Unable to start Docker service with error “Failed to start docker.service: Unit not found.”

Run this command to list all the services:

sudo systemctl list-units --type=service

Look for the correct Docker service name (in my case it is snap.docker.dockerd.service) then run:

sudo systemctl restart snap.docker.dockerd.service