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When working on #1596, I discovered that our makefile setups were not properly cleaning containers. So once you run the initialization once, any update of the image would not be taken into account unless containers are cleaned manually.
I also found some inconsistencies between which image was pulled and which image was actually used in some services, which I cleaned in this PR.