I'm not sure if it's different climate but we also had a couple of years when we barely had any peas until we tried different seed, now we have plenty! So maybe it's worth a shot to try out different seeds.
Oh, I already painted a picture in my head of the cherry scenery you described and I'm glad you get all the cherries for yourself, haha! 😊