Carrot cake. What part of speech is carrot?

In the phrase "carrot cake," the Word "carrot" functions as an adjective. It describes the type of cake, indicating that the cake is made with or flavored by carrots. Adjectives modify nouns, and in this case, "cake" is the noun being modified.