Enable WSL2, then you can just install the docker provided by your distro package manager. For example, I am using docker packaed by Arch Linux, and it works as expected.

If you need to use `docker` command under Powershell, maybe exposing docker socket to Windows host would probably work. I didn't try it as I don't need it.