Aftershock features seven anomaly detection datasets which cover a broad range of domains, data quantities and difficulties. As the goal of Aftershock is to spur development of generalizable anomaly detection systems, we design the benchmark such that good performance should require a model to perform well across as many datasets as possible. We describe the datasets below and discuss our evaluation mechanism in the next section.