This whitepaper offers a comprehensive analysis of Databricks vs. Microsoft Fabric, comparing their architectures, core features, and key differences. It explores how both platforms address modern data challenges, particularly in handling large-scale data operations, automation, AI integration, and governance. The guide provides insights into which platform is best suited for different business needs, focusing on ease of use, scalability, and data management capabilities. This resource is designed to help organizations make informed decisions when choosing between Databricks and Microsoft Fabric for their data strategies.