Combine all the ingredients listed above except the ice and whipped cream in a blender. Blend until well combined.
Fill up a tall glass full of ice cubes and pour latte over ice.
Add whipped cream on top and sprinkle with extra pumpkin pie spice or cinnamon if desired. Enjoy and serve immediately!