The COVID-19 pandemic has disrupted nearly every aspect of public life. Virtually unprecedented, the public health crisis required an emergency response. That response, however, has brought with it a new set of concerns that might have a lasting impact well beyond the pandemic. Privacy is under serious threat. Governments rushed to deploy tracking apps in an effort to curb the spread of the virus by facilitating contact tracing and monitoring for compliance with self-isolation regimes.