Introducing Anyscale KubeRay Connect: Doubling down on Kubernetes

Anyscale KubeRay Connect, introduced in private preview, is designed to let organizations using Ray on Kubernetes adopt Anyscale observability and orchestration without replacing their existing KubeRay-based workflows, Custom Resources, or Kubernetes tools such as Kueue, Argo CD, and Kyverno. Rather than directly managing Pods, it integrates with KubeRay CRDs through a Helm-installed Connector that mutates workload specifications to add telemetry components while leaving reconciliation to the KubeRay Operator. Its initial Observe tier provides dashboards, logs, events, metrics, and Telescope full-stack visibility across hardware, Kubernetes infrastructure, and Ray applications, while the private-preview Orchestrate tier supports workload submission, status tracking, and scheduling capabilities; an Optimize tier for price-performance tuning is planned. The architecture separates control and telemetry functions to support resilience, independent scaling, egress-only networking, and Kubernetes-native authentication, with workloads continuing to run during Anyscale control-plane outages. Future development includes multi-cluster orchestration, identity passthrough for access controls and quotas, and multi-region serving support.

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