Edit: skimming through this page, precompiling seems like an afterthought, and the linked packages don't even seem to mention how to integrate third-party libraries. So I guess I can see why it doesn't deliver on its promises.
Kerberos and Hadoop stuff obviously still doesn't, though. I guess the joke's on me for being stuck in this stack...
numpy-1.25.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
This specifies cpython 3.9, linux, glibc 2.17 or higher, and x86_64 cpu. Looking through the list you will see that the oldest cpython supported is 3.9. So if you are running with an older version of python you will have to build from source.
I just learned a bit more about this recently because I could not figure out why PyQt6 would not install on my computer. It turned out my glibc was too old. Finally upgraded from Ubuntu 18.04.