Evaporated milk, also known as dehydrated milk, is a shelf-stable canned milk product with about 60% of the water removed from fresh milk. It differs from condensed milk, which contains sugar. Each can of Alaska Evaporated Filled Milk has the creaminess and taste housewives look for.