Updated Your First Step into Data Engineering is a conceptual workshop designed to help newcomers understand the core ideas behind Databricks and PySpark. In this session, we'll explore what Databricks is, why it is widely adopted in modern data engineering, and how the Lakehouse architecture brings together data engineering, analytics, and machine learning on a single platform. You'll also learn why PySpark is the preferred choice for scalable data processing and how Databricks simplifies building reliable data pipelines.