Combine brown sugar, butter, corn syrup, and sweetened condensed milk together in a sauce pan over medium-low heat until the butter is melted.

Turn to medium heat and bring to a boil. Stir constantly while boiling for 1 1/2 minutes. Remove from heat and mix in vanilla. Allow to cool slightly before using. Can be stored in the refrigerator and warmed in the microwave as needed.