Review: Observability for Data + ML�From Logs to Lineage
Abstract
This review unifies data and ML observability, covering logs, metrics, traces, data quality, and lineage. We assess vendor-neutral standards and propose SLOs for data products.
Cite this article
Petrova, A., Vega, S., & Qureshi, N. (2025). Review: Observability for Data + ML�From Logs to Lineage. Research Explorations in Global Knowledge & Technology (REGKT), 3 (6). Retrieved from https://regkt.com/article.php?id=130&slug=review-observability-for-data-ml-from-logs-to-lineage