Systems and methods are provided for implementing reciprocal data sharing in a data exchange system. Limitations may be placed on the amount of data an exchange member may access based on the amount of data that exchange member has contributed. The system may include determining a data contribution associated with a first member of the data exchange, determining a data access limit for the first member based on the data contribution, and providing data to the first member when the first member has not exceeded the data access limit. In some embodiments, there may be separate data access limits for each member of the data exchange, so that a first member may have different access limits when accessing data from a second member, data from a third member, and data from a fourth member. Further, the system may limit a requester to a type of data that corresponds to the type of data contributed.