What was the Forbidden Fruit?

According to popular belief, the fruit of the Tree of Knowledge in the Garden of Eden was an apple. However, Jewish tradition doesn’t seem to support this view.
What, then, was the fruit of the tree, and why does the Torah not explicitly name the tree?