Design, develop, and implement robust end-to-end data solutions and ML pipelines covering feature engineering, data preparation, training, testing, and deployment, while enforcing strong data validation, versioning, and governance practices. Govern the end-to-end productionization of models, coordinating with stakeholder and application teams to ensure seamless integration with production systems and APIs, including monitoring, alerting, and error handling frameworks.