Heavy shoes are for heavy materials
You should wear a pair of boots or even a thick heel with your warm tweed jackets and winter sweaters.
Whenever both the material and structure of the garment looks heavier, a thick and solid shoe will totally compliment such garment better than the thin and tiny shoes.