In this article the authors present the lessons learned from previous research efforts into dark markets. First the important features of dark markets are discussed, i.e. anonymity and trust, as well as the question how data on dark markets can be collected. Next, the authors illustrate how this data can be used to study the phenomenon of dark markets itself as well as the impact of police interventions on dark markets.