Lead design and implementation of CDC-based real-time and batch data pipelines (Debezium, Kafka, Flink), own Snowflake strategy and medallion architectures, build infrastructure-as-code with Pulumi, maintain BI/reporting via Sigma, define data quality/monitoring, translate business requirements into scalable data models, and mentor engineers.