Providing access to metrics on 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 granting access the data listings, gathering consumer information based queries provided to data associated with the data listings, generating a new share comprising the consumer information, and granting access of the new share to the data provider that provided the data listing.