Providing a private data exchange is described. An example computer-implemented method can include providing a data exchange by a cloud computing service on behalf of an entity. The data exchange may comprise several data listings provided by one or more data providers. The data listings reference one or more data sets stored in a data storage platform associated with the cloud computing service. The method may also include designating a data exchange administrator account of the data exchange. The data exchange administrator account may be associated with the entity and may be capable of: granting and denying requests from data consumers to access the data exchange; and granting and denying requests from data providers to publish data listings on the data exchange.