Unfortunately, I can't say that as I signed an NDA, but I'll tell you that you should know about the cloud service they use and that popular tool that helps you manage it (all in the job description). Also, practice easy + medium leetcode and get familiar with the typical values interview.
I think the role is more focused on capacity planning and scaling, not really on ETL or ELT.