The difference between a tea cake and a snack cake is about as big as the difference between a sugar cookie and a Twinkie.
The cake needs several hours in the fridge to set ... For the matcha (green tea powder), there’s no need to use the super-expensive ceremonial-grade quality, but do buy one that you are willing ...