Across banking and healthcare data projects, I validated Azure Data Factory and Databricks pipelines for transaction, patient, claims, and insurance data. My work included checking source-to-target accuracy, data lineage, and compliance requirements.
I developed Python-based ETL validation and reconciliation automation with PySpark and SQL, and built a hybrid framework combining UI, API, and ETL testing. The resume reports a 70% reduction in manual ETL testing effort and 95%+ automation coverage for ETL regression suites.
I also tested CDC pipelines, Delta Lake schema changes, and healthcare data formats such as FHIR and HL7. I integrated automated test suites with CI/CD pipelines and created reporting with Allure and HTML reports.

