• E-nose and GC–MS could distinguish the different pumpkin based on aroma profiles and volatile compounds. • It’s the first time to study the key volatile compound associated with ‘taro-like’ aroma of pumpkin fruit. • 2-Acetyl-1-pyrroline is the key contributor to the ‘taro-like’ aroma of pumpkin fruit.