Aurora Store is a privacy-focused, open-source alternative for downloading apps, especially those not available on the Google Play Store, while Amazon Appstore is a more traditional app store integrated into the Amazon ecosystem, offering a wider selection of paid apps and a user-friendly experience. The key difference lies in Aurora's focus on privacy and community, whereas Amazon Appstore provides a broader range of apps with a more commercial approach.