Design failure cases often refer to instances where design principles have not been effectively applied, leading to suboptimal outcomes. In the context of red and blue design, this might involve issues such as color theory misapplication, poor layout, or lack of user experience consideration. These cases can serve as educational tools for designers to learn from and avoid similar mistakes.