In normal day to day wear, I think that if someone is noticing the makeup, then the application has failed.
Well, it depends. If it's foundation, the woman is probably using the wrong type and applying too heavily.
But makeup isn't invisible; if it were, there would be no point in wearing it. You're going to see it, even if it's light. But if it's jumping out at you, I would say yes, I agree.