ELI5 Why do scuba divers carry a backup breathing device but not an extra tank or BCD?

I know divers usually carry two regulators (one for backup or to share with a buddy in an emergency), but they don’t seem to carry an extra tank or another BCD for redundancy. Why is it that other critical gear doesn’t have backups? Wouldn’t extra tanks or equipment make diving safer?