What is the main difference between fatty liver and cirrhosis?

The key difference is the presence and extent of scarring. Fatty liver is an early, and often reversible, stage of liver disease defined by fat accumulation. Cirrhosis is a much more advanced, irreversible stage marked by extensive, permanent scarring of the liver. Think of fatty liver as a precursor to cirrhosis in many cases.