You'll operate deep in the Databricks ecosystem daily (Delta Lake, Unity Catalog, Workflows, Delta Live Tables / Lakeflow, MLflow) while also shaping how the platform supports next-generation capabilities, including Databricks-native ML/AI features such as Genie spaces, feature engineering, model serving, and vector search. Design, build, and optimize production-grade ETL/ELT pipelines across the medallion architecture using Delta Lake, Delta Live Tables / Lakeflow Declarative Pipelines, and Databricks Workflows.