I bring a properly zeroed backup scope in detachable mounts AND backup ammo. If I am shipping anything to the hunting area, I put ammo in the package. I also carry ammo in two different areas of my hunting gear. So I would carry the same caliber if I carried a backup rifle.
For most hunting trips, a cheap backup would work fine in any adequate caliber.