Condensed milk is cow's milk from which water has been removed. It is most often found in the form of sweetened condensed milk, with sugar added. Sweetened condensed milk is a very thick, sweet product which when canned can last for years without refrigeration if unopened. Milk tea is usually made with condensed milk.
Evaporated milk has undergone a more complex process and is not sweetened.