Non-alcoholic fatty liver disease (NAFLD) is intricately linked to metabolic disease (inluding obesity, glucose intolerance, and insulin resistance) and encompasses a spectrum of disorders including steatosis, non-alcoholic steatohepatitis (NASH) and fibrosis. Rodents consuming a high fat (HF, around 40 kcal% fat including fats containing higher levels of saturated and trans-fats), high fructose (HFr) and high cholesterol (HC) diets display many clinically relevant characteristics of NASH, along with other metabolic disorders. C57BL/6 mice are the most commonly used animal model as they can develop significant metabolic disorders including severe NASH with fibrosis after months of feeding, but other models also are susceptible. The significant number of diets that contain these different factors (i.e. HF, HFr, and HC), either alone or in combination, makes the choice of diet difficult. This methodology review describes the efficacy of these nutrient manipulations on the NAFLD phenotype in mice, rats, guinea pigs, hamsters, and non-human primates.