License Usage


License Usage helps teams analyze software license allocation, product usage, user activity, workspace usage, sign-in activity, and device security posture across tenants and products.

Use this Analytics cube to understand how licenses are assigned, consumed, and available across the organization. It helps SaaS, IT, finance, and governance teams identify unused capacity, review adoption, validate product activity, and support license spend decisions.

For shared Analytics workspace behavior, report building, visualizations, filters, saved reports, and pre-aggregations, refer to Getting Started with Analytics.


What License Usage helps you answer

License Usage helps teams answer questions such as:

  • Which products have available licenses that are not being used?

  • Which tenants have the highest license consumption?

  • Which users are assigned licenses but show low or no product activity?

  • Which applications have active user activity?

  • Which Power BI workspaces are active, modified, or assigned to dedicated capacity?

  • Which Teams workspaces show active usage?

  • Which users have recent or stale sign-in activity?

  • Which Defender-enrolled devices carry risk or exposure signals?

  • Which vendors, tenants, or products require license review?

The cube gives teams a structured way to connect entitlement, consumption, activity, and device-level signals.


Access License Usage

To open License Usage analytics:

  1. Navigate to Analytics

  2. Select License Usage

The page opens the License Usage analytics cube.


License Usage data sources

License Usage can use license, product, activity, workspace, and device data loaded into Yarken.

Data may come from:

  • Tenant license usage uploads

  • Individual license usage uploads

  • Product usage uploads

  • Microsoft Graph API integrations

  • Power BI activity data

  • Microsoft Teams activity data

  • Entra ID sign-in activity

  • Microsoft Defender enrolled device data

The available fields depend on the integrations, uploads, and tenant configuration in the environment.


Tenant License Usage

The Tenant License Usage group provides product-level license allocation across tenants.

Common fields include:

Field

Use it to understand

Report Date

Reporting date for the license snapshot

Product Name

Product or license name

Product SKU ID

Product SKU identifier

Total Licenses

Total licenses available for the product

Total Consumed

Licenses currently consumed

Total Available

Licenses still available

Use this group to review allocation, consumption, and available capacity by tenant and product.


Individual License Usage

The Individual License Usage group supports user-level license reporting.

Common fields include:

Field

Use it to understand

Report Date

Reporting date for the user-level license record

Product Name

Product assigned to the user

Product SKU ID

Product SKU identifier

User Email

User associated with the license

Count

License usage count for the selected context

Use this group to review who holds licenses and where assigned licenses may need follow-up.


Product Usage

The Product Usage group helps analyze application-level usage.

Common fields include:

Field

Use it to understand

Report Date

Reporting date for product activity

App Name

Application being used

User Email

User associated with the activity

Count

Usage count for the selected context

Use this group to compare assigned licenses against actual product activity.


Power BI Workspaces

The Power BI Workspaces group provides workspace-level reporting for Power BI usage and administration.

Common fields include:

  • Report Date

  • Workspace Name

  • Status

  • Dedicated Capacity

  • Modified Since

  • Count

  • User Count

Use this group to review workspace activity, capacity assignment, and user participation across Power BI environments.


Teams Activity Details

The Teams Activity Details group supports Microsoft Teams usage analysis.

Common fields include:

  • Report Date

  • Team Name

  • Team Type

  • Last Activity Date

  • Count

  • Active Users

Use this group to review active teams, inactive teams, and user activity across Teams workspaces.


Sign In Activity Details

The Sign In Activity Details group supports user access and adoption analysis.

Common fields include:

  • Report Date

  • User Email

  • User Name

  • Last Accessed App

  • Last Activity Date

  • Count

Use this group to identify dormant users, recent activity, and applications associated with sign-in behavior.


Defender Enrolled Devices

The Defender Enrolled Devices group supports device-level security and endpoint visibility.

Common fields include:

  • Report Date

  • Computer DNS Name

  • OS Platform

  • OS Version

  • Health Status

  • Exposure Level

  • Risk Score

  • Is AAD Joined

  • AAD Device ID

  • Last Seen

  • First Seen

  • Count

Use this group to analyze enrolled devices, endpoint health, exposure levels, and device activity dates.


Timeline and tenant dimensions

License Usage includes supporting dimensions for time and tenant analysis.

Common timeline fields include:

  • Year

  • Quarter

  • Month

Common tenant fields include:

  • Name

  • Tenant Id

  • Tenant Domain Name

  • Vendor

Use these fields to compare usage across reporting periods, tenants, vendors, and product environments.


