When market‑research pipelines repeatedly return the same score_snapshot across five consecutive runs, it can be hard to tell whether the issue stems from a crawler caching artifact or a broken scoring component. This sprint delivers a lightweight diagnostic harness that pinpoints the root cause in minutes, giving you confidence that your data reflects real changes rather than stale cache entries.
The tool runs side‑by‑side with your existing crawler and scorer, automatically injecting trace markers and comparing cache states versus live outputs. It generates a clear report that highlights any mismatched snapshots and suggests precise remediation steps, whether that means purging the cache, adjusting cache‑key generation, or fixing the scorer logic.
Integrate the harness into your CI/CD pipeline or run it on demand; the output is easy to parse and share with your team. To get started, just drop us a line and we’ll set you up with a trial license and onboarding support.
Email hello@milo.example to order.