Oracle Database is a relational database management system known for its strong ACID compliance and robust transaction support, making it ideal for structured data scenarios. In contrast, Apache Cassandra is a NoSQL database designed for high scalability and availability, best suited for handling large volumes of unstructured data across distributed systems.