Eclipse serves as a comprehensive IDE, particularly for Java developers, offering advanced features like debugging and project management, while UltraEdit is a lightweight text editor that excels in handling large files and providing a customizable interface. Users seeking a full development environment may prefer Eclipse, whereas those needing efficient text editing will find UltraEdit more suitable.