MongoDB is a NoSQL database known for its flexibility, scalability, and rich querying capabilities, making it suitable for large and complex data structures. In contrast, H2 Database Engine is a lightweight, in-memory relational database that excels in simplicity and speed, making it ideal for smaller applications and quick prototyping.