Zucchino is the older form and preferred by some Italian dictionaries.[1]However both variants are in common use[2], with some preference for zucchino in Piedmont, Tuscany and Sardinia.[3]
References
“Alcune varianti di nomi di frutti”, inAccademia della Crusca, 2013-07-18, retrieved 2018-06-30