The next paper in this iCS Symposium session is by Amelia Acker and Joan Donovan, and focusses on new approaches to gathering metadata from social media platforms without relying on Application Programming Interfaces. Indeed, platform providers are generally unable to predict all of the ways in which users, including researchers, are likely to engage with their platforms, and this leaves loopholes that researchers are able to exploit.