What can we, as users of microdata, formally guarantee to the individuals (or firms) in our dataset, regarding their … privacy? We retell a few stories, well-known in data-privacy circles, of failed anonymization attempts in publicly released … databases. We apply some of its insights to situations routinely faced by applied economists, emphasizing big-data contexts …