I just wanted to copy some stuff from a PDF which did not work because of some strange formatting, so I gave it a try with a PDF editor. Surprisingly everything is contained in LibreOffice.
On my Debian system I just had to install the pdfimporter (not installed by default).
apt install libreoffice-pdfimport
Then just open the file withing Draw, that's it.