Place all ingredients except optional garnishes into a glass, then whisk or mix with an immersion blender.
(If serving hot, gently heat all except vanilla on stove, whisking constantly. When steaming, remove from heat, add vanilla, then pour into serving glass)
Top with whipped cream and additional pumpkin pie spice for garnish if desired.
