Mountain bikes with knobby and even studded tires exist, and a great thing about bikes is that they're relatively inexpensive and don't take up a ton of space.

Mountain bikes with knobby and even studded tires exist, and a great thing about bikes is that they're relatively inexpensive and don't take up a ton of space. I know many people have beater cars for winter, so have a beater bike instead.