{"id":4587,"date":"2026-02-13T21:24:44","date_gmt":"2026-02-13T15:54:44","guid":{"rendered":"https:\/\/itsupportwale.com\/blog\/what-is-kubernetes-orchestration-benefits-and-best-practices\/"},"modified":"2026-02-13T21:24:44","modified_gmt":"2026-02-13T15:54:44","slug":"what-is-kubernetes-orchestration-benefits-and-best-practices","status":"publish","type":"post","link":"https:\/\/itsupportwale.com\/blog\/what-is-kubernetes-orchestration-benefits-and-best-practices\/","title":{"rendered":"What is Kubernetes Orchestration? Benefits &#038; Best Practices"},"content":{"rendered":"<p>text<br \/>\n[2024-05-22T03:15:02.482Z] ERROR: k8s-api-server: pod\/checkout-service-7f8d9b6c4-x9z2q status: CrashLoopBackOff<br \/>\n[2024-05-22T03:15:04.112Z] INFO: kubelet: Back-off restarting failed container checkout-service in pod checkout-service-7f8d9b6c4-x9z2q_prod(8d2f&#8230;)<br \/>\n[2024-05-22T03:15:10.991Z] WARN: etcd: request &#8220;PUT \/registry\/services\/endpoints\/prod\/checkout-service&#8221; took too long (1.4s)<br \/>\n[2024-05-22T03:15:12.001Z] FATAL: controller-manager: Failed to sync node status for ip-10-0-42-11.ec2.internal: connection refused<br \/>\n[2024-05-22T03:15:15.442Z] STACKTRACE: goroutine 4021 [running]: k8s.io\/kubernetes\/pkg\/controller\/endpoint.(*Controller).syncService&#8230;<\/p>\n<pre class=\"codehilite\"><code>It\u2019s 3:15 AM. My third cup of lukewarm, sludge-like coffee is staring back at me with more life in it than I have left in my marrow. I\u2019ve been staring at this terminal for 72 hours. My eyes feel like they\u2019ve been scrubbed with industrial-grade sandpaper. The Slack &quot;knock-brush&quot; sound is currently triggering a fight-or-flight response that my adrenal glands are too exhausted to fulfill. \n\nWe were told Kubernetes would be the &quot;operating system of the cloud.&quot; They told us it would handle the heavy lifting. They lied. Kubernetes isn't an operating system; it\u2019s a Rube Goldberg machine built out of brittle YAML and false promises, held together by the sheer, desperate willpower of SREs who just want to sleep for six consecutive hours.\n\n## The Hubris of the v1.30.2 Migration\n\nIt started with a Jira ticket. &quot;Upgrade cluster to v1.30.2 to leverage latest security patches and API stability.&quot; We were on 1.28. We were happy. Or as happy as you can be when you\u2019re managing a fleet of 400 nodes. But the &quot;thought leaders&quot; in the architecture guild decided we needed to be on the bleeding edge. \n\nThe migration to v1.30.2 wasn't just a version bump; it was a descent into an architectural abyss. They graduated `FlowSchema` and `PriorityLevelConfiguration` to `v1`, and suddenly, our custom admission controllers\u2014the ones written by a guy who left the company three years ago to start a goat farm\u2014started vomiting errors. The API server began throttling requests because the default concurrency limits in v1.30.2 are more aggressive than a debt collector.\n\nWe thought we could just &quot;orchestrate&quot; our way out of it. We thought the control plane would protect us. But the control plane is a fickle god. When you\u2019re running at scale, the abstraction layer doesn't hide complexity; it just buries it under ten layers of opaque logging and &quot;helpful&quot; automation that deletes your production workloads because a heartbeat packet was three milliseconds late.\n\n## The YAML Indentation that Cost Us $40k\n\nLet\u2019s talk about the &quot;configuration&quot; aspect of orchestration. We\u2019re told that declarative configuration is the path to enlightenment. In reality, it\u2019s a path to a $40,000 AWS bill because a junior dev missed two spaces in a `resources` block.