Imagine you just received a massive spreadsheet of sales transactions from a client. The dates are in three different formats, product names are misspelled, and half the rows have missing cost data. Before you can analyze anything, you need to whip that data into shape. That’s exactly what this chapter is about — the often invisible but essential work of turning raw data into trustworthy analysis-ready tables.