In a large bowl combine the softened cream cheese and the sweetened condensed milk. Use a hand mixer on high to whisk everything together until well combined.
Gently fold the Cool Whip into the cream cheese mixture.
Spread the cream cheese mixture in an 11x7 inch dish.
Top with cherry pie filling.
Cover with plastic wrap and store in the refrigerator until ready to serve.