Preheat oven to 350ºF. Grease and flour 10-inch Bundt® Pan.
Combine cake mix, pudding mix, eggs, water, oil and almond extract in large bowl. Beat at low speed with electric mixer until moistened. Beat at medium speed for 2 minutes. Stir in almonds. Pour into pan.
Bake at 350°F for 40 to 45 minutes or until toothpick inserted in center comes out clean. Cool in pan 25 minutes. Invert onto cooling rack. Cool completely. Dust with Confectioners' sugar.