A very large portion of people who go from working on consumer grade systems to getting enterprise grade stuff for their home lab make a mistake like that, I did some similar things, my biggest mistake was spending $300 on non-refundable ECC RDIMMs without realising that my server (the cheapest Dell Txxx server) took ECC UDIMMs.

I hope that my blog posts on these topics will save some people some money.