I've solved the problem with help of Antagonist. Although many items are changed automatically during a migration to https, the backup has to be done manually. When Moodle is hosted on a main site, you'll not notice the difference, but be sure there is. In short: look for Files & Tables tab in Installatron and change the location URL to https. Everything will be working as before.