Power battery is the core component of new energy vehicles, which plays a decisive role in the power, safety, driving range, and service life of new energy vehicles. Domestic and foreign standardization organizations have successfully formulated and issued power battery standards, including safety, electrical performance, and other aspects. However, the analysis found that the existing standards are still insufficient to cover the life of power batteries and actual complex application scenarios. In addition, advanced technologies represented by all-climate and solid/semi-solid state batteries have also put forward new requirements for power battery standardization. Therefore, this paper systematically summarizes the domestic and foreign power battery standardization organizations, such as UN/WP.29, ISO, IEC, and SAC/TC114/SC27 and the current state and main content of the published standards. Also, the paper analyzes the differences between domestic and foreign power battery standards in formulation ideas, technical requirements, test methods from standard classification, practical application scenarios, etc., providing a more comprehensive understanding of the various standards' specific contents. Furthermore, this paper focuses on examining the main missing items and new standardization requirements from the perspective of complete life cycle safety, service life, residual value, full climate all-around performance, environmental protection, compatibility, exchange, etc., by combining with the current state of domestic and foreign power battery standards and technology development trend. On this basis, some suggestions on the formulation, revision of specific standard items and standard systems are made, providing a reference for optimizing and improving the power battery standard system in China.