--- title: Latest blog and updates | Apex Configuration Group | CMDB Data Quality description: "CMDB Data Quality | ServiceNow CMDB guidance from practitioners: governance, discovery, identification and reconciliation, and data quality in complex enterprise estates." --- [![APEX CONFIGURATION GROUP](https://www.apexconfiguration.com/hs-fs/hubfs/Act3%20child/images/ACG-logo.png?width=135&height=93&name=ACG-logo.png "APEX CONFIGURATION GROUP")](https://www.apexconfiguration.com/) [![APEX CONFIGURATION GROUP](https://www.apexconfiguration.com/hs-fs/hubfs/Act3%20child/images/ACG-logo.png?width=135&height=93&name=ACG-logo.png "APEX CONFIGURATION GROUP")](https://www.apexconfiguration.com/) - [Home](https://www.apexconfiguration.com) - ServiceNow - [ServiceNow CMDB](https://www.apexconfiguration.com/servicenow-cmdb) - [CMDB Health Check](https://www.apexconfiguration.com/cmdb-health-check) - [CMDB Design & Implementation](https://www.apexconfiguration.com/cmdb-design-implementation) - [Managed Service](https://www.apexconfiguration.com/managed-cmdb-services) - [Automation & Optimisation](https://www.apexconfiguration.com/cmdb-automation-tools) - Maximising ServiceNow - [CMDB Health Dashboard](https://www.apexconfiguration.com/cmdb-health-dashboard-servicenow) - [CMDB Dependency Mapping](https://www.apexconfiguration.com/cmdb-relationship-table) - [CMDB Configuration Items](https://www.apexconfiguration.com/cmdb-configuration-items) - [CMDB Workspace](https://www.apexconfiguration.com/cmdb-workspace-servicenow) - [CMDB Best Practice](https://www.apexconfiguration.com/cmdb-best-practices) - [ServiceNow Discovery](https://www.apexconfiguration.com/servicenow-discovery-setup) - [Service Mapping](https://www.apexconfiguration.com/servicenow-service-mapping) - About - [How We Help](https://www.apexconfiguration.com/about-apex) - [What is a CMDB?](https://www.apexconfiguration.com/what-is-cmdb) - [Benefits](https://www.apexconfiguration.com/benefits-of-cmdb) - Resources - [Blog](https://www.apexconfiguration.com/blog) - [Contact Us](https://www.apexconfiguration.com/contact-us) [Contact Us](https://www.apexconfiguration.com/contact-us) [Contact Us](https://www.apexconfiguration.com/contact-us) - [Home](https://www.apexconfiguration.com) - ServiceNow - [ServiceNow CMDB](https://www.apexconfiguration.com/servicenow-cmdb) - [CMDB Health Check](https://www.apexconfiguration.com/cmdb-health-check) - [CMDB Design & Implementation](https://www.apexconfiguration.com/cmdb-design-implementation) - [Managed Service](https://www.apexconfiguration.com/managed-cmdb-services) - [Automation & Optimisation](https://www.apexconfiguration.com/cmdb-automation-tools) - Maximising ServiceNow - [CMDB Health Dashboard](https://www.apexconfiguration.com/cmdb-health-dashboard-servicenow) - [CMDB Dependency Mapping](https://www.apexconfiguration.com/cmdb-relationship-table) - [CMDB Configuration Items](https://www.apexconfiguration.com/cmdb-configuration-items) - [CMDB Workspace](https://www.apexconfiguration.com/cmdb-workspace-servicenow) - [CMDB Best Practice](https://www.apexconfiguration.com/cmdb-best-practices) - [ServiceNow Discovery](https://www.apexconfiguration.com/servicenow-discovery-setup) - [Service Mapping](https://www.apexconfiguration.com/servicenow-service-mapping) - About - [How We Help](https://www.apexconfiguration.com/about-apex) - [What is a CMDB?](https://www.apexconfiguration.com/what-is-cmdb) - [Benefits](https://www.apexconfiguration.com/benefits-of-cmdb) - Resources - [Blog](https://www.apexconfiguration.com/blog) - [Contact Us](https://www.apexconfiguration.com/contact-us) [Contact