Eclipse is a versatile IDE primarily focused on Java development but supports numerous languages through plugins, offering extensive project management features. Aptana Studio, on the other hand, is a web-focused IDE built on Eclipse, streamlining web development tasks with user-friendly tools for HTML, CSS, and JavaScript.