Combine the water, granulated sugar, brown sugar, and butter in a heavy bottom saucepan over medium heat. Bring to a boil then simmer on LOW heat for 5 minutes.
Let cool to room temperature before stirring in the vanilla and almond extract.
Store in an airtight container in the fridge for up to 2 weeks.