Abstract: In various examples, systems and methods are disclosed relating to data center scale prediction-based power reservation steering. One or more circuits can receive, from a plurality of components of a data center, power consumption data for a first time period. The one or more circuits can generate, using at least one prediction model and based at least on the power consumption data, a predicted power consumption of the plurality of components for a second time period following the first time period. The one or more circuits can determine a power policy for the plurality of components based at least on the predicted power consumption and a state of the data center and cause the plurality of components to limit power consumption for the second time period according to the power policy.