The author delves into the complexity of big data, and also the challenges and technical problems during the process of current construction and utilization of data resources. The main contents include overview of basic concepts and development processes of domestic and overseas research, introduction of solid resolution technique, true-value discovery technique, data quality control technique based on data dependence, as well as introduction of data quality control system and the design and implementation of the data governance platform.