We will show how the continuous detection and reporting of build cache misses can be automated in CI via build validation scripts and how the surfaced build cache misses can be investigated via comparison of build scans. In addition, we will demonstrate how the automated execution of build caching experiments allow for a fair interpretation of build trends, taking into account project growth and changes in the cacheability of tasks and goals in the build.