I use acetone or nail polish remover to "weld" plastic pieces, but I've never had much luck gluing plastic pieces that are subjected to any stress, as your "spider" is when it rotates. I'd go to the manufacturer's Website and see if their support section can get you a replacement part.
Most larger cities have appliance parts stores that carry a remarkable selection of parts - that's another possibility.

-Joe-