What is Kubernetes autoscaling?

Kubernetes supports workload and node scaling through mechanisms such as Horizontal Pod Autoscaler and Cluster Autoscaler. In practice, the value of this concept comes from understanding where it belongs in the architecture, what problem it solves, and what constraints or tradeoffs it introduces.