Are iPods cheaper at places like Amazon and eBay or are they cheaper in an Apple store?

iPods sold at Amazon and eBay tend to be cheaper than ones bought from an Apple store. It's possible to get an iPod on eBay for much cheaper if a bid on an iPod is far lower than the actual price.