AI engineering glossary · MLOps, LLMOps cloud

What is HPA (Horizontal Pod Autoscaler)?

Horizontal Pod Autoscaler (also called HPA): A Kubernetes controller that changes the number of pod copies up or down based on measured load, such as average CPU use or a custom metric like requests per second. It matches capacity to demand and avoids paying for idle replicas.

Level: intermediateTopic: MLOps, LLMOps cloud

Horizontal Pod Autoscaler: an example

With a target of 60% CPU, traffic during an IPL final pushes a service from 3 to 12 pods, then back down afterwards.

Related terms

More MLOps, LLMOps cloud terms

Where you learn it

Horizontal Pod Autoscaler is part of the AI Engineering Program, which teaches it with notes, a hands-on lab and an exam. The first lesson is free.

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