In a mixing bowl, combine the gingerbread cookie crumbs with the melted butter until well combined. Press the mixture evenly into the bottom of serving cups or glasses to form the crust.
In another bowl, beat the softened cream cheese until smooth. Gradually incorporate the powdered sugar, whisking until fully integrated.
Add in the vanilla extract, ground ginger, ground cinnamon, and ground cloves. Mix until all spices are evenly combined.
In a separate bowl, whip the heavy cream until stiff peaks form. Gently fold the whipped cream into the cream cheese mixture until smooth and creamy.
Layer the cream cheese mixture over the gingerbread crusts in the cups, filling each cup about three-quarters full.
Refrigerate the cheesecake cups for at least 4 hours, or until set.
Before serving, top with a generous dollop of whipped cream and sprinkle additional gingerbread cookie crumbs on top for extra texture and flavor.