Sure they do, that's why you have to look at the cost of an item for weeks before you can truly know if it's actually on sale or if it's just an advertised price.
Of course the most infamous sale that works like that is on stuff like chicken breast at the grocery store when they do a two-for-one. Two for one chicken breast but the cost of a chicken breast is like $7.99 per pound.