The COVID-19 pandemic has seen governments across the world restricting movements to new levels. To aid the safe lifting of current public health restrictions, contact tracing apps have been developed to automate the labour-intensive contact tracing tasks critical to containing the spread of the virus. This article explores the legal and ethical implications of contact tracing apps.