"Failed to start docker.service: Unit docker.service not found."

Wappler 5.1.5
Operating system: Linux Fedora 36

I’ve installed docker desktop following https://docs.docker.com/desktop/install/

It’s installed well (can run docker commands, and the docker desktop UI is showing the ‘hello world’ container)

When running Wappler, the system check says that Docker Desktop is insalled. But then it can’t run the app: Failed to start docker.service: Unit docker.service not found.

Now I think I might’ve found the cause (but not sure, very new to Linux):
From the docker docs they say I can see logs by using this command:

journalctl --user --unit=docker-desktop

When I run that I see: docker-desktop.service which makes me think that the code Wappler uses to run Docker should be looking for:
docker-desktop.service

Instead of:
docker.service