(Disclosure: I'm a cofounder of RWX) For anybody wanting to solve similar problems and considering Bazel, take a look RWX. It's built around the same concepts of content-based caching and graph-based task execution, but it's far more runtime agnostic and easier to adopt. https://rwx.com