Required: 8+ years; Databricks, Spark/PySpark, SQL, ETL/ELT, AWS data services, Delta Lake, warehousing, dimensional modeling, orchestration, Git/GitHub, CI/CD, quality testing, governance, security and performance tuning. Responsibilities: build batch/streaming pipelines, transform data, create reusable frameworks, model curated datasets, implement reconciliation/quality controls, monitor jobs, resolve incidents and document lineage.