Came to say exactly this.
A lot of code is wasting a ton of performance on servers because of not being NUMA aware. We should also test high throughput/performance code on NUMA systems.
Remember to allocate local memory for your threads — IOW, be NUMA aware. Going through interconnect(s) is slow.