Design, build, and operate scalable batch and streaming data pipelines. Implement distributed data processing using Spark, Apache Beam, or similar frameworks. Orchestrate workflows using Apache Airflow. Develop and maintain transformations using SQL and dbt. Build reliable, wellmodelled datasets in the data warehouse. Ensure data quality, observability, and performance across pipelines. Collaborate closely with Analytics Engineers and Platform Engineers.