how do you make canned cherry pie filling taste better? canned cherry pie filling can often be made tastier and sweeter with the simple addition of white sugar, usually by adding 1 tablespoon at a time. alternatively, you can use pineapple juice or another kind of sweet syrup, such as agave or honey.