In a small saucepan, melt butter over low heat.
Stir brown sugar and milk into pan, stir.
Bring to a boil over low heat, stirring constantly (which will be approximately 10-12 minutes total or until caramel sauce has thickened up).
Remove from heat, add vanilla. Stir.
Let caramel cool for about 10 minutes.