They look a lot alike, but split peas and green lentils come from two entirely different plants. In many split pea recipes, they can be used almost interchangeably, however, split peas tend to have a bit of a sweeter flavor and creamier texture. Green lentils can have an earthy flavor and a bit of a gritty texture.