Cloudera publishes vendor-published case studies and governance narratives, but:
- Many outcomes are published by the vendor and may not disclose methodology (baseline, sample size, attribution).
- Catalog impact is often embedded in broader platform modernization outcomes.
Example: Cloudera case study PDFs often describe a comprehensive customer view and governance components, but catalog-specific KPIs (time saved finding data, reduction in duplicate datasets, fewer access incidents) are not always isolated.
**Recommended evaluation metrics for buyer-led assessments:**
- Before/after metrics: time-to-find-data, number of certified datasets, reduction in duplicate datasets
- Adoption: monthly active users of the catalog, proportion of assets with owners/SLAs
- Governance: policy violations detected, access request cycle time