Lead the design and evolution of the data platform, including real-time and batch CDC pipelines, Snowflake warehouse architecture, infrastructure as code, reporting infrastructure, data quality monitoring, and scalable data models. Establish standards for incremental processing, late-arriving data, and schema evolution while mentoring engineers and making technical architecture decisions.