Knowledge of data management, data engineering, pipelines, modeling, architecture, and governance on cloud platforms (for example: AWS, Google Cloud, or Azure) and/or big data technologies (for example: Hadoop, Spark, Alteryx, or Snowflake). Experience building or governing reusable data products (for example: reference data, identity mapping, entitlements, interaction datasets, metrics repositories, or shared enablement datasets).