Monitoring CMDB data quality using dashboard metrics in CMDB success advisor for SAM

concept brazil Updated Sep 30, 2026 11 min read cmdb-sa-sam-dashboard.md
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The CMDB success advisor for Software Asset Management (SAM) dashboard enables CMDB administrators to identify and address data quality issues specific to software installs and their related configuration items (CIs) in the Configuration Management Database (CMDB).

Important: Charts display up to the top 10 values. Any remaining values are grouped into an Others category. When you select a segment or count on a chart from a CMDB success advisor dashboard, the KPI Details page opens. On the page, you can analyze how a specific metric trends over time. Additionally, the Remediation actions panel appears when remediation actions are available for that card. Use the panel to improve the quality of CMDB. To learn more, see KPI Details and Improving CMDB data quality for SAM.

If the Performance Analytics data collector exceeds its row limit during data processing, a notification banner appears on the dashboard indicating that some metrics could not be loaded. For more information, see Data collector Performance Analytics properties.

Access the dashboard

To open the dashboard, select View insights for SAM on the CMDB success advisor landing page. See Access CMDB success advisor.

Note: The CMDB success advisor for SAM dashboard is available only after the setup process is complete. For more information, see CMDB success advisor for SAM setup.

Required roles

Role Description
sam_user Required to view the SAM advisor dashboard in read-only mode.
sam_admin Required to select or edit the software products included in the SAM advisor scope.
sn_cmdb_admin Provides administrative access to view and edit the scope for any CMDB success advisor product, including SAM.
sn_cmdb_user Provides read-only access to CMDB success advisor pages and data.
sn_cmdb_editor Provides the same dashboard access as sn_cmdb_user, with write access on CMDB records outside the application.

Use cases

For examples of how different people in your organization would use this dashboard, see these use cases.

User

Dashboard use

CMDB administrator

  • Gain real-time visibility into software install data quality and completeness
  • Identify software installs missing edition, version, or cloud license details
  • Detect duplicate CIs with software installs and stale CI records
  • Verify that virtual server installs have accurate host CI relationships to support licensing compliance
  • Prioritize and track data cleanup and remediation tasks for software asset data
  • Verify that the CMDB stays accurate to support SAM
## Dashboard features

The dashboard provides clear, consolidated insights into software install data quality and CI accuracy. Use the dashboard to identify and resolve data quality issues within the CMDB through dedicated sub-tabs, filters, indicators, and visual reports.

Targeted CMDB metrics focus remediation efforts. Regularly monitor these metrics and follow suggested remediation actions to systematically improve CMDB data quality over time.

The dashboard header displays a Last updated timestamp reflecting the most recent completed run of the SAM data collector job.

Important: The dashboard data is filtered based on the Software publishers, Software products, CI class categories, and CI classes filters. See Filters.

Sub-tab Description
Installs Displays key metrics related to issues in software installation data that affect software inventory accuracy and licensing, limited to installs with a normalized product.
Installed on Displays key metrics related to CIs on which the selected software products are installed.
Virtual CI relationships Displays key metrics related to CI relationships that connect virtual machine installs to their host infrastructure to support licensing compliance.

Feature

Description

CMDB data quality insights generated by AI

Displays an AI-generated summary of CMDB data quality for SAM outcomes and lists the top 5 issues with guided remediation actions.Issues are ranked primarily by the percentage of CIs or CI classes that each issue affects, not by severity, within five categories, in this order: Data integrity, CI attributes, Install attributes, Install status (or Life cycle stage on instances where the CSDM Activation plugin is active), and Virtual CI relationships. Foundational data integrity issues, such as duplicate CIs and stale CIs, are evaluated first because they can inflate the counts behind other issues.

A percentage gap of more than 15 points between issues in the same category can change their default order. A percentage gap of more than 40 points between issues in different categories can also change their default order. For the reasoning behind the ranking and recommendations, see Summarize CMDB readiness with the ServiceNow Otto skill.

Select View reasoning to open the Reasoning popover, which explains the ranking and includes a Learn more link to the same topic.

Note: Available only when the summarize CMDB readiness skill is configured. See Configure the summarize CMDB readiness skill.

The Software installs missing version card and the CIs missing CPU attributes card each display their own Ask Otto action, separate from the Remediation actions panel. For more information about the Remediation actions panel, see Improving CMDB data quality for SAM.

Selecting Ask Otto opens the ServiceNow Otto panel in a dialog box. The panel starts the CMDB ingestion optimizer agent conversation. The agent recommends Discovery patterns, Service Graph Connectors, and specialized ingestion tools for the affected software products or CI classes.

The Ask Otto action requires the now_assist_panel_user role. Both cards also require the sam_admin role or the sn_cmdb_admin role.

Note: If the agent conversation fails to start, an error notification appears and the Ask Otto action remains available to try again.

## Filters

Filters enable narrowing the data shown in charts and metrics based on software publisher, software product, CI category, or CI class.

Name Type Description
Software publishers List Filters data based on the selected software publishers.
Software products List Filters data based on the selected software products. Narrows to the software products available for the selected publishers.
CI class categories List Filters data based on CI category. Only available when the CMDB CI Class Models plugin (sn_data_model_nav) is active and you have read access to CI class data.
CI classes List Filters data based on CI class. Only available if you have read access to CI class data.

Note: Filters cascade: narrowing the Software publishers selection narrows the available Software products, CI class categories, and CI classes options.

Select Reset filters to clear all filter selections and restore the dashboard to its default view.

