Being able to scale cloud usage up and down effectively has proven to be more difficult than anticipated for businesses. The challenge for engineering teams has shifted from obtaining resources to managing them efficiently. Cloud usage optimization may have started as a primarily financial concern, but it’s since evolved to become a core engineering discipline that impacts application performance, deployment velocity, and operational stability.