For maximum low frequency response, a low input bias current operational amplifier is often used. If a higher low frequency cutoff is acceptable, then a high input bias current operational amplifier can be used.
Configure the operational amplifier in non-inverting mode, directly connect the piezo to the non-inverting input, and place a resistor across the piezo to sink the input bias current.