Secondary metabolites differ from primary metabolites in that they are not essential for the basic metabolic processes necessary for the survival of the organism. Instead, they often provide ecological advantages. These compounds can be categorized into several classes, including alkaloids, terpenoids, flavonoids, and phenolics. Each class has distinct chemical structures and biological functions.