\n\nLook at this manifest. This is what brought down the checkout service. See if you can spot the &quot;orchestration&quot; feature that turned into a bug.\n\n```yaml\napiVersion: apps\/v1\nkind: Deployment\nmetadata:\n  name: checkout-service\n  namespace: prod\nspec:\n  replicas: 50\n  selector:\n    matchLabels:\n      app: checkout\n  template:\n    metadata:\n      labels:\n        app: checkout\n    spec:\n      containers:\n      - name: checkout-service\n        image: internal-registry.io\/checkout:v2.4.1\n        ports:\n        - containerPort: 8080\n        resources:\n        requests:\n          memory: &quot;256Mi&quot;\n          cpu: &quot;100m&quot;\n          limits:\n            memory: &quot;2Gi&quot;\n            cpu: &quot;1&quot;\n        livenessProbe:\n          httpGet:\n            path: \/healthz\n            port: 8080\n          initialDelaySeconds: 3\n          periodSeconds: 3\n<\/code><\/pre>\n<p>Did you see it? The <code>requests<\/code> and <code>limits<\/code> are siblings under <code>resources<\/code>. But wait\u2014look at the indentation of <code>limits<\/code>. It\u2019s nested under <code>requests<\/code> because of a copy-paste error from a &#8220;best practices&#8221; <a href=\"https:\/\/itsupportwale.com\/blog\/\" title=\"Read more about blog\">blog<\/a> post. The parser didn&#8217;t complain. It just ignored the limits entirely. <\/p>\n<p>The result? Fifty pods spun up with no CPU or memory caps. The <code>checkout-service<\/code>, which has a memory leak we\u2019ve been &#8220;monitoring&#8221; since 2022, proceeded to consume every available byte on the worker nodes. The OOMKiller, K8s&#8217;s resident sociopath, woke up and started murdering critical system processes\u2014including the <code>kubelet<\/code> and the <code>log-collector<\/code>. <\/p>\n<p>The &#8220;orchestrator&#8221; saw the pods dying and, in its infinite, automated wisdom, decided the best course of action was to reschedule them onto the <em>other<\/em> healthy nodes. It was a digital plague. A cascading failure of &#8220;self-healing&#8221; that wiped out three availability zones in fifteen minutes.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_80 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-69cd90c14c1a8\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-69cd90c14c1a8\"  aria-label=\"Toggle\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/itsupportwale.com\/blog\/what-is-kubernetes-orchestration-benefits-and-best-practices\/#Etcd_is_Not_Your_Friend\" >Etcd is Not Your Friend<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/itsupportwale.com\/blog\/what-is-kubernetes-orchestration-benefits-and-best-practices\/#The_CNI_Rabbit_Hole_Flannel_Calico_and_the_Ghost_of_BGP\" >The CNI Rabbit Hole: Flannel, Calico, and the Ghost of BGP<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/itsupportwale.com\/blog\/what-is-kubernetes-orchestration-benefits-and-best-practices\/#CSI_Drivers_and_the_Lie_of_Persistent_State\" >CSI Drivers and the Lie of Persistent State<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/itsupportwale.com\/blog\/what-is-kubernetes-orchestration-benefits-and-best-practices\/#Admission_Controllers_The_Gatekeepers_of_My_Insomnia\" >Admission Controllers: The Gatekeepers of My Insomnia<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/itsupportwale.com\/blog\/what-is-kubernetes-orchestration-benefits-and-best-practices\/#The_Cognitive_Load_of_the_%E2%80%9CPlumbing%E2%80%9D\" >The Cognitive Load of the &#8220;Plumbing&#8221;<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Etcd_is_Not_Your_Friend\"><\/span>Etcd is Not Your Friend<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>If Kubernetes is the brain, <code>etcd<\/code> is the nervous system. And our nervous system is currently having a grand mal seizure. <\/p>\n<p>When you scale a cluster, everyone talks about node count. Nobody talks about the <code>etcd<\/code> commit latency. We\u2019re running on NVMe drives, and we\u2019re still seeing <code>request took too long<\/code> warnings. Why? Because orchestration creates a deafening amount of chatter. Every time a pod changes state, every time a secret is updated, every time a ConfigMap is touched, <code>etcd<\/code> has to reach consensus.