A backtest can make any trading idea look like a money-printing machine — until you realize the data was feeding it information that never existed in real time. This chapter shows you the silent landmines buried in financial datasets: split errors, missing delisted stocks, accidental peeks into the future, and patterns that are just noise. Master these, and you will stop fooling yourself before you ever risk a real dollar.