It happens both with wireless and with ethernet connected. 🙁
Installed is a 3d sound USB card (as seen on the Instructable.com page) and a wi-fi dongle. I’ve used the same Pi and wi-fi dongle for my Kodi/XBMC setup and tehn it worked flawlessly.
Going to keep an ye on it and see if and when it happens again.