License allocation and usage analysis

License Usage helps compare entitlement with activity.

Analysis area

What it helps explain

Total licenses

How many licenses exist for a product or tenant

Consumed licenses

How many licenses are assigned or used

Available licenses

How much license capacity remains

Individual usage

Which users are associated with license records

Product activity

Which apps show user activity

Sign-in activity

Whether assigned users are actively accessing services

Device signals

Whether devices are enrolled, active, healthy, or exposed

Use these views together to support renewal planning, license reclaim decisions, and adoption reviews.


Start with a clear license question, then select the fields that explain allocation, consumption, activity, or risk.

License question

Suggested report structure

Which products have unused capacity?

Product Name, Total Licenses, Total Consumed, Total Available, Month

Which tenants consume the most licenses?

Tenant Name, Vendor, Product Name, Total Consumed

Which users hold licenses?

User Email, Product Name, Product SKU ID, Count

Which apps are actively used?

App Name, User Email, Count, Report Date

Which Power BI workspaces need review?

Workspace Name, Status, Dedicated Capacity, User Count, Modified Since

Which Teams workspaces are active?

Team Name, Team Type, Active Users, Last Activity Date

Which users appear inactive?

User Email, User Name, Last Accessed App, Last Activity Date

Which devices carry risk?

Computer DNS Name, Health Status, Exposure Level, Risk Score, Last Seen

Save recurring views for license reviews, SaaS governance, renewal planning, and product adoption reporting.


Relationship with SaaS and license governance

License Usage supports software license governance by combining allocation, activity, tenant, and product data.

Use it to:

  • Review license availability before renewals

  • Identify products with unused capacity

  • Compare assigned licenses with user activity

  • Support reclaim and reassignment decisions

  • Track tenant and product adoption

  • Review workspace and device activity

  • Improve license planning conversations with finance and IT owners

This gives teams the operational evidence needed for license management decisions.


Relationship with integrations and uploads

License Usage depends on data loaded through uploads or integrations.

Upload-based sources can support:

  • Tenant license usage

  • Individual license usage

  • Product usage

Integration-based sources can support:

  • Microsoft license details

  • Product usage details

  • Entra ID activity details

  • Teams activity details

  • Defender enrolled device details

  • Power BI workspace activity

Use the Analytics view after the data has been loaded, validated, and refreshed.


Relationship with Multi Cube

License Usage can be analyzed on its own or combined with other data in Multi Cube.

Multi Cube can help connect license data with employee, asset, spend, or product information where matching fields are available.

Example use cases include:

  • Linking user email to employee or asset records

  • Comparing license usage with application spend

  • Reviewing product adoption against cost

  • Connecting tenant-level license data with vendor or contract reporting

Use Multi Cube when the question cannot be answered from the License Usage cube alone.


Common use cases

License Usage is commonly used for:

  • SaaS license review

  • Renewal planning

  • License reclaim analysis

  • Product adoption reporting

  • Tenant-level usage review

  • User-level license investigation

  • Power BI workspace governance

  • Teams activity reporting

  • Sign-in activity review

  • Defender device visibility

  • Vendor and product usage analysis


Use these practices when working with License Usage:

  • Review total, consumed, and available licenses together

  • Compare individual license assignment with product and sign-in activity

  • Filter by tenant, product, vendor, and month before reviewing large datasets

  • Use Power BI, Teams, and sign-in fields to understand actual activity

  • Review Defender device fields separately from license allocation analysis

  • Save standard license review reports for recurring governance meetings

  • Confirm upload or integration freshness before using results for renewal decisions

  • Use Multi Cube for cross-domain license and cost analysis

Consistent license reporting improves spend control, product adoption visibility, and governance quality.


Troubleshooting License Usage results

If License Usage does not show expected results, check:

  • The active Month, Year, Tenant, Product, or Vendor filters

  • Whether the relevant upload or integration completed successfully

  • Whether the selected reporting period contains license data

  • Whether tenant identifiers match the uploaded or integrated records

  • Whether product names and SKU IDs are mapped consistently

  • Whether user email values match source data

  • Whether Microsoft Graph, Power BI, Teams, Entra ID, or Defender data has refreshed

  • Whether the selected field belongs to the expected License Usage group

If totals still do not match expectations, compare Analytics results against the source upload, integration output, or tenant-level license data.


Next step


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