The Japanese 'penny' is (was?) made of aluminum. It looked less like currency and more like a token from a deluxe version of a board game. It was just too insubstantial.
As we've moved to zinc with a thinner and thinner copper jacket the US penny has drifted in that direction, but the relief is much more pronounced and makes it look more 'real'. Probably more expensive to make though.