Some people do love membrane keyboards, and I won't shame them even if I should. It's fine if it suits you.
As for the noise, I'm pretty sure that mechanical are always a bit louder than regular keyboards. Some types of "springs" can be quiet, but never as quiet as your own current keyboard.