-block-paragraph"&gt;By default, containers run with unbounded compute resources on a Kubernetes cluster. With resource quotas, cluster administrators can restrict resource consumption and creation on a namespace basis. Within a namespace, a Pod or Container can consume as much CPU and memory as defined by the namespace&amp;#8217;s resource quota. There is a concern that one Pod or Container could monopolize all available resources. A LimitRange is a policy to constrain resource allocations (to Pods or Containers) in a namespace.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;A LimitRange provides constraints that can:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&lt;li&gt;Enforce minimum and maximum compute resources usage per Pod or Container in a namespace.&lt;/li&gt;&lt;li&gt;Enforce minimum and maximum storage request per PersistentVolumeClaim in a namespace.&lt;/li&gt;&lt;li&gt;Enforce a ratio between request and limit for a resource in a namespace.&lt;br&gt;Set default request/limit for compute resources in a namespace and automatically inject them to Containers at runtime.&lt;/li&gt;&lt;/ul&gt;&#10;&lt;div class="wp-block-image"&gt;&lt;figure class="aligncenter"&gt;&lt;img decoding="async" src="https://github.com/kubernetes/community/raw/master/icons/png/resources/labeled/quota-128.png" alt=""/&gt;&lt;figcaption&gt;Resource Quotas&lt;/figcaption&gt;&lt;/figure&gt;&lt;/div&gt;&#10;&lt;p class="wp-block-paragraph"&gt;When several users or teams share a cluster with a fixed number of nodes, there is a concern that one team could use more than its fair share of resources. Resource quotas are a tool for administrators to address this concern.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;A resource quota, defined by a ResourceQuota object, provides constraints that limit aggregate resource consumption per namespace. It can limit the quantity of objects that can be created in a namespace by type, as well as the total amount of compute resources that may be consumed by resources in that namespace.&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/2021/01/a-shallow-dive-into-artificial-intelligence/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;A shallow dive into Artificial Intelligence&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://static.digihunch.com/2021/02/interpret-census-data-from-statistics-canada/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Census Data from Statistics Canada&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item></channel></rss>