Us](https://www.apexconfiguration.com/contact-us) [tel:+442080588135](tel:+442080588135)[mailto:contact@apexconfiguration.com](mailto:contact@apexconfiguration.com) # CMDB Data Quality [Latest Blog & Updates](https://www.apexconfiguration.com/blog)[ServiceNow](https://www.apexconfiguration.com/blog/tag/servicenow)[CMDB](https://www.apexconfiguration.com/blog/tag/cmdb)[CMDB Data Quality](https://www.apexconfiguration.com/blog/tag/cmdb-data-quality)[Case Studies](https://www.apexconfiguration.com/blog/tag/case-studies)[Duplicate CIs](https://www.apexconfiguration.com/blog/tag/duplicate-cis)[CI Ownership](https://www.apexconfiguration.com/blog/tag/ci-ownership)[Change Management](https://www.apexconfiguration.com/blog/tag/change-management)[Compliance & Audit](https://www.apexconfiguration.com/blog/tag/compliance-audit)[Service Mapping](https://www.apexconfiguration.com/blog/tag/service-mapping)[Vulnerability Management](https://www.apexconfiguration.com/blog/tag/vulnerability-management)[Agentic AI](https://www.apexconfiguration.com/blog/tag/agentic-ai)[Data Model Design](https://www.apexconfiguration.com/blog/tag/data-model-design)[Enterprise Risk Management](https://www.apexconfiguration.com/blog/tag/enterprise-risk-management)[IRE](https://www.apexconfiguration.com/blog/tag/ire)[IT Governance](https://www.apexconfiguration.com/blog/tag/it-governance)[Incident Management](https://www.apexconfiguration.com/blog/tag/incident-management)[Service Graph Connectors](https://www.apexconfiguration.com/blog/tag/service-graph-connectors)[ServiceNow Discovery](https://www.apexconfiguration.com/blog/tag/servicenow-discovery)[Cyber Security](https://www.apexconfiguration.com/blog/tag/cyber-security)[Dependency Views](https://www.apexconfiguration.com/blog/tag/dependency-views)[IT Cost Optimisation](https://www.apexconfiguration.com/blog/tag/it-cost-optimisation)[Problem Management](https://www.apexconfiguration.com/blog/tag/problem-management)[CI Reconciliation](https://www.apexconfiguration.com/blog/tag/ci-reconciliation)[CMDB Remediation](https://www.apexconfiguration.com/blog/tag/cmdb-remediation)[CSDM](https://www.apexconfiguration.com/blog/tag/csdm)[Configuration Management](https://www.apexconfiguration.com/blog/tag/configuration-management)[IT Asset Management](https://www.apexconfiguration.com/blog/tag/it-asset-management)[ITOM](https://www.apexconfiguration.com/blog/tag/itom)[Manufacturing](https://www.apexconfiguration.com/blog/tag/manufacturing)[Operational Efficiency](https://www.apexconfiguration.com/blog/tag/operational-efficiency)[ServiceNow Advisory](https://www.apexconfiguration.com/blog/tag/servicenow-advisory) ## [A Sarbanes-Oxley Audit Found Applications ServiceNow Never Flagged](https://www.apexconfiguration.com/blog/sox-audit-found-unflagged-in-scope-applications) An internal compliance team ran its scheduled audit of the CMDB and found that most business applications needing to be … [Read Story](https://www.apexconfiguration.com/blog/sox-audit-found-unflagged-in-scope-applications) [![Iain Moone](https://www.apexconfiguration.com/hs-fs/hubfs/iain-moone.webp?width=40&height=40&name=iain-moone.webp)](https://www.apexconfiguration.com/blog/author/iain-moone) by [Iain Moone](https://www.apexconfiguration.com/blog/author/iain-moone) 7 min read Oct 5, 2026, 9:00:00 AM [![Auditor reviewing a report and laptop dashboard in an office at dusk](https://www.apexconfiguration.com/hs-fs/hubfs/AI-Generated%20Media/Images/Corporate%20Auditor%20Reviewing%20Report%20In%20Dusk%20Office.png?width=720&height=360&name=Corporate%20Auditor%20Reviewing%20Report%20In%20Dusk%20Office.png)](https://www.apexconfiguration.com/blog/sox-audit-found-unflagged-in-scope-applications) [Case