Backfill scheduling techniques are used to schedule execution of applications, either on a local computing unit or a remote unit. In determining whether a particular application is to be scheduled to execute on a local unit or a remote unit, the data associated with that application is considered. As examples, an amount of data to be moved, availability of communication channels, and/or availability of remote data storage resources are considered.