Note: You need the pa_viewer role to use the filters, including Reset filters.

Installs

Displays key metrics related to issues in software installation data that affect software inventory accuracy and licensing, limited to installs with a normalized product.

Note: The KPI Details trend chart for the Software installs card covers the most recent 6 months of data. The percentage change comparison on the Software installs missing edition, Software installs missing version, and Server installs missing cloud license cards also covers 6 months.

Card Description Indicators
Software installs Total number of software installs in scope, broken down by discovery source. Software installs
Installs by Breakdown of software installs by software publisher (default), software product, CI class, or latest integration source. Select an option from the drop-down list to change the breakdown. Installs by
Software installs by normalization status Breakdown of software installs by normalization status. Software installs by normalization status
Software installs missing edition Software installs missing an edition value, affecting normalization and license reconciliation accuracy. Software installs missing edition
Software installs missing version Software installs missing a version value, affecting normalization and license reconciliation accuracy. Software installs missing version
Server installs missing cloud license Installs on servers with a cloud provider populated but no cloud license type, for a defined set of qualifying software products, affecting cloud license reporting accuracy. Server installs missing cloud license

Installed on

Displays key metrics related to CIs on which the selected software products are installed.

The Installed on sub-tab name reflects the Installed on field on the software installation record, which identifies the CI on which the software is installed. For more information, see Software installation fields.

Note: The KPI Details trend chart for the CIs not updated and Duplicate CIs cards covers the most recent 6 months of data. The percentage change comparison on the CIs missing environment, CIs missing assigned to, and Server CIs missing CPU attributes cards also covers 6 months.

Card

Description

Indicators

Installs by CI install status

Breakdown of software installs by the install status, or life cycle stage, of the CI hosting the install. This card appears under a Data summary heading.Note: On instances where the CSDM Activation plugin (com.snc.cmdb.csdm.activation) is active, this card is named Installs by life cycle stages and installs are grouped by life cycle stage instead.

Installs by CI install status

CIs missing environment

CIs with a software install that are missing an environment value, leading to incomplete asset context.

CIs missing environment

CIs missing assigned to

CIs with a software install that aren't assigned to a specific user, leading to unclear ownership.

CIs missing assigned to

Server CIs missing CPU attributes

CIs with a software install that are missing key CPU attributes needed for accurate license calculations.

Server CIs missing CPU attributes

CIs not updated

CIs with a software install that have not been updated within a selectable time period, causing data gaps and inaccuracies. Select 30, 60, or 90 days from the drop-down list to change the threshold.

CIs not updated in the last 30 daysCIs not updated in the last 60 days

CIs not updated in the last 90 days

Duplicate CIs

Software installs on CIs identified as duplicates, with an active de-duplication task, causing data redundancy.

Duplicate CIs

## Virtual CI relationships

Displays key metrics related to CI relationships that connect virtual machine installs to their host infrastructure. Accurate mappings enable licensing compliance.

Note: Run the CMDB Health Dashboard - Relationship Compliance Processor scheduled job to populate virtual machine host relationship data. If the job is inactive, the dashboard displays a Relationship data incomplete alert with a Run job action. The dashboard metrics update after the CMDB Advisor - SAM Daily Data Collection scheduled job runs. For more information, see Components installed with CMDB success advisor and Scheduled jobs.

Note: The KPI Details trend chart for the Virtual CIs with incorrect host CI relationships card covers the most recent 6 months of data.

Card

Description

Indicators

Virtual machines without host CI relationships

Software installs on Windows Server or Linux Server virtual CIs that don't have a host server CI relationship. The check is limited to VMware ESX Server and Microsoft Hyper-V virtual infrastructure, leading to gaps in licensing compliance tracking.

Virtual machines without host CI relationships

Virtual CIs on hosts without cluster relationships

Software installs on virtual server CIs whose host server has no cluster relationship, broken down by virtualization technology. Covers VMware ESX Server, Microsoft Hyper-V, and Nutanix virtualization, leading to gaps in licensing compliance tracking.Note: This card doesn't depend on the CMDB Health Dashboard - Relationship Compliance Processor scheduled job used by other cards in this section. Instead, the CMDB Advisor - SAM Daily Data Collection scheduled job populates it after three CMDB Query Builder saved queries run.

Virtual CIs on hosts without cluster relationships

Virtual CIs with incorrect host CI relationships

Virtualized by or Member of relationships for virtual server CIs, limited to VMware ESX Server and Microsoft Hyper-V virtual infrastructure. Relationship health analysis flags these relationships as incorrect or suggested for removal. On the KPI Details page, this indicator appears under the heading Incorrect infrastructure relationships.

Virtual CIs with incorrect host CI relationships

Virtual CIs on hosts with incorrect cluster relationships

Software installs on virtual server CIs whose host server has a cluster relationship with the wrong relationship type, broken down by virtualization technology. Covers VMware ESX Server, Microsoft Hyper-V, and Nutanix virtualization.Note: This card doesn't depend on the CMDB Health Dashboard - Relationship Compliance Processor scheduled job used by other cards in this section. The CMDB Advisor - SAM Daily Data Collection scheduled job populates it directly.

Virtual CIs on hosts with incorrect cluster relationships

Virtual server CI and host CI install status distribution

Comparison of the install status, or life cycle stage, between a virtual server install and its related host CI.

Install status distribution matchedInstall status distribution mismatched

Keywords SAM advisor dashboardmonitor SAM data qualitysoftware install data quality metricssoftware installs missing edition versionduplicate software installsvirtual server host CI relationships
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