Found two more resources for beginners yesterday at the Ali and Nino shop in Park Bulvar. Both are really over-priced, but I bought them anyway in order to review them on the blog.
Learn Azerbaijani 1 - a thin volume (76 pages). Good coverage of verbs, but one would have to be a very motivated beginner indeed to benefit from this book. It really does just throw the person into a lot of vocab and sentences right from the start. On sale for 21 manat.