In this part, we dive into the full ETL pipeline using Databricks Lakeflow Jobs — starting from ingesting raw voter data, transforming it through silver and gold layers, and automating every task using DAG-based orchestration, scheduling, and alerts. This hands-on walkthrough shows how to build production-ready data workflows inside the Databricks Lakehouse Platform.