palaniappan p4 min
SageMaker Production MLOps on AWS (2026): Inference Components, Capacity Pools, and Promotion Gates
On a fraud-scoring team (~450 RPS peak, ml.g5.2xlarge), inference components plus April 2026 capacity-aware instance pools cut endpoint provisioning failures from 6 retries to 0 — p99 held at 68 ms through a g5→g6 fallback event.