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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