https://gogoai.dev A curated discovery feed for SRE, AIOps, Platform, DevOps, and Cloud Ops engineers. News, products, jobs, events, CFPs, and community content in one fast feed. en https://kubernetes.io/blog/2026/09/10/kubernetes-v1-37-scheduler-preemption-for-in-place-pod-resize-alpha/ 1a1b09b0-e9e6-431e-89b1-3714c6eaa604 Thu, 10 Sep 2026 18:30:00 GMT In Kubernetes, resource allocation has historically been a static decision made during a Pod's initial scheduling and placement. With the graduation of the core in-Place Pod resize feature to… kubernetesincident-response https://grafana.com/blog/synthetic-monitoring-labels-update/ 2bdded0f-e8f4-4fee-93d0-f87c1ebcb61f Thu, 10 Sep 2026 16:11:53 GMT Labels are a powerful way to organize telemetry and define policies across Grafana Cloud, helping to streamline alerting, attribution, access control, and more. But traditionally, custom labels in… observability https://www.cncf.io/blog/2026/09/10/kubernetes-disaster-recovery-guidance-from-three-reproducible-failure-scenarios/ faf87a0b-5348-4523-ad63-a2e4a6b95b2c Thu, 10 Sep 2026 11:37:00 GMT Scope This document describes three failure scenarios that separate having backups from being able to recover, and the guidance that follows from each. Every scenario is reproducible on a laptop… kubernetes https://kubernetes.io/blog/2026/09/09/kubernetes-v1-37-node-lifecycle-conditions/ f8ad0130-6872-4b2a-ac13-5060d636206c Wed, 09 Sep 2026 18:30:00 GMT Kubernetes has many ways to describe what is happening on a Node. Readiness, taints, Pod state, labels, annotations, and provider-specific APIs each expose part of the picture. What has been missing… kubernetes https://grafana.com/blog/how-to-monitor-cypress-tests-with-grafana-cloud/ 3cd9a87f-fad9-4f29-8806-556ea0029e28 Wed, 09 Sep 2026 13:35:09 GMT If your Cypress suite has tests that fail more often or run slower, you know it can be hard to figure out the pattern from a single job. It could be one spec that slowed down, or a single test that… observability https://www.cncf.io/blog/2026/09/09/whose-gpus-are-these-anyway-secure-self-service-metrics-for-multi-tenant-kubernetes/ 17d1465c-3139-4c32-85a7-9d492e173e6f Wed, 09 Sep 2026 11:27:00 GMT The question that stopped the meeting It was a routine cost review. The slide showed the month’s GPU spend, the biggest line on the whole infrastructure bill, and someone asked a five-word question:… kubernetes https://www.cncf.io/blog/2026/09/09/how-cloud-native-goes-ai-native/ cd3a2507-b026-463f-a2bf-48693cc167a2 Wed, 09 Sep 2026 08:13:23 GMT “A sales guy writing code” used to be the lead-up to a joke. But now no one’s laughing. Designers used to sit meekly waiting for the high priests of code to make their designs real. Now... cloud-native https://kubernetes.io/blog/2026/09/08/kubernetes-v1-37-advancing-workload-aware-scheduling/ cf9aaed8-245c-407b-99b0-89f692927650 Tue, 08 Sep 2026 18:30:00 GMT AI/ML and complex batch workloads continue to push the boundaries of Kubernetes scheduling. Following the foundational workload-centric enhancements introduced in previous releases, Kubernetes v1.37… kubernetes https://www.cncf.io/blog/2026/09/08/kubernetes-access-via-an-identity-provider-public-client-not-confidential/ 98553d13-2f88-4586-a5aa-c579ac5b9012 Tue, 08 Sep 2026 11:30:00 GMT Access control belongs on the same day-zero checklist as networking and storage. On most on-prem clusters, it never makes the list. The Identity Gap Managed cloud Kubernetes ships IAM or SSO… kubernetes https://www.cncf.io/blog/2026/09/08/distributed-tracing-for-ci-pipelines-without-touching-a-single-workflow-file/ 4a7e3c50-ffeb-40a0-a013-6a7e8d207c2a Tue, 08 Sep 2026 11:00:00 GMT You’ve probably felt this one: GitHub Actions usage creeps up across your org, and your actual visibility