Eclipse is a powerful IDE primarily for Java development, offering extensive plugin support and robust features, making it suitable for larger projects. In contrast, Pyzo is a lightweight IDE tailored for Python, with a focus on simplicity and scientific computing, making it ideal for beginners and smaller projects.