One day the release pipeline broke because a dependency's authors published a new version containing a wheel for a newer ABI, though the older ABI was still supported. My build pipeline pulled the one for the later ABI because it was compatible, but the release pipeline environment, which could not be upgraded, did not have the newer version of gcc required. It was a nasty introduction to the fact that one Python package version can have multiple published wheels targeting different C++ compilers!
But the worst part was not that I learned something new! It was that I wrangled with both pex and pip for a few hours trying to figure out how to download a wheel for an older ABI as both tools resolve the latest compatible by default. The options to do so are ostensibly there but the effect was not. I definitely could have made some mistakes but in my mind it shouldn't be _hard_ to get it right.
I ended up downloading the wheel for the internal package in the build and copying it directly into the artifact. The release pipeline resolved public dependencies and installed the internal package from the local file.