No one asked or wanted this comment but pepperoni was first created in NYC about 100 years ago. By Italian immigrants, sure, but that doesn't support my annoying joke ruining reply.
No, its taste isn't something that Italians would appreciate. It tastes like a cheap mix of a cheap German frankfurter and cheap calabrese 'nduja. It's almost impossible to find it in Italy.