Methods and apparatus are disclosed to adjust resource allocation in a distributive computing network. An example method includes receiving data representing performance of a first resource allocation provided by the distributive computing network. The example method includes receiving a resource request specifying a second resource allocation to be provided by the distributive computing network. The example method includes simulating the distributive computing network using the data to determine an operating configuration for adjusting the first resource allocation to satisfy the resource request with a third resource allocation, different than the second resource allocation. The example method includes adjusting the first resource allocation based on the operating configuration.