Choosing a pair of tennis shoes that are darker in color and made of a warmer material like leather will keep your feet warm when you play in chilly temperatures. When playing in warm weather, mesh, canvas, or synthetic materials will keep your feet as cool as possible. Shoes that wick moisture will keep your feet dry during a sweaty match.