Place the butter and icing sugar into a mixing bowl.
Beat on high speed until the butter turns pale and fluffy.
Add the egg yolk (at room temperature) and vanilla extract.
Beat until well combined, scraping down the sides of the bowl if necessary.
Add the evaporated milk and beat until combined.