Abstract We reveal the physical characteristics of metal zero-length spring for marine gravimeter, describe the technology of developing metal zero-length spring based on Fe-Ni constant elastic alloy, and systematically summarize the key development process and difficulties. We develop a series of metal zero-length springs for marine gravimeters with excellent performance and good zero-length state.