Real comfort with data integration mechanics: APIs, ETL/ELT pipelines, cloud warehouses (Snowflake, BigQuery, Redshift), file-based transfer, and troubleshooting a broken feed without escalating on day one. Experience with marketing and advertising data - CRM, marketing automation, ad platforms, ad servers, DSPs, web and app analytics, or media spend files.