Yodobashi Camera is a huge mega-chain, so they may have some of the more commonly-available stuff. There are plenty of smaller stores a few blocks into the district, and it's great just wandering the narrow streets sometimes, seeing live performances from amateur musicians or wannabe idols, etc. Great place.