Preheat the oven to 350°F and generously grease a bundt pan.
In a large bowl, mix together cake mix, pudding mix, eggs, almond and vanilla extracts, oil, water, and sour cream until well combined.
Gently fold in the cherry pie filling.
Pour the batter evenly into the prepared bundt pan.
Bake for 40 to 50 minutes, or until a toothpick inserted comes out clean.
Let the cake cool in the pan for 10 minutes before inverting onto a wire rack to cool completely.
Whisk powdered sugar, milk, and almond extract to make the glaze, then drizzle over the cooled cake.