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How reproducible is up to you.

You can build everything elsewhere and only copy in the artifacts. Or only install pinned versions of things. Or only use certain base tags. Or do the entire CI thing inside a container. Or use multi-stage containers for different steps.

My previous startups all used pinned based images with multi-stage containers to build each language/framework part in its own step, then assembly all the artifacts into a single deployable unit.




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