Vue's built-in `scoped` attribute allows developers to apply CSS rules directly to a component, ensuring styles aren't leaked to other components or global scope. Libraries and frameworks like Vue CLI, Vuetify, Element UI, Tailwind CSS, Vue CSS Modules, and Emotion can help achieve optimal CSS isolation for your components.