Studies](https://www.apexconfiguration.com/blog/tag/case-studies) [CMDB Data Quality](https://www.apexconfiguration.com/blog/tag/cmdb-data-quality) [ServiceNow](https://www.apexconfiguration.com/blog/tag/servicenow) [IT Governance](https://www.apexconfiguration.com/blog/tag/it-governance) [Compliance & Audit](https://www.apexconfiguration.com/blog/tag/compliance-audit) ## [The CMDB Blind Spots That Cause Most Security Breaches](https://www.apexconfiguration.com/blog/cmdb-blind-spots-cause-security-breaches) Most security breaches trace back to blind spots in the configuration management database (CMDB), the record of every se … [Read Story](https://www.apexconfiguration.com/blog/cmdb-blind-spots-cause-security-breaches) [![Warren O'Neill](https://www.apexconfiguration.com/hs-fs/hubfs/warren-oneill.webp?width=40&height=40&name=warren-oneill.webp)](https://www.apexconfiguration.com/blog/author/warren-oneill) by [Warren O'Neill](https://www.apexconfiguration.com/blog/author/warren-oneill) 7 min read Sep 27, 2026, 2:32:57 PM [![A security analyst holds a tablet showing a glowing network map in a dim data centre server aisle.](https://www.apexconfiguration.com/hs-fs/hubfs/AI-Generated%20Media/Images/Server%20Room%20Analyst%20Reviewing%20Network%20Map.png?width=720&height=360&name=Server%20Room%20Analyst%20Reviewing%20Network%20Map.png)](https://www.apexconfiguration.com/blog/cmdb-blind-spots-cause-security-breaches) [Service Mapping](https://www.apexconfiguration.com/blog/tag/service-mapping) [CMDB Data Quality](https://www.apexconfiguration.com/blog/tag/cmdb-data-quality) [Cyber Security](https://www.apexconfiguration.com/blog/tag/cyber-security) [ServiceNow](https://www.apexconfiguration.com/blog/tag/servicenow) [Enterprise Risk Management](https://www.apexconfiguration.com/blog/tag/enterprise-risk-management) ## [CMDB Health Dashboards: Making The Three Metrics Mean Something](https://www.apexconfiguration.com/blog/cmdb-health-dashboards-making-the-three-metrics-mean-something) ServiceNow's CMDB health dashboard scores the configuration management database (CMDB) on three metrics: completeness, c … [Read Story](https://www.apexconfiguration.com/blog/cmdb-health-dashboards-making-the-three-metrics-mean-something) [![Iain Moone](https://www.apexconfiguration.com/hs-fs/hubfs/iain-moone.webp?width=40&height=40&name=iain-moone.webp)](https://www.apexconfiguration.com/blog/author/iain-moone) by [Iain Moone](https://www.apexconfiguration.com/blog/author/iain-moone) 4 min read Sep 27, 2026, 9:00:01 AM [![Consultant presenting a CMDB health dashboard with completeness, correctness and compliance metrics to a team in a meeting room](https://www.apexconfiguration.com/hs-fs/hubfs/AI-Generated%20Media/Images/CMDB%20Health%20Dashboard%20Metrics%20Explained.png?width=720&height=480&name=CMDB%20Health%20Dashboard%20Metrics%20Explained.png)](https://www.apexconfiguration.com/blog/cmdb-health-dashboards-making-the-three-metrics-mean-something) [CMDB](https://www.apexconfiguration.com/blog/tag/cmdb) [CMDB Data Quality](https://www.apexconfiguration.com/blog/tag/cmdb-data-quality) [ServiceNow](https://www.apexconfiguration.com/blog/tag/servicenow) [IT Governance](https://www.apexconfiguration.com/blog/tag/it-governance) ## [Why Problem Management Can't Find Root Cause Without A CMDB](https://www.apexconfiguration.com/blog/problem-management-root-cause-cmdb) Problem management can't find root cause reliably without a configuration management database (CMDB), because root cause … [Read Story](https://www.apexconfiguration.com/blog/problem-management-root-cause-cmdb) [![Krzysztof