With case studies drawn from a wide variety of historical and empirical domains (such as big data biology, model organisms, and natural history), as well as theoretical connections to a number of other areas in the philosophy of science (including mechanism, science and values, and scientific modeling), this work creates a new lens which helps us understand why contemporary life science takes the structure that it does.