Autoscaling is one of K8S "magic" features that folks get especially excited about. But beyond he technical details - autoscaling is a business concern. In the end it all boils down to balancing efficiency with availability. How much resources do our containers really need? When do we add more pods? How many pods is too many? Do node sizes matter? Let's see how to scale Kubernetes the scientific way.