Chrzanowski](https://www.apexconfiguration.com/hs-fs/hubfs/krzysztof-chrzanowski.webp?width=40&height=40&name=krzysztof-chrzanowski.webp)](https://www.apexconfiguration.com/blog/author/krzysztof-chrzanowski) by [Krzysztof Chrzanowski](https://www.apexconfiguration.com/blog/author/krzysztof-chrzanowski) 6 min read Sep 22, 2026, 10:01:54 AM [![Two engineers examining a circuit board from a server under a magnifying lamp at a workbench](https://www.apexconfiguration.com/hs-fs/hubfs/AI-Generated%20Media/Images/Engineers%20Inspecting%20Circuit%20Board%20In%20Workshop.png?width=720&height=360&name=Engineers%20Inspecting%20Circuit%20Board%20In%20Workshop.png)](https://www.apexconfiguration.com/blog/problem-management-root-cause-cmdb) [CMDB](https://www.apexconfiguration.com/blog/tag/cmdb) [CMDB Data Quality](https://www.apexconfiguration.com/blog/tag/cmdb-data-quality) [ServiceNow](https://www.apexconfiguration.com/blog/tag/servicenow) [Problem Management](https://www.apexconfiguration.com/blog/tag/problem-management) ## [ServiceNow Discovery Isn't A CMDB: Why Scanning Isn't Enough](https://www.apexconfiguration.com/blog/servicenow-discovery-isnt-a-cmdb) ServiceNow Discovery and a configuration management database (CMDB) are often bought as though they were the same thing. … [Read Story](https://www.apexconfiguration.com/blog/servicenow-discovery-isnt-a-cmdb) [![Warren O'Neill](https://www.apexconfiguration.com/hs-fs/hubfs/warren-oneill.webp?width=40&height=40&name=warren-oneill.webp)](https://www.apexconfiguration.com/blog/author/warren-oneill) by [Warren O'Neill](https://www.apexconfiguration.com/blog/author/warren-oneill) 6 min read Sep 22, 2026, 9:41:02 AM [![Network engineer crouching beside an equipment rack in a dark server room, checking a cable while holding a tablet](https://www.apexconfiguration.com/hs-fs/hubfs/AI-Generated%20Media/Images/Network%20Engineer%20Checking%20Audio%20Equipment.png?width=720&height=360&name=Network%20Engineer%20Checking%20Audio%20Equipment.png)](https://www.apexconfiguration.com/blog/servicenow-discovery-isnt-a-cmdb) [CMDB](https://www.apexconfiguration.com/blog/tag/cmdb) [CMDB Data Quality](https://www.apexconfiguration.com/blog/tag/cmdb-data-quality) [ServiceNow](https://www.apexconfiguration.com/blog/tag/servicenow) [ServiceNow Discovery](https://www.apexconfiguration.com/blog/tag/servicenow-discovery) ## [ServiceNow Reconciliation Rules: Which Source Wins](https://www.apexconfiguration.com/blog/servicenow-reconciliation-rules-which-source-wins) ServiceNow reconciliation rules decide which data source is permitted to write which attribute on a configuration item ( … [Read Story](https://www.apexconfiguration.com/blog/servicenow-reconciliation-rules-which-source-wins) [![Mariusz Staniszewski](https://www.apexconfiguration.com/hs-fs/hubfs/mariusz-staniszewski.webp?width=40&height=40&name=mariusz-staniszewski.webp)](https://www.apexconfiguration.com/blog/author/mariusz-staniszewski) by [Mariusz Staniszewski](https://www.apexconfiguration.com/blog/author/mariusz-staniszewski) 6 min read Sep 16, 2026, 8:52:45 AM [![ServiceNow CMDB reconciliation engine screen showing which data source wins when two feeds report different values for the same configuration item](https://www.apexconfiguration.com/hs-fs/hubfs/AI-Generated%20Media/Images/Reconciliation%20Rules%20in%20CI%20Configuration.png?width=720&height=480&name=Reconciliation%20Rules%20in%20CI%20Configuration.png)](https://www.apexconfiguration.com/blog/servicenow-reconciliation-rules-which-source-wins) [CMDB](https://www.apexconfiguration.com/blog/tag/cmdb) [CMDB Data