You need at least a driver for the transducer.
I used a driver with 12V to drive the piezo. The driver was overheated and blown, because of the capacitance of the piezo, and because I used a digital signal from the Arduino.
As Paul__B wrote, an efficient way is to use an series inductor and let the circuit resonate. But the frequency would be fixed that way.