I don't know, but probably, if they have the Kindle Paperwhite available that country. It's really easy to do, you just have to register on that country's site and set your location to residing within that country. Also, once your Kindle is registered, you can only use that country's site (so no going back and forth between the US site and that one).
Re: Japanese books