Nature, Published online: 31 January 2024; doi:10.1038/d41586-024-00079-8Genetic sequencing data from more than 4,000 Chinese participants in the Born in Guangzhou Cohort Study provide insights into the population, and a snapshot of what is to come in future phases of the project.