A small company benefits more than anyone since it's not rocket science to learn these things so you can just put on your system administrator hat once every few weeks, would not be ideal to lose that employee which is why I always suggest a couple of people picking up this very useful skill.
But I don't know much about how it is a real world and normal 9 to 5 I have taken up jobs from system administration to reverse engineering and to even making plugins and infrastructure for minecraft I generally only work these days when people don't have any other choice and need someone who is pretty good at everything so I am completely out of the loop.
It takes me almost equal time to manage a Kubernetes cluster with 10 nodes as with 100 nodes. If I have to spend say 5 hours per month and with a cost of say 100 usd/hour it means it cost 500 usd/month to manage. If leaving cloud saves say 100 usd/node from 200 usd/node it means for a small company its cost would be (10100)+500=1500 usd/month which is a cost reduction of 25%. For a large company it would be greater (100100)+500=10500 which means a 47.5% savings. Do you see why the savings are greater with scale?