You have a shiny analytical model in mind, and you are eager to turn raw data into insights. But raw data is almost never ready to use straight away — it is messy, incomplete, loud, and full of traps. This chapter is your toolkit for turning that chaos into a clean, trustworthy foundation that any model can build on.