The progression of alcoholic liver disease can be reversible in its early stages, especially if alcohol consumption is ceased or significantly reduced. However, if the disease progresses to cirrhosis, it may not be reversible, and the damage to the liver may be permanent. It is essential to seek medical attention as early as possible and to quit alcohol consumption to prevent further damage to the liver.