At First Service Residential, I lead QA automation and data testing for enterprise integration workflows, building Databricks-based automation to streamline validation and regression testing across ETL/ELT pipelines, MDM, APIs, and databases.
Previously at Four Seasons Hotels & Resorts, I reduced test cycle time by 30% by designing a hybrid Cucumber framework. Across financial-services and hospitality teams, I've automated functional, regression, API, and data testing using Python, PySpark, SQL, Java, Selenium, Cucumber, Jenkins, and Azure DevOps.