into it doesn’t keep pace. Which workflows are slow? Which are flaky? How long are jobs… observability https://www.cncf.io/announcements/2026/09/07/cloud-native-computing-foundation-announces-karmada-graduation/ 17fc8061-9ce2-4f9c-9946-5e9d64ba31f3 Tue, 08 Sep 2026 02:06:17 GMT Multi-cluster, multi-cloud Kubernetes orchestration project reaches production maturity as global enterprises scale AI training and inference across hybrid infrastructure Key Highlights SHANGHAI,… kubernetescloud-native https://www.cncf.io/announcements/2026/09/07/cncf-welcomes-new-silver-members-as-enterprises-scale-ai-from-training-to-inference/ fad05a6c-ed0c-4202-b311-aab654d2d00c Tue, 08 Sep 2026 01:58:47 GMT New members including SoftBank Corp. and Crusoe join the cloud native community to help build cost-efficient, sovereign infrastructure SHANGHAI, China – KubeCon + CloudNativeCon + OpenInfra Summit +… cloud-native https://www.cncf.io/announcements/2026/09/07/china-merchants-bank-wins-cncf-end-user-case-study-contest-for-unifying-ai-training-and-inference-on-kubernetes/ e0cb06c3-b55d-40e9-9a7c-2ff4e2f7d9e5 Tue, 08 Sep 2026 01:54:31 GMT New cloud native platform lifted average accelerator compute utilization from 35% to more than 60% and cut inference cost per 1 million tokens by more than 60% Key Highlights SHANGHAI, China –… kubernetescloud-native https://www.cncf.io/announcements/2026/09/07/cncf-and-slashdata-report-highlights-chinas-cloud-native-momentum-as-ai-moves-to-inference/ dd348c9f-54be-478b-a348-6d8c6c8b1b6d Tue, 08 Sep 2026 01:50:55 GMT New research finds China’s IIoT developers (48%) outpace the global average (42%) in cloud native adoption as AI infrastructure matures Key Highlights: SHANGHAI – KubeCon + CloudNativeCon +… cloud-native https://www.cncf.io/blog/2026/09/07/handling-vulnerability-reports-recipe-card/ ee96a30d-349b-41a7-90fc-c847ec03716a Mon, 07 Sep 2026 11:30:00 GMT Recipe Handling Vulnerability Reports Target audience (the chef) This recipe is aimed at small and medium non-security focused projects. Maintainers of a high-risk security sensitive project, you… cloud-native https://kubernetes.io/blog/2026/09/04/kubernetes-v1-37-rootless-beta/ 26e766dd-4261-418d-9e64-36f86eee97ba Fri, 04 Sep 2026 18:30:00 GMT Kubernetes v1.37 promotes the KubeletInUserNamespace feature gate to beta. With this feature enabled, all of the node components (kubelet, CRI and OCI runtimes, CNI plugins, and kube-proxy) can run… kubernetescloud-native https://aws.amazon.com/blogs/devops/investigate-dms-migration-issues-with-aws-devops-agent/ c6742e4c-5112-462c-a1d7-50d1ed145ce7 Fri, 04 Sep 2026 18:13:04 GMT Migrating a production database is a high-risk operational event. AWS DMS is a cloud service that migrates relational databases, data warehouses, and other data stores into the AWS Cloud or between… devopsincident-response https://www.cncf.io/blog/2026/09/04/cpu-gpu-why-ai-platform-engineering-is-a-heterogeneous-infrastructure-problem/ 6b59fdb5-c359-43a3-9070-1c19fe37abcc Fri, 04 Sep 2026 11:00:00 GMT AI infrastructure conversations often start with GPUs. Accelerators provide much of the compute behind model training and inference, so the focus is understandable. But a production AI workload… platform-engineering https://www.cncf.io/blog/2026/09/04/kubernetes-isnt-new-but-ai-makes-it-scary-again/ 831c9f13-c3ce-482c-badf-49b121ef8df3 Fri, 04 Sep 2026 11:00:00 GMT Kubernetes isn’t brand new anymore. Yet, for many teams, adopting it still feels intimidating. Even if you’ve watched Kubernetes become the default foundation for production software and AI… kubernetes https://thenewstack.io/tracing-data-overload-sampling/ 7c2daeeb-7d82-46cf-9b5d-217a729d4773 Thu, 03 Sep 2026 20:17:25 GMT A metrics dashboard can tell you a system’s health with ease. A