I've gotten a bunch of my exercise clothes from Target, and have been very happy with the quality. So I'd go there. This is my first fall riding, too, but I went ahead and bought a bunch of warmer clothes, because I'm a wuss and down here in the Carolinas we consider 40F COLD!
