- 3–4 years of experience in data testing or ETL testing roles
- Solid SQL querying skills
- Experience validating data pipelines and transformations
- Basic familiarity with Python-based data pipelines (reading logs, outputs)
- Understanding of ETL/ELT concepts and data reconciliation techniques
- Experience working in Agile or wave-based delivery models