The present disclosure application relates to a transducer, a loudspeaker, and an acoustic output device. The transducer comprises: a magnetic circuit system including a magnet, a magnetic conductive plate and a magnetic conductive cover, the magnet and the magnetic conductive plate being arranged along a vibration direction of the transducer; and a vibration plate including a first vibration plate and a second vibration plate, the first vibration plate or the second vibration plate being fixed on both sides of the magnet along the vibration direction of the transducer for elastically supporting the magnet; wherein at least one of the magnet, the magnetic conductive plate, and the magnetic conductive cover includes multiple magnetic parts with different magnetization directions.