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Onelake Catalog CLI

MicrosoftOfficialPublished by Microsoft

  • Skill
  • Workflow
  • Automation and integrations
  • MIT
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From the author

Governs and curates the Microsoft Fabric OneLake catalog through Fabric Admin, Core and Power BI REST APIs. Use for tenant or data-owner governance audits and guarded remediation of domains, workspace assignment, capacity, labels, tag definitions, workspace tags, certification, refresh and item identity, and for owners curating an item's description, name, tags and table and column descriptions. Item discovery belongs to search-consumption-cli.
— the description by Microsoft

AutoGineer summary

Written by AutoGineer from the skill’s own files, not by the author

The onelake-catalog-cli skill provides a structured interface for managing the Microsoft Fabric OneLake catalog. It operates through distinct modes for governance auditing and metadata curation, ensuring that actions are performed with appropriate permissions and safety gates. The skill supports tenant-wide admin audits, data-owner governance checks, and item-level metadata curation, including descriptions, tags, and table/column metadata. It enforces strict write-gating and requires explicit owner approval for all changes to ensure data integrity and security.

What it does

  • Audits tenant-wide or workspace-specific governance posture.
  • Curates item metadata including descriptions, display names, and tags.
  • Manages table and column descriptions for items with OneLake Tables.
  • Performs guarded remediation for domains, workspace assignments, and capacities.
  • Provides dry-run capabilities for governance and remediation tasks.
  • Enforces strict write-gates requiring explicit user approval for all changes.

When to use it

  • When you need to audit governance posture across a Fabric tenant or specific workspaces.
  • When an item owner needs to improve discoverability through metadata curation.
  • When a data owner needs to remediate workspace domain, capacity, or tag assignments.
  • When a tenant admin needs to perform bulk governance updates or policy enforcement.

Advantages

  • Provides a unified, mode-based workflow for both auditing and remediation.
  • Enforces safety by requiring explicit approval for all write operations.
  • Supports granular, least-privileged access for data owners.
  • Includes built-in logic for handling long-running operations and API rate limits.
  • Ensures governance findings are actionable and prioritized.

Usage examples

“Propose a better description for the semantic model Sales Model in the Finance workspace.”
The agent will read the current item metadata, draft a suggested description based on content, and present it for owner approval before applying the change.
“Audit our tenant's OneLake catalog governance posture and prioritize the findings.”
The agent will perform a tenant-wide audit, applying the necessary scope filters, and report findings categorized by pillar with recommended actions.
“Which workspaces I administer are not assigned to a domain?”
The agent will identify and list all workspaces within the caller's scope that lack a domain assignment.
“Show a dry run for assigning these workspaces to the Finance domain, including current assignments.”
The agent will perform a read-only check to display the current domain assignments and the proposed changes for the specified workspaces.

Install

  1. Download the skill as a ZIP:

    https://mp-staging.autogineer.com/agent-skills/microsoft/onelake-catalog-cli/download
  2. Unzip it into the cross-client skills folder of your project:

    mkdir -p .agents/skills && unzip onelake-catalog-cli.zip -d .agents/skills

Documentation by Microsoft

Telemetry — MANDATORY. Every api.fabric.microsoft.com call must carry x-ms-fabric-skill: onelake-catalog-cli (az rest: --headers "x-ms-fabric-skill=onelake-catalog-cli"), including every LRO poll, fabric_lro and retry. Snippets omit it — add it anyway.

CRITICAL NOTES

  1. To find the workspace ID from its name, one call: az rest --method get --resource "https://api.fabric.microsoft.com" --url "https://api.fabric.microsoft.com/v1/workspaces" --query "value[?displayName=='<name>'] | [0].id" -o tsv (follow continuationToken only if it isn't on the first page; details in COMMON-CLI.md § Finding Workspaces and Items in Fabric).

  2. To find an item's ID, one call: the same on .../v1/workspaces/{ws}/items?type=<Type> with --query "value[?displayName=='<name>'] | [0].id".

  3. Write-gated skill — never call a write API before its gate below has passed. For curation that means the owner reviewed every proposed change and explicitly confirmed — not even a "test" write to check whether a change is allowed or what is already applied.

