Unable to get PHP configured to my specifications using the Ubuntu repositories, I decided to install it from source. However, I kept getting the error:
Note that the MySQL client library is not bundled anymore!
Not wanting to install MySQL from source, I found a package in the Ubuntu repositories that installed the necessary library files.
sudo apt-get install libmysqlclient15-dev
After I installed that package, PHP was able to install successfully.