<\/p>\n<pre class=\"codehilite\"><code class=\"language-bash\"># Checking the health of the nervous system while the world burns\n$ kubectl get componentstatuses\nWarning: v1 ComponentStatus is deprecated in v1.19+\nNAME                 STATUS    MESSAGE                         ERROR\ncontroller-manager   Healthy   ok                              \nscheduler            Healthy   ok                              \netcd-0               Unhealthy {&quot;health&quot;:&quot;false&quot;,&quot;error&quot;:&quot;etcdserver: request timed out&quot;}\n<\/code><\/pre>\n<p>When <code>etcd<\/code> lags, the entire illusion of orchestration shatters. The API server starts returning 504s. The <code>kube-scheduler<\/code> stops scheduling. You\u2019re left with a static snapshot of a dying system, and you can\u2019t even run a <code>kubectl delete pod<\/code> to stop the bleeding because the command can\u2019t be persisted to the state store. <\/p>\n<p>We spent six hours tuning the <code>--quota-backend-bytes<\/code> and the <code>--heartbeat-interval<\/code>. We weren&#8217;t &#8220;innovating.&#8221; We weren&#8217;t &#8220;delivering value.&#8221; We were performing open-heart surgery on a database that thinks 10ms of disk latency is a death sentence.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_CNI_Rabbit_Hole_Flannel_Calico_and_the_Ghost_of_BGP\"><\/span>The CNI Rabbit Hole: Flannel, Calico, and the Ghost of BGP<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Orchestration implies that networking is a solved problem. &#8220;Just use a CNI,&#8221; they say. &#8220;It\u2019s a flat network,&#8221; they say. <\/p>\n<p>They don&#8217;t mention the VXLAN overhead. They don&#8217;t mention the <code>conntrack<\/code> table exhaustion that happens when your microservices start talking to each other like caffeinated teenagers. We\u2019re using Calico with BGP peering, and yesterday, a top-of-rack switch decided it didn&#8217;t like the number of routes we were pushing. <\/p>\n<p>The &#8220;orchestrator&#8221; didn&#8217;t know. It kept sending traffic into a black hole.<\/p>\n<pre class=\"codehilite\"><code class=\"language-bash\"># Digging through the wreckage of the node-to-node mesh\n$ ip route show type unicast\ndefault via 10.0.0.1 dev eth0 proto dhcp src 10.0.42.11 metric 100 \n10.244.0.0\/24 via 10.244.0.0 dev flannel.1 onlink \n10.244.1.0\/24 via 10.244.1.0 dev flannel.1 onlink \n# Error: RTNETLINK answers: No such process\n<\/code><\/pre>\n<p>I had to explain to a Product Manager why the &#8220;seamless&#8221; failover didn&#8217;t work. I had to explain that the &#8220;overlay network&#8221; had an MTU mismatch with the &#8220;underlay network,&#8221; causing fragmented packets to be dropped by the firewall. He asked if we could &#8220;just use a LoadBalancer.&#8221; I almost threw my mechanical keyboard through the window. <\/p>\n<p>The plumbing required to make two pods talk to each other across a VPC boundary is more complex than the actual application code. We have <code>kube-proxy<\/code> running in IPVS mode, <code>CoreDNS<\/code> struggling with <code>ndots:5<\/code> search suffixes that cause five DNS lookups for every single internal request, and a service mesh that adds 10ms of latency to every hop just so we can have a pretty dashboard that nobody looks at.