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distributed build icecream over vpn

Happy new year!
I am trying to get iceccd daemon to connect to a remote icecc-scheduler over a VPN.
On the remote machine (which is a linux VM, I am not sure what the host is, I think it is windows), I can start a daemon that can find the scheduler on the same machine, and they connect just fine, so at least I know the scheduler works.
On my local machine (which is a linux VM on windows host), I can ping and ssh to the remote so I am not so sure why iceccd has trouble finding the scheduler.
My main problem is that I don't know what to look for or try in order to troubleshoot the issue.

I don't know if this has to do with the problem but my local machine has a fully different IP family than that of the host.
The scheduler output is this:

$ sudo icecc-scheduler -vvvv
[18706] 12:20:21: broadcast from 172.XX.X.XXX:XXXX
[18706] 12:20:21: broadcast from 172.XX.X.XXX:XXXX
[18706] 12:20:24: accepted 172.XX.XX.XX
[18706] 12:20:24: login XXXX005 protocol version: 32 []#

where as on my local machine the iceccd outputs this:

$ sudo iceccd -vvvv 
[2119] 2021-01-05 12:11:53: ICECREAM daemon 1.3.1 starting up (nice level 5) 
[2119] 2021-01-05 12:11:53: 3 CPU(s) online on this server
[2119] 2021-01-05 12:11:53: allowing up to 3 active jobs
[2119] 2021-01-05 12:11:53: supported features: env_xz env_zstd
[2119] 2021-01-05 12:11:53: not detaching
[2119] 2021-01-05 12:11:53: entered process group
[2119] 2021-01-05 12:11:53: ignoring localhost lo for broadcast
[2119] 2021-01-05 12:11:53: broadcast enp0s3 10.X.X.XXX
[2119] 2021-01-05 12:11:53: Netnames:
[2119] 2021-01-05 12:11:53: starting to listen on all interfaces
[2119] 2021-01-05 12:11:53: ignoring localhost lo for broadcast
[2119] 2021-01-05 12:11:53: broadcast enp0s3 10.X.X.XXX
[2119] 2021-01-05 12:11:53: scheduler not yet found/selected.

Any pointers on things to try out or look for will be very much appreciated.


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