Amazon Marketplace - where Amazon is just fronting for a 3rd party - is more of a mixed bag, make sure you understand who the actual seller is since their listings are mixed with the actual Amazon listings.

Yodobashi just to the west of Shinjuku Station in Tokyo is fun but is scattered about almost as if it were several different stores. The one in Akihabara is best described as simply being 9 floors of heaven.