I have always felt like the network/security and integration with internal it systems was worse than the physical maintenance. Like people should expect that they have to invest time into integrating into a on-prem data center environment or physical maintenance stuff. I think small teams are benefited by a small gpu cluster with a fixed budget over large cloud gpu training costs. Mid-large companies do better with cloud than on-prem bc they can have better separation of environments but they cost more.