Most piezos have two connections, but this type has three. They are called self-drive types, and they're meant to be used as part of the oscillator.
The piezo effect works both ways: if you apply a voltage the piezo stretches, but also if it stretches it creates a voltage. This principle is used to create a feedback signal which drives the oscillator.
The advantage of the self-drive is that it will automagically work at its resonance frequency, where it produces the loudest sound.
2N2222A transistor (or some other NPN transistor)
150K ohm resistor
3.9K ohm resistor
620 ohm resistor