Building reliable ETL pipelines involves much more than moving data from one system to another. This session explores proven design patterns for developing scalable, maintainable, and production-ready data pipelines using Azure Data Factory, Azure Databricks, Python, and SQL. Through real-world examples from healthcare, manufacturing, and higher education, attendees will learn how to design resilient pipelines, improve data quality, optimize performance, and simplify operational monitoring.