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"CSI_Drivers_and_the_Lie_of_Persistent_State\"><\/span>CSI Drivers and the Lie of Persistent State<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>&#8220;Kubernetes is great for stateful workloads now!&#8221; <\/p>\n<p>That\u2019s the lie they tell you at KubeCon. The reality is the Container Storage Interface (CSI). We\u2019re using the AWS EBS CSI driver. When a node dies\u2014which it does, because we\u2019re using Spot Instances to &#8220;save money&#8221;\u2014the EBS volume stays &#8220;attached&#8221; to the dead node. <\/p>\n<p>The orchestrator tries to start the pod on a new node. The new node tries to attach the volume. AWS says, &#8220;No, this volume is already attached to <code>i-0abc123<\/code>.&#8221; The pod stays in <code>ContainerCreating<\/code> for eternity.<\/p>\n<pre class=\"codehilite\"><code class=\"language-bash\">$ kubectl describe pod checkout-db-0\nEvents:\n  Type     Reason              Age                From                     Message\n  ----     ------              ----               ----                     -------\n  Warning  FailedAttachVolume  12m                attachdetach-controller  Multi-Attach error for volume &quot;pvc-8d2f...&quot; Volume is already used by pod...\n  Warning  FailedMount         2m (x5 over 10m)   kubelet                  MountVolume.SetUp failed for volume &quot;pvc-8d2f...&quot; : rpc error: code = Internal desc = Could not attach volume...\n<\/code><\/pre>\n<p>I spent four hours at 2:00 AM manually detaching volumes via the AWS CLI because the &#8220;orchestrator&#8221; was stuck in a retry loop that it couldn&#8217;t break out of. This is the &#8220;automation&#8221; we were promised. We\u2019ve traded manual server configuration for manual API cleanup. It\u2019s not progress; it\u2019s just a different flavor of suffering.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Admission_Controllers_The_Gatekeepers_of_My_Insomnia\"><\/span>Admission Controllers: The Gatekeepers of My Insomnia<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Then there are the Admission Controllers. In v1.30.2, the <code>ValidatingAdmissionPolicy<\/code> is supposed to make things easier. Instead, it\u2019s just another place for logic to go to die. <\/p>\n<p>We have a Mutating Admission Webhook that injects sidecars for logging. If that webhook takes more than 30 seconds to respond\u2014say, because the logging service is under load\u2014the entire cluster stops accepting new pods. You can\u2019t even scale <em>down<\/em> because the calls to the API server are blocked by the very &#8220;policy&#8221; meant to keep the cluster safe.<\/p>\n<p>I had to disable the webhook manually by editing the API server manifest on the master nodes while the CTO was breathing down my neck on a Zoom call. <\/p>\n<p>&#8220;Why is it taking so long?&#8221; he asked.<br \/>\n&#8220;Because I\u2019m navigating a distributed system&#8217;s failure modes in a text editor over a high-latency SSH connection,&#8221; I didn&#8217;t say. I just grunted and typed <code>docker ps | grep apiserver<\/code>.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_Cognitive_Load_of_the_%E2%80%9CPlumbing%E2%80%9D\"><\/span>The Cognitive Load of the &#8220;Plumbing&#8221;<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Let\u2019s be real: we aren&#8217;t building applications anymore. We\u2019re building infrastructure to support the infrastructure. <\/p>\n<p>To get a &#8220;Hello World&#8221; app running with high availability in our v1.30.2 cluster, you need:<br \/>\n1. A Deployment (with correctly indented resources).<br \/>\n2. A Service (to provide a stable IP).<br \/>\n3. An Ingress (to map the URL).<br \/>\n4. A HorizontalPodAutoscaler (to handle the load).