Azure Databricks is an integrated data analytics platform built on Apache Spark, designed to simplify big data processing and machine learning. It allows data scientists and engineers to collaborate in real-time, providing tools for data exploration, processing, and visualization while seamlessly integrating with Azure services for enhanced data management.