We're solving a lot of these problems with Mint: https://rwx.com/mint

Key differentiators:

* Content-based caching eliminates duplicate execution – only run what's relevant based on the changes being made

* Filters are applied before execution, ensuring that cache keys are reliable

* Steps are defined as a DAG, with machines abstracted away, for better performance, efficiency, and composition/reuse