Big data projects in the neurosciences have been increasing in number in recent years. Nature Neurosciencepresents a collection of Reviews, Perspectives and Commentaries that discuss different kinds of big data in neuroscience, from epigenomics to connectomics and whole-brain activity recordings to big behavioral data. The authors of these pieces tackle tough questions that have come to the forefront during this era of big data, including whether big data will completely change the way neuroscience is done, how much insight will be gained from big data, and what are the best ways to go about conducting such projects.