How Do You Ensure Your Trading Strategy Isn't Overfitted to Historical Data?

Backtests can show incredible profitability on past data yet fail completely in live market conditions. How do you verify whether a strategy holds a genuine market edge or is simply the result of parameter curve-fitting? Which metrics do you prioritize during validation?