I’ve seen that azure has some nodes with infiniband connection (same that is often used in super computers).

I did my PhD in physics simulations (molecular dynamics), and have the same problem there. I tried running these simulations in Google Cloud without any good performance results due to high latency (compared to HPC). I’m no GC expert though, so should be possible to improve what I did.