Learn what an ETL pipeline is, how it differs from a data pipeline, and how to build modern, scalable ETL architecture using Python, SQL, and tools like Airflow, Mage, and GCP. Covers orchestration, transformation logic, machine learning pipelines, streaming, and zero-ETL strategies for beginners to pros.