Math and theory would be more important for a dev job, parent commentor is doing SRE.
The goal of the job is keeping large systems online and operational.
Think: systems engineering, DevOps, and sysadmin at scale - leveraging automation.
Lots of other shops still call it DevOps Engineering, Production Engineering, etc.
(I've never been in a company big enough to have one of these, so I'm just trying to understand)
Rather than focusing on making the software do X, it makes software that already does X more resilient to failure.
I think it strongly depends on exactly what you end up developing.