Why is the skin color in Japanese photos not red?

It's not nothing, just light. Skin color is the most important part of portrait photography, and most skin colors can't be seen without the later period. People's skin can't be perfect, and in the early shooting, because of various reasons such as light, it is impossible to fully show the transparent skin that girls like.