Experience with one or more enterprise platforms such as Collibra, Informatica CDEligible to work/Axon/EDC/IDQ, Microsoft Purview, Alation, Atlan, BigID, Monte Carlo, Bigeye, Databricks Unity Catalog or comparable tools. Establish observability monitoring for data freshness, completeness, volume, schema, distribution, pipeline reliability, anoma-lies and data incidents; align alerts with support and remediation workflows.