How can I issue system backup over SSH?

Thank you both,

I did use the commands provided by @peterleinchen.
I will just add the importing commands for reference:

Contacts:
devel-su -p vcardconverter --export contacts.vcf
restored manually from file manager

Calendar:
devel-su -p icalconverter export calendar.ics
restored manually from file manager

Messages:
commhistory-tool export -groups messages.exp
commhistory-tool import -groups messages.exp

Calls:
commhistory-tool export -calls calls.exp
commhistory-tool import -calls calls.exp

to restore:
tar -xf notes.tgz --directory=/

[edit]
All that remains is probably only the configuration data for few Android apps (not the user files). Don’t you know where that is stored? I don’t think there is any configuration inside /home/nemo/android_storage/Android/data/

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