Cherry cake may refer to any cake containing cherries:
a traditional British pound cake featuring glacé cherries in a Madeira sponge Black Forest gateau, a traditional German chocolate cake with cherry filling Gâteau Basque, a traditional Basque French pastry filled with black cherry jam
See also Cherri M. Pancake List of cherry dishes