Anaerobic metabolism is a process by which cells produce energy without the use of oxygen, primarily through glycolysis and resulting in the production of lactic acid or ethanol. This type of metabolism is crucial during high-intensity, short-duration exercises where oxygen supply is limited, allowing for rapid ATP production but leading to quicker fatigue due to lactic acid accumulation.