A role that emerged for a reason
Between data engineers who move data and analysts who interpret it sat a gap: who makes the data clean, modelled, and trustworthy? That's the analytics engineer.
What they own
- Transforming raw data into tested, documented models.
- Defining metrics once, so everyone agrees on "revenue."
- Bringing software practices—version control, testing, CI—to analytics.
Why it matters to you
This is often the highest-leverage hire for a growing data team. It's the difference between dashboards people trust and ones they quietly second-guess.
