hahaha average low in Lake Tahoe is -5 degrees C (23 F). When you think that's cold, then you truly do know nothing about winter.
https://en.wikipedia.org/wiki/Salt_Belt
(And yeah, you're right: CA isn't one of them.)
Sand only works when it's barely freezing. Which can be true at low elevations, but not at 10,000'.