I think this has to do with the /var/cache directory, at least that is
what I suspect based on my own experience.
Workaround that worked for me:
sudo apt purge gnome-software ubuntu-software
sudo apt autoremove
sudo apt install gnome-software ubuntu-software
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https://bugs.launchpad.net/bugs/1563155
Title:
No Application Data Found
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