My big problem with recommending "aliphatic" glue is that many people will use Elmers White glue. Elmer's White is not waterproof which presents quite a problem in humid enviornments like Mobile Alabama. Yellow aliphatic like Elmer's Wood glue yes, but standard white glue, no way.
BTW, I have built a lot of furniture using wood glue - it stands up quite well.