<br \/>\n5. A PodDisruptionBudget (so the cluster autoscaler doesn&#8217;t kill all pods at once).<br \/>\n6. NetworkPolicies (so the DB isn&#8217;t exposed to the internet).<br \/>\n7. ServiceAccounts, Roles, and RoleBindings (for RBAC).<br \/>\n8. Secrets (which are just Base64 encoded strings, not actually secret).<br \/>\n9. ConfigMaps (for the environment variables).<br \/>\n10. A sidecar for metrics.<br \/>\n11. A sidecar for logs.<br \/>\n12. A sidecar for the service mesh.<\/p>\n<p>That\u2019s twelve distinct objects for one functional line of code. The cognitive load is staggering. We have developers who have been at the company for two years and still don&#8217;t know how their code actually gets to a CPU. They just &#8220;push to git&#8221; and pray the &#8220;orchestration&#8221; works. When it doesn&#8217;t, they call me.<\/p>\n<p>And I\u2019m tired. I\u2019m tired of the abstraction layers. I\u2019m tired of the &#8220;thought leadership&#8221; that says we should move to a multi-cluster, multi-region mesh when we can\u2019t even get <code>CoreDNS<\/code> to resolve internal hostnames consistently in a single namespace.<\/p>\n<pre class=\"codehilite\"><code class=\"language-bash\"># The final cry of a dying kubelet\n$ journalctl -u kubelet -n 100 --no-pager\nMay 22 03:20:11 ip-10-0-42-11 kubelet[1204]: E0522 03:20:11.112 node_container_manager_linux.go:62] Failed to create container \/kubepods.slice\/kubepods-burstable.slice\/kubepods-burstable-pod8d2f...: cgroups: res_parent_not_found_error\nMay 22 03:20:15 ip-10-0-42-11 kubelet[1204]: E0522 03:20:15.442 kubelet.go:2855] &quot;Error getting node&quot; err=&quot;node \\&quot;ip-10-0-42-11.ec2.internal\\&quot; not found&quot;\nMay 22 03:20:20 ip-10-0-42-11 kubelet[1204]: F0522 03:20:20.991 kubelet.go:1400] Failed to initialize runtime: rpc error: code = Unavailable desc = connection error: desc = &quot;transport: Error while dialing dial unix \/run\/containerd\/containerd.sock: connect: connection refused&quot;\n<\/code><\/pre>\n<p>The <code>containerd<\/code> socket is gone. The node has effectively committed suicide. The orchestrator will try to replace it, but the underlying EBS volume is still locked, the CNI is still trying to route traffic to the dead IP, and the HPA is screaming for more replicas that it can&#8217;t place.<\/p>\n<p>This is the reality of Kubernetes orchestration. It\u2019s not a &#8220;vibrant ecosystem.&#8221; It\u2019s a graveyard of complexity where we bury our technical debt in 2,000-line YAML files. We\u2019ve built a system so complex that no single human can understand the entire stack. We\u2019ve automated the easy stuff and made the hard stuff impossible.<\/p>\n<p>I\u2019m going to finish this coffee. I\u2019m going to delete the stuck <code>VolumeAttachment<\/code> objects manually. I\u2019m going to restart the <code>etcd<\/code> members one by one. And then I\u2019m going to go home, delete Slack from my phone, and sleep until the next &#8220;breaking change&#8221; in v1.31.<\/p>\n<p>If you\u2019re a junior dev reading this, thinking about how &#8220;cool&#8221; it is to manage clusters: go learn COBOL. Go work on a mainframe. At least there, when the system fails, it has the decency to tell you why in a language that doesn&#8217;t involve fifteen nested layers of abstraction and a &#8220;community-driven&#8221; CNI plugin that hasn&#8217;t been updated in eight months. Kubernetes doesn&#8217;t want to help you. It wants to be fed. And right now, it\u2019s eating my sanity.<\/p>\n<p>Stay away from the &#8220;orchestration&#8221; trap. The &#8220;control plane&#8221; is just a fancy word for a black box that eats your weekends. If you see a YAML file longer than fifty lines, run. If someone mentions &#8220;service mesh&#8221; in a meeting, quit. There is no &#8220;seamless&#8221; transition. There is only the long, slow grind of fixing things that shouldn&#8217;t be broken in the first place.