- 5 to 7 years of core hands-on engineering experience building, monitoring, and maintaining enterprise ETL/ELT data pipelines.
- Technical Ingestion Frameworks: Strong execution background with Azure Data Factory (ADF), DBT (Data Build Tool), Apache Spark, or Python-based data frameworks.
- Schema Management: Proven track record of managing ground-level data warehouse implementations, system schemas, and automated data validation layers.


