use docker apt package. latest features. builtin compose is a dealbreaker for in release version
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Also docker repo but mainly because I use Jeff Geerlings ansible role for installing docker. I pin the version, so it's not really much different from using the Debian repo
I always use native Debian packages untile there's some reason no to.
For example in last job we encountered some problems with older docker daemon from Debian repositories, that caused our swarm cluster to malfunction, so we switched to docker-ce from official docker repositories.
snap install docker
"I heard you liek containers, so I put your containers in a container"