Opportunities for Analysts and Data Engineers in FAANG companies

It is generally considered as when you join FAANG you are a software developer, with tags such as SDE I or II or III. But I've heard very little about analysts/data engineers/data scientists in these companies. I am a B.Tech final year student and I'll be joining a Data Analysis startup firm in June this year. So I wanted to know about my future opportunities in FAANG companies, I want to know if the salaries offered by these companies for such roles are similar to the Developer role and firstly do they provide opportunities for students coming from a background like mine?