Eclipse is a powerful and feature-rich integrated development environment (IDE) suitable for large projects and various programming languages, while Icecoder is a lightweight, web-based code editor ideal for quick edits and real-time collaboration. The choice between the two largely depends on the complexity of the projects and the need for collaboration.