Azure Databricks is a platform for running Apache Spark and analytics workloads in the cloud. It provides a managed Spark cluster, tools for data engineering and science, and integrates with other Azure services. The document discusses features of Databricks like the workspace, workflows, runtime, security, and how it can be used for SQL, NoSQL, streaming, machine learning, and connecting various data sources.