seniorMLOps

What is multi-tenant model serving architecture?

Updated May 17, 2026

Short answer

Multi-tenant serving hosts multiple ML models or clients on shared infrastructure.

Deep explanation

It optimizes resource utilization by sharing compute across multiple models or users. Isolation is maintained via namespaces, containers, or API gateways. Challenges include noisy neighbor problems, latency isolation, and resource contention.

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