The Lomey Design system by Oasis gives a floral designer alternative choices for elevating a heavy centerpiece. It's all about balancing the weight and giving a sturdy base.
If you wish to dismantle the pieces for storage or for different mechanics, use floral clay. It adheres well even when subjected to water. If you want to permanently lock the pieces together, make sure you consider how to transport the pieces later.