Career in brunch in Westlake Village. The Mediterraneo is a restaurant located in Westlake Village that happens to serve food all day. One of their biggest hits is brunch. Their brunch menu has an array of foods that everyone loves. Froms eggs, to sandwhiches, and even breakfast sweets the Mediterraneo has it all. If you and your friends are looking for a new brunch spot, make sure you check out the Mediterraneo in Westlake Village.