Thank you both so much.
So I will just get the regular cactus mix then. This one seems to not have any fertilizers in it, but I will ask them to make sure:
http://www.homedepot.com/p/Sup...
And of course a regular potting mix, 1/3 of this with 2/3 of cactus mix, as you said Ken.