What is spumoni? When talking about what is spumoni, one could be talking about one of two things. First off, spumoni is traditionally an Italian ice cream composed of three different colors, each color being a different flavor. Secondly, when asking what is Spumoni, one could be talking about the amazing Spumoni Italian cafe and pizzeria. Spumoni’ has several locations in the greater Los Angeles area.