Data Architect to Analytics Engineer

Summary: 1 of the 6 core skills listed for Analytics Engineer carry over directly from Data Architect, and 2 more build on related experience. The US median salary changes by -15% ($165K → $140K). Difficulty: Challenging, typically around 9 months of focused upskilling.

The two roles

Data Architect: Data Architect designing data warehouses and cloud data platforms.

Analytics Engineer: Analytics Engineer transforming data for business intelligence and analytics. Growth outlook +30%; AI-augmented (AI changes how the work is done, not whether it exists). Typical education: bachelor. Typical experience: 2-4 years.

Skills that carry over

• Data Modeling

Builds on related experience

• SQL — builds on Data Warehouse Design
• Data Transformation — builds on Data Warehouse Design

Skills to learn for Analytics Engineer

• Analytics Tools
• Business Intelligence
• Python-R

Salary comparison (median, estimated)

Salary figures are estimates benchmarked against public compensation data — see methodology.

Next steps

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Related

Data Architect career guide | Analytics Engineer career guide

Other transitions to consider

• Data Architect to Database Administrator — 5 of the core skills carry over
• Data Architect to Business Intelligence Developer — 2 of the core skills carry over
• Data Architect to Data Engineer — 5 of the core skills carry over
• Business Intelligence Developer to Analytics Engineer — 6 of the core skills carry over
• Data Engineer to Analytics Engineer — 6 of the core skills carry over
• Data Analyst to Analytics Engineer — 6 of the core skills carry over
• Data Scientist to Analytics Engineer — 6 of the core skills carry over