Why? Since Podman is more advanced than Docker, especially on CoW filesystem such as btrfs. However, some tweaks are needed to avoid problems with a DNS server and take advantage of btrfs subvolumes.
The instructions are for Debian Bookworm. For other distros you may need to improvise.
Install Podman and podman-compose: