This document provides information about the RecSys 2012 Challenge held in Dublin, Ireland on September 13, 2012. It was organized by Nikos Manouselis and others. There were two tracks, CAMRa for movie recommendations using Moviepilot data, and ScienceRec for paper recommendations using Mendeley datasets. However, the challenge was not very successful, with only 5 total submissions and 2 accepted papers. Various issues were encountered regarding data access and usability. The workshop following the challenge aimed to discuss lessons learned and how to structure future challenges to better benefit participants, data providers, and the research community.