A method comprises receiving an input requesting migration of one or more snapshots of a logical storage volume from a first cloud storage platform to a second cloud storage platform, and retrieving one or more first objects corresponding to the one or more snapshots from the first cloud storage platform. The one or more first objects are stored in a cache, and contents of the one or more first objects are sent to the second cloud storage platform for storage as one or more second objects.