What is the difference between snow tires and all season tires?

I am wanting to put new tires on my car for winter snow and ice. I was looking online and there are snow tires but also all season tires. What’s the difference? Are you only supposed to have snow tires during winter? Do you have to change your tires when summer comes? Thanks!