Azure Databricks is a cloud-based data analytics platform integrated with Microsoft Azure, designed to simplify big data and machine learning workflows. It offers a unified workspace, scalability, and real-time analytics, enhancing collaboration and cost efficiency for organizations. This guide outlines how to set up and explore Azure Databricks, detailing its key features and applications in data engineering and machine learning.