When I first started backtesting strategies, I thought one long backtest was enough. It wasn’t. Markets change, conditions shift, and what worked in one year might fail in the next. That realization led me to walk-forward analysis — a systematic way to simulate how a strategy learns and adapts over time. In this post, I’ll show you how to generate the date sequences that make this method possible using Python.