A common pitfall is —creating a strategy that looks perfect on historical data but fails in real-time because it was too specifically tailored to past noise. Advanced strategy builders include tools for Walk-Forward Analysis and Monte Carlo Simulations . These tests scramble data or test "out-of-sample" periods to ensure the strategy is robust and not just a fluke.