The use of digital strategies and tools is on the rise in health research. While technologies like wearable sensors and social network platforms hold promise for understanding health behaviors, these strategies for gathering data include ethical, legal and social implications (ELSIs) that must be considered. By encouraging transparency and open discussion about the ethical and responsible conduct of digital health research, our hope is that the academic community is better prepared to recognize and mitigate related risks.