I've been hit with a spat of drives that "lost it all". Later the common factor in all of them was the FAT32 file system. Turns out (and nothing new here) that the owner insisted on that old file system and since it's not that robust suffered the total wipe out.

If you are going to do this, consider a newer file system. Or at least don't complain if it goes missing.