Drinking large amounts of water can help dilute the concentration of ketones, but this is not the only benefit. Drinking water throughout the day can help clean excess bacteria and food debris. Bad breath can sometimes be caused by food particles being bitten in the teeth, and drinking water helps to wash away the particles that cause the odor.