5+ years with relational and non-relational databases and extract, transform, load (ETL) tools and methodologies, plus 3+ years designing customer datasets and data models across customer relationship management (CRM), call center, marketing, offline, or point-of-sale data sources. Building batch and streaming data ingestion pipelines using Data Prep, connectors, application programming interfaces (APIs), and cloud data platforms to support audience activation and campaign execution.