I haven't really tried very many of either, at least not that I remember. But the shaved ice you can buy at the summer festivals all over the place is nice. You can get more elaborate versions with condensed milk or anmitsu or something at some of the cafes, if you look around a little bit...
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I tried taiyaki, and that was nice, too.