log can help you understand a discrete failure. The post How to find failures without drowning in tracing data appeared first on The… observability https://kubernetes.io/blog/2026/09/03/kubernetes-v1-37-dra-updates/ bd44c7e2-218d-4902-8029-04884dc24de7 Thu, 03 Sep 2026 18:30:00 GMT Kubernetes 1.37 is here and Dynamic Resource Allocation (DRA) keeps pushing past where it started! This release brings DRA Extended Resource support to GA, a milestone the team has been building… kubernetesincident-response https://www.cncf.io/blog/2026/09/03/join-ospology-ospo-summit-china-2026-in-shanghai/ 9c241877-13a4-4189-9fec-29f5323b69fe Thu, 03 Sep 2026 12:32:33 GMT There’s still time to join OSPOlogy + OSPO Summit China 2026, taking place on September 7, 2026, in Shanghai, China as part of KubeCon + CloudNativeCon + OpenInfra Summit + PyTorch Conference China.… cloud-native https://www.cncf.io/blog/2026/09/03/migrating-a-critical-kubernetes-deployment-from-the-default-namespace-without-any-downtime/ 9f0ea473-2e63-40df-95d1-55c089c694d4 Thu, 03 Sep 2026 11:00:00 GMT Somewhere in your cluster there’s probably a deployment sitting in the default namespace that everyone knows shouldn’t be there. Nobody put it there maliciously, it just happened, early on, before… kubernetes https://aws.amazon.com/blogs/devops/automating-the-experimentation-lifecycle-with-kiro-aws-devops-agent-and-launchdarkly/ 0189c354-27db-4ca1-b509-cc86d72f9770 Thu, 03 Sep 2026 02:11:19 GMT Introduction Continuous improvement depends on experimentation. Teams know that the fastest path to better outcomes is to test changes against real user behavior, measure results, and iterate. In… devops https://thenewstack.io/anthropic-claude-agent-security/ 355b8540-ef10-4447-86ae-2fd8e59f95fe Wed, 02 Sep 2026 20:12:50 GMT Anthropic aimed to steer its ship into safer, more carefully charted waters this week. The company announced it was improving The post Anthropic’s Claude failures have made agent observability a… observability https://aws.amazon.com/blogs/devops/automate-planned-lifecycle-upgrades-with-aws-devops-agent-and-kiro/ a5458ff9-47ae-4170-840b-a420e1db882c Wed, 02 Sep 2026 18:55:52 GMT AWS Health Planned Lifecycle Events signal when a managed service version is nearing end of standard support. Learn how to automate these upgrades end to end with AWS DevOps Agent and Kiro: detect… devops https://kubernetes.io/blog/2026/09/02/kubernetes-v1-37-hpa-scale-to-zero-beta/ 85139463-2557-4f94-b77a-e2da775e3c55 Wed, 02 Sep 2026 18:30:00 GMT Kubernetes v1.37 includes API support for horizontal autoscaling of workloads down to zero replicas. This feature is now Beta and enabled by default. A HorizontalPodAutoscaler (HPA) that uses a… kubernetesobservability https://www.cncf.io/blog/2026/09/02/metal3-meets-kubevirtbmc-provisioning-kubevirt-vms-like-bare-metal/ 078a542b-791f-41bd-983c-065ff07d301b Wed, 02 Sep 2026 11:31:00 GMT In the previous post , we introduced KubeVirtBMC and showed how it provides virtual BMC endpoints for KubeVirt VMs. We tested it with raw IPMI and Redfish commands. That was fun, but the real power… cloud-native https://kubernetes.io/blog/2026/09/01/kubernetes-v1-37-etcd-range-stream/ eb9707fd-1d7b-43dc-88a4-c2bea5a7a004 Tue, 01 Sep 2026 18:30:00 GMT I am excited to announce that etcd RangeStream is graduating to beta in Kubernetes v1.37. Paired with etcd v3.7, it reduces the memory the API server and etcd need to read a large collection, and… kubernetes https://www.cncf.io/blog/2026/09/01/platform-engineering-maturity-from-toolchain-to-self-service/ d533cb39-8869-4872-8b05-818eaad61f43 Tue, 01 Sep 2026 11:35:00 GMT Most platform engineering conversations tend to split into two rooms pretty quickly. The first room is full of teams who don’t have a platform yet. Scattered