Hong Kong’s use of digital surveillance in the fight against the novel coronavirus—along with that of many other governments, including several U.S. states—has stirred a fierce debate about balancing public health and privacy. Yet the underlying problem precedes the current crisis. Corporations and governments have been amassing intimate personal data about ordinary citizens for years.