You would not eat a meal if you knew half the ingredients were spoiled and the recipe was almost right. Yet businesses build billion‑dollar strategies on data that is just as unreliable every day. This chapter is about making sure your data deserves the trust you place in it — and giving you the tools to turn messy, incomplete records into a clean, reliable foundation for every important choice and algorithm that matters.