A computer-implemented method according to one embodiment includes identifying a first data set to be backed up, where the first data set is stored on a first storage volume; removing empty data tracks from the first data set to create an intermediary data set; storing the intermediary data set at a plurality of secondary storage volumes different from the first storage volume; and creating a backup data set for the first data set, utilizing the intermediary data set.