In a small saucepan, bring the milk, cinnamon, nutmeg, and ginger to a boil. Turn off heat and cover. Let mixture steep for 30 minutes.
Divide espresso between 4 cups. Strain milk and divide between the 4 cups. Top each with dollop of whipped cream and dusting of cinnamon.