Quality](https://www.apexconfiguration.com/blog/tag/cmdb-data-quality) [ServiceNow](https://www.apexconfiguration.com/blog/tag/servicenow) [CI Reconciliation](https://www.apexconfiguration.com/blog/tag/ci-reconciliation) ## [CMDB Health Assessment: What It Involves And What It Risks](https://www.apexconfiguration.com/blog/cmdb-health-assessment-what-it-involves-and-what-it-risks) A CMDB health assessment carries very little risk, and the reason is mechanical rather than reassuring. It reads your co … [Read Story](https://www.apexconfiguration.com/blog/cmdb-health-assessment-what-it-involves-and-what-it-risks) [![Iain Moone](https://www.apexconfiguration.com/hs-fs/hubfs/iain-moone.webp?width=40&height=40&name=iain-moone.webp)](https://www.apexconfiguration.com/blog/author/iain-moone) by [Iain Moone](https://www.apexconfiguration.com/blog/author/iain-moone) 7 min read Sep 9, 2026, 4:04:01 PM [![Consultants reviewing a scored CMDB health assessment report showing which configuration items are reliable and which are guesses](https://www.apexconfiguration.com/hs-fs/hubfs/AI-Generated%20Media/Images/Apex%20CMDB%20Assessment%20Video%20Call.png?width=720&height=480&name=Apex%20CMDB%20Assessment%20Video%20Call.png)](https://www.apexconfiguration.com/blog/cmdb-health-assessment-what-it-involves-and-what-it-risks) [CMDB](https://www.apexconfiguration.com/blog/tag/cmdb) [CMDB Data Quality](https://www.apexconfiguration.com/blog/tag/cmdb-data-quality) [ServiceNow](https://www.apexconfiguration.com/blog/tag/servicenow) [ServiceNow Advisory](https://www.apexconfiguration.com/blog/tag/servicenow-advisory) ## [CMDB Audit In ServiceNow: What To Check When Data Can’t Be Trusted](https://www.apexconfiguration.com/blog/cmdb-audit-servicenow-data-integrity-checks) Run an audit against a CMDB that hasn't been checked against reality in a while, and three things turn up almost immedia … [Read Story](https://www.apexconfiguration.com/blog/cmdb-audit-servicenow-data-integrity-checks) [![Iain Moone](https://www.apexconfiguration.com/hs-fs/hubfs/iain-moone.webp?width=40&height=40&name=iain-moone.webp)](https://www.apexconfiguration.com/blog/author/iain-moone) by [Iain Moone](https://www.apexconfiguration.com/blog/author/iain-moone) 4 min read Aug 20, 2026, 10:00:01 AM [![A laptop with a connected data network and security icons overlay, showing CMDB governance.](https://www.apexconfiguration.com/hs-fs/hubfs/CMDB-audit-in-Service-Now-what-to-check-when-your-data-cannot-be-trusted.jpg?width=720&height=480&name=CMDB-audit-in-Service-Now-what-to-check-when-your-data-cannot-be-trusted.jpg)](https://www.apexconfiguration.com/blog/cmdb-audit-servicenow-data-integrity-checks) [CMDB](https://www.apexconfiguration.com/blog/tag/cmdb) [CMDB Data Quality](https://www.apexconfiguration.com/blog/tag/cmdb-data-quality) [ServiceNow](https://www.apexconfiguration.com/blog/tag/servicenow) [Compliance & Audit](https://www.apexconfiguration.com/blog/tag/compliance-audit) ## [Why ServiceNow Integrations Fail Without Accurate Data](https://www.apexconfiguration.com/blog/servicenow-integration-accurate-data-value) Connect a new discovery source to ServiceNow and the first thing it often does is create a second record for a server yo … [Read Story](https://www.apexconfiguration.com/blog/servicenow-integration-accurate-data-value) [![Warren O'Neill](https://www.apexconfiguration.com/hs-fs/hubfs/warren-oneill.webp?width=40&height=40&name=warren-oneill.webp)](https://www.apexconfiguration.com/blog/author/warren-oneill) by [Warren O'Neill](https://www.apexconfiguration.com/blog/author/warren-oneill) 5 min read Jul 23, 2026, 10:00:01 AM [![A female business