Every marketing email that spells your name wrong, every time a company asks you the same question twice, and every muddled sales pitch that feels completely off‑target — all of that comes down to one thing: messy customer data. This chapter is about getting it right. We’ll see how companies build, clean, connect, and protect the customer databases that make personalised offers and fast service possible.