ROS2 Multicast - can't see any topics

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Hi!

I'm running ROS2 Dashing on my Raspberry Pi inside a docker container (Balena) on Ubuntu 18.04, here are the packages installed:

ros-dashing-ros-base  
ros-dashing-slam-toolbox   
ros-dashing-navigation2   
ros-dashing-nav2-bringup

I'm running only one node at the moment - rplidar which publishes LaserScan data to /scan topic.

Here is how I start the process:

source /opt/ros/dashing/setup.bash; source ./install/setup.bash; ROS_DOMAIN_ID=45 ros2 launch rover rover.py

Then I'm trying to get a list of nodes on my Ubuntu machine running ROS2 Eloquent (maybe this is the problem?):

ROS_DOMAIN_ID=45 ros2 node list

which gives me

/launch_ros
/rplidar

So far so good.
But when I'm trying to get a list of topics I get only the default ones:

ROS_DOMAIN_ID=45 ros2 topic list

/parameter_events
/rosout

Is there a step I'm missing?
I followed the "Troubleshooting" section here: https://index.ros.org/doc/ros2/Troubl... and multicasting are enabled on both Ubuntu PC and on Raspberry Pi.
The fact that I can see remote nodes is also encouraging.

Is it just version incompatibility or I really need to run the same version on Raspberry Pi and Ubuntu?

Cheers!