It's kind of like when you buy a bunch of stuff at Joann's - the computer applies your coupon discount only to items which aren't on sale.
A lot of places won't discount sale prices, but if I remember correctly, fabric.com is one that applies your discount coupon codes to everything you buy whether it's on sale or not.