In this hands-on lab, explore how Cloud Scale Analytics with Microsoft Fabric enables organizations to efficiently process, analyze, and gain insights from massive volumes of data. Learn how to build data pipelines for continuous ingestion, store information in a scalable data warehouse, and apply real-time analytics to monitor live data streams for immediate insights. Discover how Apache Spark can be leveraged for advanced analytics and machine learning, while Dataflows Gen2 are used for data cleaning and transformation. Experience the use of interactive notebooks that empower data scientists to explore and model data dynamically. This lab demonstrates how an integrated analytics platform can drive real-time, data informed decision-making across the organization.