Netflix Open-Sources Internal LLM Inference Stack

AxSaucedo · x · 2026-07-20

Netflix shared an overview of how they support various internal use cases with a large-scale LLM inference stack. The accompanying diagram illustrates the overall service architecture: consumer applications first route through a unified service for preprocessing and post-processing; inference is then handled by the NVIDIA Triton Inference Server paired with vLLM, while also accessing multiple data sources for feature and data retrieval.

This diagram depicts a classic enterprise-grade unified serving system: routing traffic by use case and A/B testing, decoupling pre/post-processing from inference, and isolating the model scoring service.

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