According to certain aspects, an information management system may identify a set of secondary storage computing devices residing in a secondary storage subsystem, wherein each of at least two storage devices that each store a separate copy of a first file is associated with at least one of the secondary storage computing devices in the set. The system may also select a subset of the set of secondary storage computing devices based on stored selection criteria. The system can, using a first secondary storage computing device, initiate a restore operation of a first copy of the first file stored in a first storage device associated with at least the first secondary storage computing device and, using a second secondary storage computing device, initiate a restore operation of a second copy of the first file stored in a second storage device associated with at least the second secondary storage computing device.