Control planes of virtual resource providers may be customized in a secure, stable and efficient manner with virtual control planes. Control planes may be modularized. Control plane modules may be supplied with data from standardized sensors, and required to generate standardized resource configuration requests responsive to solicitations with specified response latencies. Custom control plane modules may be selected to replace or complement default control plane modules. Financial and computational costs associated with control plane modules may be tracked. Competing resource configurations may be mediated by a control plane supervisor. Such mediation may be based on control plane module reputation scores. Reputation scores may be based on customer feedback ratings and/or measured performance with respect to module goals. Mediated configuration parameter values may be based on a combination of competing configuration parameter values weighted according to reputation. Contribution of individual modules to goal achievement may be tracked and rewarded accordingly.