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The operational payoff of running Slurm on Kubernetes comes from the ecosystem. Rather than building and maintaining separate toolchains for GPU management, monitoring, networking, and node lifecycle, you can use the Kubernetes tooling that already exists for these problems. Platform teams manage clusters with declarative YAML, Helm deployments, rolling updates, and Prometheus or Grafana for observability.
Running Large-Scale GPU Workloads on Kubernetes with Slurm | NVIDIA Technical BlogSlinky slurm-operator represents each Slurm component (slurmctld for scheduling, slurmdbd for accounting, slurmd for compute workers, slurmrestd for API access) as a Kubernetes Custom Resource Definition (CRD). A Slurm cluster is defined using Custom Resources, and Slinky creates containerized Slurm daemons running in their own pods, configured to belong to their respective cluster. Slinky ensures high availability (HA) of the Slurm control plane (slurmctld) through pod regeneration, with no need for the Slurm native HA mechanism. Configuration changes propagate automatically: Kubernetes synch
Running Large-Scale GPU Workloads on Kubernetes with Slurm | NVIDIA Technical Blog
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…A/B testing watch-based route reconciliation This metric was added to help operators validate the CloudControllerManagerWatchBasedRoutesReconciliation feature gate introduced in Kubernetes v1.35 . That feature gate switches the route controller from…
…It’s common to run Kubernetes inside virtual machines because it is a workload that – like many others – can benefit from the logical isolation virtualization offers. Nutanix, VMware, and others have their…
…How AI Benefits from Technologies Like Kubernetes Kubernetes, the de facto standard for container orchestration, provides AI with the robust foundation needed to thrive at scale. AI workloads, often resource-intensive and…
CLOUD Broadcom Makes Its Pitch To Run Kubernetes On VMware VCF Broadcom’s $69 billion acquisition of virtualization pioneer VMware in late 2023 sent ripples through the tech industry that unsurprisingly focused…
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…app.kubernetes.io/name : trainer spec : suspend : true template : metadata : annotations : kubernetes.io/description : "ML training, ID abcd123" spec : containers : - name : trainer image : example-registry.example.com/training:2026-04-23T150405.678…
Up to and including Kubernetes v1.34, the route controller in Cloud Controller Manager (CCM) implementations built using the k8s.io/cloud-provider library reconciles routes at a fixed interval. This causes…
In March 2026, Kubernetes will retire Ingress NGINX, a piece of critical infrastructure for about half of cloud native environments. The retirement of Ingress NGINX was announced for March 2026, after years…
…However, once the session ends, Kubernetes does not retain the termination context of that session in its API. This is not a kubectl bug — it follows directly from the Kubernetes API design…
Posted on April 17, 2026 by Shivani Rathod (Improwised Tech) & Prithvi Raj (CNCF Ambassador) CNCF projects highlighted in this post Kubernetes turns 12 this year. In that time, it’s gone from…
Announcing the AI Gateway Working Group By Keith Mattix , Nir Rozenbaum , Morgan Foster , Flynn | Monday, March 09, 2026 The community around Kubernetes includes a number of Special Interest Groups (SIGs) and Working…
