COVID-19 is a worldwide health emergency. Digital disease surveillance, including social media-based technologies, represents an innovative approach that may allow us to better understand and contain its transmission. Here, Bisanzio et al. use geolocation data from Twitter as a proxy for human mobility in order to track the early global spread of COVID-19 cases.