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Full-Stack Observability in Ray: Infrastructure Signals in Ray Dashboard

Talkat Ray Summit 2026 · 2026-08-24..08-26· [observability, kubernetes]
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slides:none on file

Describes Ray’s platform events integration that ingests Kubernetes events (for RayCluster, RayJob, RayService custom resources plus pod evictions, spot preemptions, and OOM kills) and surfaces them in the Ray Dashboard by correlating ephemeral pod lifecycles with stable Ray worker identities to enable immediate root-cause analysis without running kubectl.

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