scripts, tribal knowledge, and every… platform-engineering https://kubernetes.io/blog/2026/08/31/kubernetes-v1-37-storage-version-migration-ga/ 5f5a746e-19de-418a-98ac-25f3bc749bb4 Mon, 31 Aug 2026 18:30:00 GMT I am excited that storage version migration (SVM) has graduated to General Availability (GA) in Kubernetes v1.37! After a number of releases of work and testing, the built-in StorageVersionMigration… kubernetes https://www.cncf.io/blog/2026/08/31/opentelemetry-has-graduated-now-what-2/ 816874d9-16c8-4e70-afcd-d53f37dacecc Mon, 31 Aug 2026 11:30:00 GMT In case you missed it: OpenTelemetry (OTel) has officially achieved CNCF graduated status! It now stands proudly alongside amazing open source projects such as Kubernetes and Prometheus, to name… kubernetesobservabilitycloud-native https://www.cncf.io/blog/2026/08/31/observability-in-kubernetes-from-metrics-to-meaning/ 19eb04bf-e92c-4076-b874-260d58ec298a Mon, 31 Aug 2026 11:00:00 GMT Kubernetes made infrastructure more programmable, scalable, and resilient. It also made production systems harder to reason about. Workloads move, replicas churn, dependencies multiply, and a single… kubernetesobservability https://aws.amazon.com/blogs/devops/optimize-eks-operations-with-agents-reduce-mttr-with-aws-devops-agent-and-a-kubernetes-operator/ b6503015-65a7-40a6-b4ce-17038c336c53 Mon, 31 Aug 2026 09:28:02 GMT Introduction Running workloads on Amazon Elastic Kubernetes Service (Amazon EKS) can involve managing failures like OOMKilled or IP exhaustion. Engineers must repeatedly collect pod logs, trace… kubernetesdevops https://thenewstack.io/ai-agent-platform-roles/ a2a51713-a601-4203-b819-ba47afd1fcf3 Sat, 29 Aug 2026 13:00:00 GMT Engineering organizations are trying to deliver as fast as technology allows, bringing agentic AI into their developer platforms and working The post The 3 roles AI agents play in your developer… platform-engineering https://kubernetes.io/blog/2026/08/28/kubernetes-v1-37-pod-certificates-and-cluster-trust-bundles/ 4043ce56-708a-44b5-b9ef-81c8a64e8991 Fri, 28 Aug 2026 18:30:00 GMT Pod Certificate / Cluster Trust Bundles Blog Post Kubernetes brings a wealth of features that make it easy to run your production workloads securely and reliably. While aspects like scheduling,… kubernetes https://www.cncf.io/blog/2026/08/28/scale-before-the-spike-predictive-autoscaling-for-gpu-workloads-on-kubernetes/ 18c76470-d398-4932-a182-c6f1c0c8c765 Fri, 28 Aug 2026 11:30:00 GMT The 3 AM Call We got paged one Tuesday morning. A critical production service had crashed under traffic—not gradually degraded, but crashed. Hundreds of pending pods. Users were seeing 15–20% error… kubernetesincident-response https://www.cncf.io/blog/2026/08/28/your-kubernetes-platform-is-ready-for-containers-is-it-ready-for-ai/ 2b205f63-d803-4651-9435-21fc21e6ad5d Fri, 28 Aug 2026 11:00:00 GMT Kubernetes has given platform teams a consistent way to deploy, scale, and operate containerized applications. Now, many of those same teams are being asked to support AI. The transition is already… kubernetescloud-native https://kubernetes.io/blog/2026/08/27/kubernetes-v1-37-metrics-api-ga/ e1178180-5524-4ba8-975d-7741c9d70c35 Thu, 27 Aug 2026 18:30:00 GMT Kubernetes v1.37 promotes the metrics.k8s.io API to stable ( v1 ). This API provides CPU and memory usage for nodes and Pods, and is the API behind commands such as kubectl top and… kubernetes https://www.hashicorp.com/blog/hcp-vault-dedicated-audit-logs-microsoft-sentinel 5b4c615c-6833-4dd2-b807-d30076554646 Thu, 27 Aug 2026 16:00:00 GMT HCP Vault Dedicated has no native Microsoft Sentinel connector. Deploy a Terraform-managed pipeline that streams audit logs into Azure Log Analytics and Microsoft Sentinel. infrastructure