The specific programs that I needed to disable were nginx and postgresql.
I have tried the flagship post for this question, which suggests I create a manual override file for upstart, and it does not work for me. Why?
However, the approach described here, using update-rc.d, does work for me.
I read that systemctl is the suggested approach going forward, but that tool does not exist on my version.