The continuous automatic optimization of end-to-end application stacks can free up 50% of operator time by shattering the proportional relationship between adding more application capabilities and requiring additional human operators. If the required data streams are available, the self-driving data center (SDC) can free up the approximately 50% of data center and cloud infrastructure resources that are currently wasted through overprovisioning.