ServiceNow CMDB says you have 12,847 assets. IT operations runs their network discovery scan. Results: 16,749 active devices. Your CMDB is 30 percent wrong. Shadow IT deployments. Forgotten cloud resources. 847 IoT medical devices that scanning tools never found. Contractor infrastructure nobody owns. Duplicate records where the same server appears three different ways.