<\/p>\n<p>Now, if you&#8217;ll excuse me, I have to go find out why my <code>kube-proxy<\/code> pods are stuck in <code>ImagePullBackOff<\/code> because the internal registry&#8217;s certificate expired while I was writing this. The orchestration never stops. It just finds new ways to fail.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>text [2024-05-22T03:15:02.482Z] ERROR: k8s-api-server: pod\/checkout-service-7f8d9b6c4-x9z2q status: CrashLoopBackOff [2024-05-22T03:15:04.112Z] INFO: kubelet: Back-off restarting failed container checkout-service in pod checkout-service-7f8d9b6c4-x9z2q_prod(8d2f&#8230;) [2024-05-22T03:15:10.991Z] WARN: etcd: request &#8220;PUT \/registry\/services\/endpoints\/prod\/checkout-service&#8221; took too long (1.4s) [2024-05-22T03:15:12.001Z] FATAL: controller-manager: Failed to sync node status for ip-10-0-42-11.ec2.internal: connection refused [2024-05-22T03:15:15.442Z] STACKTRACE: goroutine 4021 [running]: k8s.io\/kubernetes\/pkg\/controller\/endpoint.(*Controller).syncService&#8230; It\u2019s 3:15 AM. My third cup of lukewarm, sludge-like &#8230; <a title=\"What is Kubernetes Orchestration? Benefits &#038; Best Practices\" class=\"read-more\" href=\"https:\/\/itsupportwale.com\/blog\/what-is-kubernetes-orchestration-benefits-and-best-practices\/\" aria-label=\"Read more  on What is Kubernetes Orchestration? Benefits &#038; Best Practices\">Read more<\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-4587","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.0 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>What is Kubernetes Orchestration? Benefits &amp; Best Practices - ITSupportWale<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/itsupportwale.com\/blog\/what-is-kubernetes-orchestration-benefits-and-best-practices\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"What is Kubernetes Orchestration? Benefits &amp; Best Practices - ITSupportWale\" \/>\n<meta property=\"og:description\" content=\"text [2024-05-22T03:15:02.482Z] ERROR: k8s-api-server: pod\/checkout-service-7f8d9b6c4-x9z2q status: CrashLoopBackOff [2024-05-22T03:15:04.112Z] INFO: kubelet: Back-off restarting failed container checkout-service in pod checkout-service-7f8d9b6c4-x9z2q_prod(8d2f&#8230;) [2024-05-22T03:15:10.991Z] WARN: etcd: request &#8220;PUT \/registry\/services\/endpoints\/prod\/checkout-service&#8221; took too long (1.4s) [2024-05-22T03:15:12.001Z] FATAL: controller-manager: Failed to sync node status for ip-10-0-42-11.ec2.internal: connection refused [2024-05-22T03:15:15.442Z] STACKTRACE: goroutine 4021 [running]: k8s.io\/kubernetes\/pkg\/controller\/endpoint.(*Controller).syncService&#8230; It\u2019s 3:15 AM. My third cup of lukewarm, sludge-like ... 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Benefits & Best Practices - ITSupportWale","og_description":"text [2024-05-22T03:15:02.482Z] ERROR: k8s-api-server: pod\/checkout-service-7f8d9b6c4-x9z2q status: CrashLoopBackOff [2024-05-22T03:15:04.112Z] INFO: kubelet: Back-off restarting failed container checkout-service in pod checkout-service-7f8d9b6c4-x9z2q_prod(8d2f&#8230;) [2024-05-22T03:15:10.991Z] WARN: etcd: request &#8220;PUT \/registry\/services\/endpoints\/prod\/checkout-service&#8221; took too long (1.4s) [2024-05-22T03:15:12.001Z] FATAL: controller-manager: Failed to sync node status for ip-10-0-42-11.ec2.internal: connection refused [2024-05-22T03:15:15.442Z] STACKTRACE: goroutine 4021 [running]: k8s.io\/kubernetes\/pkg\/controller\/endpoint.(*Controller).syncService&#8230; It\u2019s 3:15 AM. My third cup of lukewarm, sludge-like ... 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