I love Hobby Lobby for this kind of thing
Habitat for Humanity has stores. I have found knobs there for extremely low prices before.
Yes we have a ton of Habitat Restore's around Central Florida. If I buy some of the hardware I have found online then I will have more in the Pull's than I do in the Dresser. LOL