Pumpkin Poke Cake Recipe ~ Says: The cake is super moist with a slight flavor of pumpkin pie and fall spices and is infused with the sweetness of sweetened condensed milk. The whipped topping isn't too sweet, and the toffee pieces and caramel drizzle complement the pumpkin flavors perfectly!