So after some updating I figured the combination that runs the tests.
Looks like we need arquillian-drone-webdriver-depchain in version 2.5.1 and graphene-webdriver in 2.3.2.

However, that makes us affected by bug in FF driver - https://bugzilla.mozilla.org/show_bug.cgi?id=1448825
This will make the ProbeFunctionalTest#testObserverMethodDetail() fail as the element inside the table is incorrectly deemed as not scrollable to.