This dissertation is on the philosophy of scientific experimentation, which is a relatively recent branch of philosophy of science that aims to understand what roles experiment play in the production of scientific knowledge and through what epistemic means experimental results are justified. I raise these questions in the context of experimental cosmology, and more specifically, I focus on the discovery of the acceleration of the rate of expansion of the universe as a case study. In the first two chapters, I provide a comprehensive historical account of the early empirical cosmology, and document the development of research on supernovae, and the employment of these objects as cosmological “tools.” Next, I study the specific histories of t...