Food Facts: The Difference Between Pickled Beets & Harvard Beets. As we were writing the previous post, it occurred to us that most people donât know the difference between pickled beets and Harvard beets. The quick answer: Pickled beets are made with a pickling technique and served chilled or at room temperature.