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Scaling Ray Serve LLM on GKE: Performance without losing the developer experience

calendar_today June 18, 2026 person Spencer Peterson, Seiji Eicher domain google-cloud-platform

A Google and Anyscale partnership delivers up to 5x higher throughput and 8x lower latency in Ray Serve through three architectural optimizations: HAProxy integration, direct token streaming, and a v2 Ray executor backend for vLLM. Benchmarks demonstrate improved scaling on GKE clusters with NVIDIA HGX B200 systems.

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