The Volume Breakout strategy combines price breakouts with volume confirmation — the idea being that a breakout accompanied by high volume is more likely to be "real" and follow through. This was the highest-frequency strategy in backtesting with 16,677 trades, but also the worst-performing in terms of win rate at just 36.4%, leading to total capital loss. The strategy suffers from the same latency problem as other hourly strategies: by the time both the price breakout AND the volume spike are confirmed on a closed hourly candle, the move has already happened. The entry is systematically late. The issue breakdown is revealing: "low volatility chop" (4,014 trades) shows the strategy frequently triggered in choppy markets where what appeared to be a breakout was just noise. "Adverse move" (2,804) indicates the breakout failed to follow through. "Stop too tight" (1,135) suggests the stop-loss level was inappropriate for the volatility of breakout events. Volume-based confirmation is theoretically sound, but on hourly candles it transforms from a filter to a lag amplifier. This approach might work on daily candles where breakouts are more meaningful, or on 1-5 minute candles where the confirmation is more timely.