I live in a sunny climate (California), so I’m genuinely curious: would the solution to icy roads be winter tires? And does winter tire == snow tire?

I understand studded tires are also an option, but I think their use in this state is heavily curtailed or outright prohibited because of the damage they inflict on the road surface.