wedding cake stands
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What is the size of your largest (bottom) tier? It sounds to me that you would need a metal plateau to support the weight of the cake well.
If you google cake stands or cake pedestals, you'll see ones made of milk glass, clear glass, porcelain, wood, metal, etc.
I find them sometimes at thrift stores.