The major difference between aerobic and anaerobic metabolism lies in the presence or absence of oxygen during the process of energy production. Aerobic metabolism occurs in the presence of oxygen and produces greater amounts of energy through cellular respiration, generating carbon dioxide and water as byproducts. In contrast, anaerobic metabolism occurs without oxygen, leading to less energy production and generating byproducts like lactic acid or ethanol. These processes adapt organisms to different environmental conditions.