The availability of big data has the potential to transform many areas of the life sciences and usher in new ways of doing research. Sabina Leonelli argues that big data biology also raises fundamental questions in the philosophy of science: for example, what is a good dataset, and how can reliable knowledge be extracted from big data? Collaborations between biologists, data scientists and philosophers of science will help us to answer these and other questions. Read more here.