Clearing cache removes temporary files created by apps to enhance performance, whereas clearing data removes all app-related files, including personal data, settings, and saved progress. Clearing data essentially resets the app to its original state and may result in the loss of important information. It is generally safe to clear cache, but you should be cautious when clearing data.