Desired experience with legacy and cloud data technologies such as Netezza, DataStage, SSIS, Denodo, AWS, Snowflake, DBT, Qlik Replicate, Astronomer, APIs, event streaming, CDC patterns, Power BI, Tableau, reporting platforms, analytics platforms, data catalogs, lineage tools, data quality tools, and governed self-service data consumption capabilities. Hands-on familiarity with platforms and ecosystems such as Snowflake, AWS, Databricks, Azure, cloud object storage, orchestration tools, data catalogs, lineage tools, data quality platforms, API platforms, CRM platforms, and digital analytics platforms.