The two have been dating since 2004, after they met on the set of "The Fantastic Four." The 31-year-old Warren was a director's assistant on the set.
Alba, 27, is pregnant with the couple's first child, which was confirmed before the engagement.
Warren popped the question during last year, and the engagement was announced during December.
Alba is due this summer.