This role requires hands-on expertise in Python-based test automation, AWS services, Kafka, data pipeline validation, API testing, database testing, CI/CD, containerization, observability, and production-quality engineering. Test SQL and NoSQL databases for data integrity, rule-configuration storage, versioning, auditability, and rollback capabilities.