Inspired by their own experiences, representatives of a data-driven initiative to aid the COVID-19 response have outlined what they view as major obstacles to the successful use of novel data released by technology companies in times of crisis. Caroline Buckee of the Harvard T.H. Chan School of Public Health in Boston, Massachusetts, and colleagues present these views in the open-access journal PLOS Digital Health on January 18, 2022.