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:
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Which products have available licenses that are not being used?
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Which tenants have the highest license consumption?
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Which users are assigned licenses but show low or no product activity?
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Which applications have active user activity?
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Which Power BI workspaces are active, modified, or assigned to dedicated capacity?
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Which Teams workspaces show active usage?
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Which users have recent or stale sign-in activity?
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Which Defender-enrolled devices carry risk or exposure signals?
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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:
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Navigate to Analytics
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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:
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Tenant license usage uploads
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Individual license usage uploads
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Product usage uploads
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Microsoft Graph API integrations
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Power BI activity data
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Microsoft Teams activity data
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Entra ID sign-in activity
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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:
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Report Date
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Workspace Name
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Status
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Dedicated Capacity
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Modified Since
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Count
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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:
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Report Date
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Team Name
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Team Type
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Last Activity Date
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Count
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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:
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Report Date
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User Email
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User Name
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Last Accessed App
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Last Activity Date
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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:
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Report Date
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Computer DNS Name
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OS Platform
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OS Version
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Health Status
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Exposure Level
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Risk Score
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Is AAD Joined
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AAD Device ID
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Last Seen
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First Seen
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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:
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Year
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Quarter
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Month
Common tenant fields include:
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Name
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Tenant Id
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Tenant Domain Name
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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.
Recommended report structures
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:
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Review license availability before renewals
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Identify products with unused capacity
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Compare assigned licenses with user activity
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Support reclaim and reassignment decisions
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Track tenant and product adoption
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Review workspace and device activity
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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:
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Tenant license usage
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Individual license usage
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Product usage
Integration-based sources can support:
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Microsoft license details
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Product usage details
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Entra ID activity details
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Teams activity details
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Defender enrolled device details
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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:
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Linking user email to employee or asset records
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Comparing license usage with application spend
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Reviewing product adoption against cost
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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:
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SaaS license review
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Renewal planning
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License reclaim analysis
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Product adoption reporting
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Tenant-level usage review
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User-level license investigation
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Power BI workspace governance
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Teams activity reporting
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Sign-in activity review
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Defender device visibility
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Vendor and product usage analysis
Recommended practices
Use these practices when working with License Usage:
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Review total, consumed, and available licenses together
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Compare individual license assignment with product and sign-in activity
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Filter by tenant, product, vendor, and month before reviewing large datasets
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Use Power BI, Teams, and sign-in fields to understand actual activity
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Review Defender device fields separately from license allocation analysis
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Save standard license review reports for recurring governance meetings
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Confirm upload or integration freshness before using results for renewal decisions
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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:
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The active Month, Year, Tenant, Product, or Vendor filters
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Whether the relevant upload or integration completed successfully
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Whether the selected reporting period contains license data
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Whether tenant identifiers match the uploaded or integrated records
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Whether product names and SKU IDs are mapped consistently
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Whether user email values match source data
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Whether Microsoft Graph, Power BI, Teams, Entra ID, or Defender data has refreshed
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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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