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Not really an answer but a workaround:
I still don't know why it is not working with Fast DDS, however, I found out that using Cyclone DDS instead works.
All I had to do was to install the corresponding RMW in the container and configure it to be used:
apt-get install ros-foxy-rmw-cyclonedds-cpp
export RMW_IMPLEMENTATION=rmw_cyclonedds_cpp
Note that since Galactic Cyclone DDS is the default, so no need to explicitly configure anything there.