So it's a synonym for what we used to call "healthy" before the tactic of making up new terms to get attention in the viral media caught on. But "not junk food" isn't as catchy.eating "clean" typically means eating quality nutrient rich calories. lean proteins, long lasting carbs, good fats. not junk food full of salt and sugar.