According to certain aspects, an information management system may instruct a first secondary storage computing device in a set of secondary storage computing devices to initiate a restore of a first group of a plurality of files from a first storage device associated with the first secondary storage computing device, the first group including a first file. The computing system may instruct a second secondary storage computing device in the set to initiate a restore a second group of the plurality of files from a second storage device associated with the second secondary storage computing device, the second group including the first file. The computing system can, upon receiving notification that the restore of the first file from the first storage device has completed prior to completion of the restore of the first file from the second storage device, cancel restoration of the first file from the second storage device.