In this paper, a piezoelectric energy harvester driven by plucking is proposed. The design includes a piezoelectric cantilever beam, a plucking mechanism and a spring. The plucking can be converted into vibration of the piezoelectric beam. The transient vibration can be further converted into electric energy based on piezoelectric effect. The prototype testing reveals that the energy harvester can harvest 529μJ by one pluck.