CMDB developer — transform design and data-quality controls.
Bulk CI loads created duplicate and dirty records, polluting CMDB and impacting service mapping.
Configured Import Sets and Transform Maps with deduplication rules, coalesce keys, and data-integrity scripts to prevent dirty data propagation downstream.