For the cheap stuff, I usually find the quality better and sometimes lower prices by going to a shop like Home Bargains or B&M. Thats UK specific but I'm guessing there must be these sort of shops in the US too.

Wikipedia describes them as variety stores and has a list here: https://en.wikipedia.org/wiki/Variety_store#North_America