In your example it's called service teams, but where do those services are running? OP said AWS too expensive so do it yourself, your example doesn't describe w

In your example it's called service teams, but where do those services are running? OP said AWS too expensive so do it yourself, your example doesn't describe what OP is asking for: DC infra, managed / rented servers same for networking / storage.