For the most part this worked without issue. The only snag I ran into was my CI provider can't use oci formatted images. Podman lets you select the format of image to build, so I was able to work around this using the `--format=docker` flag.
Unlike other posts I've seen around I haven't really encountered issues with CI or local handling of images - though I am using the most bare bones of CI, SourceHut. And I actually feel better about using shell scripts for building the images to a Dockerfile.
I was prepared to roll it all back, but I never ended up running into problems with it. It's just something that happens in the background that I don't have to think about.
I like it because I am deploying to GCP, and storing containers in Artifact Registry. Cloud Build has good interop with those other products and terraform, so its pretty convenient to live with.
The pipelines themselves are pretty straight forward. Each step gets an image that it is executed in, and you can do anything you want in that step. There is some state sharing between steps, so if you build something in one step, you can use it in another.
In podman, you have to use the "full path" to work with docker hub. Eg `docker.io/library/nginx`.