Technologies are generally described for providing a system that allows data use clients direct access to perform complex analysis on data assets without compromising the assets by sharing the data contained may set up the data assets in virtual datacenters (VDCs) within a physical datacenter and open additional resources within the VDCs to data use clients. The data use clients may be enabled to upload and execute analysis applications with access to valuable data. Data traffic exiting the VDCs through such applications however, ma be controlled by a supervisor that analyzes an output and enforces limitations on content and/or volume based on a level of purchased access.