Partner with Analytics Engineering, Data Engineering, Data Scientists, Analysts, and business owners to map upstream and downstream dependencies, coordinate commitments, and make scope, sequencing, and capacity tradeoffs explicit. Technical fluency in data pipelines, transformation layers, data models, semantic layers, lineage, and integrations, with the judgment to challenge migration plans, validation approaches, and implementation tradeoffs.