Over the past decade, platforms like Databricks and Snowflake have significantly improved how organizations handle data storage, scalability, and distributed processing. However, one critical layer in the modern data stack continues to lag behind: ETL pipeline development. The Persistent Challenge in Data Engineering Despite advancements in infrastructure, building reliable, production-grade data