https://grafana.com/blog/how-to-measure-and-improve-instrumentation-quality-for-better-full-stack-observability/ 5971db75-b2cc-4cd5-9bf1-6f7422a037d4 Thu, 27 Aug 2026 13:03:49 GMT Modern engineering teams instrument everything, with metrics, logs, traces, and profiles flowing from hundreds of services at once. But full-stack observability isn’t really about collecting more… kubernetesobservabilityincident-response https://www.cncf.io/blog/2026/08/27/building-an-ai-factory-on-kubernetes/ 304814a3-2879-4335-9df7-b8feb646a727 Thu, 27 Aug 2026 11:30:00 GMT An AI factory is not just a model or a cluster. It is a pool of GPUs that many teams draw from at once: one team fine-tuning, another serving inference, a third running evaluations, all on... kubernetes https://thenewstack.io/opentelemetry-observability-telemetry-storage/ 710a478d-dad3-4097-8b4c-2984a0f84d7e Wed, 26 Aug 2026 20:08:10 GMT Observability is entering a new phase now that OpenTelemetry has standardized instrumentation for data collection. Unfortunately, the observability industry still The post Observability has a data… observability https://aws.amazon.com/blogs/devops/ai-driven-software-delivery-with-kiro-aws-devops-agent-and-bluebox-by-dynatrace/ 9c14d692-76be-4ca4-83b4-30c55539c393 Wed, 26 Aug 2026 12:59:33 GMT This post was co-written with Michael Stephan, Senior Principal Product Manager, and Christian Kreuzberger, Principal Software Engineer, at Dynatrace. AI-driven software delivery changes how code… devops https://www.cncf.io/blog/2026/08/26/governance-guidance-for-cncf-projects-choosing-the-right-structure-for-your-projects-size-and-stage/ fcfbfe8f-95a5-4de7-b34a-3c17335ac2dc Wed, 26 Aug 2026 11:30:00 GMT Clear patterns have emerged from governance reviews across 72 CNCF projects, distinguishing between what the CNCF requires at each maturity level versus what the data recommends for long-term… cloud-native https://kubernetes.io/blog/2026/08/26/kubernetes-v1-37-release/ 5585388c-0610-459c-b3ff-08aadb7bc2e5 Wed, 26 Aug 2026 00:00:00 GMT Editors: Arsh Sharma, Christopher Tineo, Kirti Goyal, Sophia Ugochukwu, Swathi Rao, Troy Connor Similar to previous releases, the release of Kubernetes v1.37 introduces new Stable, Beta, and Alpha… kubernetesobservabilitycloud-native https://grafana.com/blog/the-grafana-ai-sdk-for-go-a-shared-foundation-for-building-ai-applications/ ce23ff52-bd5e-4648-8208-1da8910f8d51 Tue, 25 Aug 2026 17:33:01 GMT Starting an experiment with an LLM has never been easier. Keeping a growing collection of those experiments consistent is another matter. Earlier this year, as more teams began exploring AI features… observabilityincident-response https://www.cncf.io/blog/2026/08/25/the-lazy-developers-guide-to-observing-your-own-code/ b62f7034-82ed-4fa4-9769-c51d4f0536ec Tue, 25 Aug 2026 11:34:00 GMT It’s no secret that developers are increasingly being asked to shift left. It seems there’s always something new to shift left on. And now developers are being asked to shift left on observability.… observability https://www.cncf.io/blog/2026/08/25/stop-trying-to-learn-all-of-kubernetes-at-once/ b207101c-28c3-4972-8912-afbee1f5b3a6 Tue, 25 Aug 2026 11:00:00 GMT As a recovering VMware architect, it took me a little while to grasp Kubernetes. And I noticed I’m not alone in this.. From developers on our own team who need to get fluent in Kubernetes fast... kubernetes https://www.cncf.io/blog/2026/08/24/automating-root-cause-analysis-at-scale-multi-signal-correlation-for-cloud-native-incident-response/ 1b07a1c8-92a0-45e1-9116-84a7df7fa43b Mon, 24 Aug 2026 11:00:00 GMT The problem: Humans shouldn’t be correlation engines At Atlassian’s scale, hundreds of interconnected microservices distributed across multiple regions mean a production incident generates an… incident-responsecloud-native