CMDB Authoritative Source: Why Wrong CI Records Survive
A CMDB authoritative source is the designated discovery method assigned final write authority over a specific CI (Configuration Item) attribute …
CMDB data quality metrics: why completeness is the wrong metric
CMDB data quality metrics are the operational signals that tell you whether your configuration data is reliable enough to drive …
CI Lifecycle Management: How Ghost Servers Corrupt Your CMDB Data
Consider a scenario representative of what Virima commonly finds during baseline discovery scans: an IT director at a 6,200-asset manufacturing …
Inherited CMDB Data Quality: 63% Degraded on Day 1
Inherited CMDB data quality degrades faster than manual teams can correct it. A discovery-sourced audit of a 14,000-CI CMDB found …
PCI DSS v4.0.1 and CMDB: What Enterprise Payment Teams Need to Know in 2026
PCI DSS CMDB compliance is the foundation every other payment security control builds on — and in 2026, every runway …
CMDB for AI Agents: What Your Automation Stack Needs
Nine seconds. That is how long it took an AI coding agent to delete an entire production database, including all …
