The other thing is that now a days you scale way way further vertically before you scale horizontally (assuming you are not using a cloud provider)

Everyone is hung up making their shit "scalable" like its a systems design interview at google in 2010.

Now a days you get a box with 600+ cores and 4TB of RAM. That is going to cover a very very large percentage of most enterprises.