Why write off iCloud? Just turn on the advanced data protection feature for end to end encryption.

If you want to self host, while I’m not familiar with Goodnotes I bet you could write a simple Apple shortcut to take those files to a storage provider like nextcloud then just automate that shortcut to run daily, weekly, whatever.