The integration of genomics into public health and medicine is happening at a faster rate than the accrual of the capabilities necessary to ensure the equitable, global distribution of its clinical benefits. Uneven access to genetic testing and follow‐up care, unequal distribution of the resources required to access and participate in research, and underrepresentation of some descent groups in genetic and clinical datasets (and thus uncertain genetic results for some patients) are just some of the reasons to center justice in genomics. A more just genomics is an imperative rooted in the ethical obligations incurred by a publicly funded science that is reliant on human data. These features of genomics indebt the genomics enterprise and compel the expanded scope of responsibility proposed by the authors of this special report. The report begins to define justice in genomics for different stakeholder groups and proposes substantial shifts in power, resource distribution, scientific practice, and governance that could enable genomics to meet its obligations to humanity.