How much should I tip?

I order from my local pizza place. It's normally $32 after tax for 3 large pizzas. By ordering delivery the pizzas cost $2 more each, and then there is a $5 delivery fee on top of this. So I'm now paying $11 extra for delivery already.

Do I tip on the delivery costs? I'm so confused.