Kinda far but Flaky Tart in Atlantic Highlands is hands down the absolute best. Worth the drive and every penny. Not sure what you're looking to get but just in case.
Molly O. replied:
Closer to Perth Amboy in my hometown Matawan-Aberdeen, Abbate Bakery on Main Street off of rt 34 is a very very good Italian bakery