The construction of fine-grained piezoceramics with large transduction coefficient (d 33 × g 33 ) and mechanical properties is the key to the development of high-quality piezoelectric energy harvesters (PEHs). In this work, samarium doping strategy is used to optimize the properties of Pb(Zn 1/3 Nb 2/3 ) 0.20 (Zr 1/2 Ti 1/2 ) 0.80 O 3 (0.2PZN-0.8PZT) piezoceramics. The results show that Sm 2 O 3 additive can effectively refine the grain size accompanied with the enhanced mechanical properties.Meanwhile, the Sm 2 O 3 addition induced the formation of local structural heterogeneity accompanied by the reduced domain size, which boosts the transduction coefficient. A cantilever beam type PEH was further assembled from the preferred samarium modified material, and the power density was up