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Does it works with docker compose files? Thats why i still use docker these days tbh

In recent podman releases, yes.

https://podman.io/blogs/2021/01/11/podman-compose.html

Not Compose specifically. It does use 'pods' though, which are the unit of deployment in Kubernetes. This makes porting your cluster into K8s (should you wish) very simple.

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