Mix the milk, sugar, and pumpkin puree in a saucepan and let the mixture warm over medium-low heat for about three minutes. Do not let it boil.
Remove the mixture from the heat, and whisk in the remaining ingredients, except whipped cream, until perfectly combined.
Serve and top the latte with whipped cream and pumpkin pie spice and enjoy.