This guide explains how ETL and ELT data pipelines work, where they differ, and which approach fits different data architectures and business needs. It walks through the full lifecycle of data pipelines, from extraction and transformation to loading and automation. Readers will gain a clear framework for choosing, designing, and scaling reliable data pipelines with confidence.