- No heavy programming background is required.
- Basic familiarity with spreadsheets or data handling is helpful.
- SQL syntax is taught from beginner-friendly examples.
- ETL and warehousing tools are introduced with guided practice.
- Consistency and practice matter more than prior coding knowledge.