professional using a laptop with connected system icons and security overlays, representing ServiceNow integration.](https://www.apexconfiguration.com/hs-fs/hubfs/Apex%20Configuration%20Blog%204.jpg?width=720&height=407&name=Apex%20Configuration%20Blog%204.jpg)](https://www.apexconfiguration.com/blog/servicenow-integration-accurate-data-value) [CMDB](https://www.apexconfiguration.com/blog/tag/cmdb) [CMDB Data Quality](https://www.apexconfiguration.com/blog/tag/cmdb-data-quality) [ServiceNow](https://www.apexconfiguration.com/blog/tag/servicenow) [Service Graph Connectors](https://www.apexconfiguration.com/blog/tag/service-graph-connectors) ## [The 3 Cs of a CMDB: Completeness, Correctness and Compliance](https://www.apexconfiguration.com/blog/the-3-cs-of-a-cmdb-completeness-correctness-and-compliance-in-practice) The 3Cs of a CMDB Most people in IT service management have heard the 3 Cs of a Configuration Management Database. Compl … [Read Story](https://www.apexconfiguration.com/blog/the-3-cs-of-a-cmdb-completeness-correctness-and-compliance-in-practice) [![Iain Moone](https://www.apexconfiguration.com/hs-fs/hubfs/iain-moone.webp?width=40&height=40&name=iain-moone.webp)](https://www.apexconfiguration.com/blog/author/iain-moone) by [Iain Moone](https://www.apexconfiguration.com/blog/author/iain-moone) 8 min read Jun 24, 2026, 12:13:23 PM [![IT consultant reviewing configuration data in a server room, illustrating the 3 Cs of CMDB data quality](https://www.apexconfiguration.com/hs-fs/hubfs/AI-Generated%20Media/Images/Datacenter%20Interior%20with%20Tech%20Workers-1.png?width=720&height=360&name=Datacenter%20Interior%20with%20Tech%20Workers-1.png)](https://www.apexconfiguration.com/blog/the-3-cs-of-a-cmdb-completeness-correctness-and-compliance-in-practice) [CMDB](https://www.apexconfiguration.com/blog/tag/cmdb) [CMDB Data Quality](https://www.apexconfiguration.com/blog/tag/cmdb-data-quality) [ServiceNow](https://www.apexconfiguration.com/blog/tag/servicenow) [Compliance & Audit](https://www.apexconfiguration.com/blog/tag/compliance-audit) Load More Stories   [![APEX CONFIGURATION GROUP](https://www.apexconfiguration.com/hs-fs/hubfs/Act3%20child/images/ACG-logo.png?width=135&height=93&name=ACG-logo.png)](https://www.apexconfiguration.com/) ServiceNow CMDB specialists delivering enterprise-grade implementation, remediation, and managed services. Address: 20 Wenlock Road, London, England, N1 7GU VAT Number: 505 0347 31 Company Number: 15871442 Email: [contact@apexconfiguration.com](mailto:contact@apexconfiguration.com) [Follow Apex Configuration Group on LinkedIn](https://www.linkedin.com/company/apex-configuration-group) Services - [CMDB Health Check](https://www.apexconfiguration.com/cmdb-health-check) - [Design & Implementation](https://www.apexconfiguration.com/cmdb-design-implementation) - [Managed Service](https://www.apexconfiguration.com/managed-cmdb-services) - [Automation & Optimisation](https://www.apexconfiguration.com/cmdb-automation-tools) - [Health Dashboard & Reporting](https://www.apexconfiguration.com/cmdb-health-dashboard-servicenow) Company - [What is a CMDB?](https://www.apexconfiguration.com/what-is-cmdb) - [Benefits](https://www.apexconfiguration.com/benefits-of-cmdb) - [About](https://www.apexconfiguration.com/about-apex) - [Blog](https://www.apexconfiguration.com/blog) Resources - [Contact Us](https://www.apexconfiguration.com/contact-us) - [CMDB Diagnostic Call](https://www.apexconfiguration.com/cmdb-diagnostic-call) - [Book A Meeting](https://www.apexconfiguration.com/book-a-meeting) © 2026 Apex Configuration Group. 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