Mix cake mix, pie filling, eggs and vanilla together with an electric mixer. Batter should be well blended, but with pieces of peach.
Pour into greased bundt pan.
Bake 350 for 40-45 minutes or until toothpick comes out clean.
Cool 10 minutes, then remove from pan and cool completely.