Usually leg and arm warmers will keep you warm enough into the shoulder seasons. I also just purchased a lightweight jacket that will packdown into a small bike bag for those colder rides. If I need anything warmer then I just won’t ride. Not going to be pedalling in a snow parka and ski pants.