It seems that on 9/18/2020, officially released CentOS 8 version of Docker CE. So make a note of the installation procedure.
The package itself can be found at https://download.docker.com/linux/centos/8/x86_64/stable/Packages/.
Unfortunately Podman can't co-exist with Docker CE and should be removed.
$ sudo rpm -e podman-docker
Follow the steps below to install Docker CE.
$ sudo yum-config-manager --add-repo https://download.docker.com/linux/centos/docker-ce.repo
$ sudo dnf install docker-ce
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