You can export your returns data from your Rich Returns dashboard, as a CSV (Analytics section). However, an export of the data can only be obtained as long as you have the app installed.

Since Shopify requires all App Developers to remove customer data automatically once a merchant uninstalls an app, we remove this data by default.