I also use a cat carrier - I use a top opening one as I find it easier to get the buns in and out.
My cats have an airline dog carrier, it's on wheels so it's dead easy to move around, and they can share it and sit upright instead of being all squished down. I think Geoffrey is a bit claustrophobic, he totally freaks if I try and put him in a normal cat carrier.