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But let's say a dependency is changed. Won't modifying that RUN directive invalidate the cache for everything after it, potentially rebuilding a ton of stuff anyway?

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Yup, that's the trade-off.

It's unfortunate that Docker uses an imperative model. A functional model would have much better cache utilization.

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