Varieties do vary. I had no idea that there was any thing else other than the long green ones in shops.
On our allotments members have all shapes and sizes of cucumbers long , short. Some are thick others thin.
Not being a cucumber lover, I can not comment on flavour but I am told by those who will eat a whole one like it was an apple, that there is a difference in the taste and texture of each variety.