Dulce de leche is also called caramelized milk and can be found in cans in well-stocked grocery stores. If you can't find dulce de leche, you can alternatively buy condensed milk in a can and boil the can for 3 hours in a pot – it will turn into caramel. The caramel can be stored in the refrigerator for 1-2 weeks in an airtight container.