Pitting cherries can be very time consuming and messy. I have found that using a cherry pitter is the best when pitting fresh cherries. You can also use frozen cherries for this recipe if you prefer. Frozen cherries are generally already pitted so you can easily skip this step. If you us frozen cherries, thaw them out before making this cherry pie filling.