A method begins by one or more computing devices obtaining data for storage in a storage as service network environment. The method continues by determining storage preferences regarding the data. The method continues by determining a set of storage units based on the storage preferences and sending a solicitation request to the set of storage units. When at least a minimum number of favorable solicitation responses have been received within a time period, the method continues by determining a dispersed storage error encoding function based on the favorable solicitation responses, the storage preferences, and available encoding schemes. The method continues by encoding the data based on the selected dispersed storage error encoding function to produce a plurality of sets of encoded data slices. The method continues by outputting the sets of encoded data slices to at least some of the storage units providing the favorable solicitation responses.