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How to get deleted bookmarks back?

All delete actions by the users in the app explicitly require a confirmation.

You can back up your bookmarks by regularly exporting them to gpx files.
Then you can restore them by importing the bookmarks from your backup.

If you store them to services like Google Drive or Dropbox,
then you can even have a history of all your backup files.