Why is cold water good for me?

Every year, between Christmas and January 1, thousands of people plunge into icy water in several countries: the USA, the Netherlands, France, Italy... and Switzerland. In fact, cold-water bathing has been a real success in French-speaking Switzerland for some years now. What are the benefits? What do you need to watch out for?