If you store the cannoli shell with the filling, it will cause the shell to absorb moisture from the filling. To prevent a soggy shell, store the shell and the filling separately until you are ready to serve the cannoli. If your shells are not filled but still seem soggy, put them in the oven at 250 degrees F and bake for 5 to 10 minutes to crisp them up.