Clickhouse not scaling CPU linearly beyond 28 threads

Question

I have Clickhouse version: 20.8.7.15 running on Ubuntu 18.04.4 LTS with 56 physical CPU cores (112 logical cores with HT enabled) and 256 GB RAM.

I created a MergeTre