  4. The item list and Get Item both return an item's tags. An item with no tags has no tags field — that absence means untagged.

OneLake Catalog — CLI Skill (mode dispatcher)

One skill for the OneLake catalog. Govern (catalog health, protection and trust: audits and guarded remediation, by permission tier) and curate (an owner improving specific items' discoverability metadata) are modes, each detailed in a reference loaded on demand. This file picks the mode, holds every write gate, and indexes the references.

Mode selection

ModeUse whenLoadWrites
curateAn owner wants specific items easier to find: a description, a clearer display name, tags, or table and column descriptions (items with a OneLake Tables folder) — one item, an explicit list, or one named workspace's weakly-described itemsreferences/curate.md✅ after the owner approves each suggestion
dataowner-auditA non-admin workspace or domain owner wants governance posture for workspaces they administer (widen to accessible on request; Core API)references/dataowner-audit.md❌
dataowner-remediateA data owner who is also a domain / workspace / capacity admin fixes a governance finding — single-workspace domain or capacity assignment, workspace tags, refresh, item identity (Core & Power BI APIs, no tenant admin), including dry runs of thesereferences/dataowner-remediate.md✅ self-service
admin-auditA Fabric tenant admin wants tenant-wide governance posture (/v1/admin/*)references/admin-audit.md; any tenant count starts from admin-audit-scope.md❌
admin-remediateA Fabric tenant admin makes tenant-wide writes — domains, bulk assignment, domain roles, bulk labels, tenant tag definitions, tenant settingsreferences/admin-remediate.md✅

Govern is a 2×2 grid — tier (which API surface the caller can reach) × action (audit vs remediate) — covering the health, protect and trust pillars. Choose the tier by API surface, not job title: the admin-* modes need the Fabric tenant administrator role (Fabric admin / Power Platform admin / M365 global admin); domain, capacity and workspace admins who are not tenant admins live entirely in the dataowner-* modes.

Mode boundary rules
  • A direct curation request goes straight to curate. Read the target item's current state — don't run a governance audit first. Curation needs neither tenant admin nor workspace Admin; each change has its own permission (see curate.md).

  • Governance starts with an audit. Never remediate before establishing the current state; audit → remediate within the same tier unless the caller's rights change.

  • Curate is the only writer of item metadata. Item descriptions and display names, applying or removing an item's tags, and table and column descriptions are written only in curate. Workspace tags stay in dataowner-remediate; tenant tag definitions in admin-remediate.

  • Govern finds, curate fixes. Govern reports description and tag coverage — presence, with scope, denominator and freshness caveats, not proof the text is accurate; curate judges content and proposes. To fix selected gaps, hand off to curate with: a bounded target (an explicit item list with workspace ID, item ID and type, or one named workspace — never the whole tenant: ask the user to pick), the observed gap with its source and time (a candidate to recheck, not current truth), only the fields the user chose ("fix missing descriptions" = description only), and known access limits and owner contacts. A remediation is done only when curate has verified the write.

  • Audit modes never write. If a write is asked for in an audit mode, switch explicitly to the matching remediate mode or to curate — don't improvise a write.

  • A dry run or preflight of a fix loads that fix's remediate mode and stays read-only there — it isn't an audit. Moving one workspace to a domain is dataowner-remediate; bulk assignment is admin-remediate.

  • Finding items when the workspace isn't known belongs to search-consumption-cli. Looking up a workspace or domain by name, or an item by name inside a known workspace, is not discovery: use the lookups in CRITICAL NOTES and don't load search-consumption-cli for it.

⚠️ Known Fabric gap. A domain or workspace admin who is not a tenant admin has no API for their scoped governance posture: /v1/admin/* rejects them and the Core API can't list a domain's workspaces. dataowner-audit covers only workspaces the caller can access — say so up front rather than routing into an admin-* mode that will 401/403.

Terminal write — the step you must not skip

Reading a reference, drafting suggestions or building a dry run is NOT completing a write. Each writing mode ends with the state-changing call(s) below, issued only after the gate for that write passes. If you did not issue it, nothing changed — say so rather than reporting success.

ModeTerminal write
curatePATCH /v1/workspaces/{ws}/items/{id} (description; display name in a separate call), POST .../items/{id}/applyTags or unapplyTags, and for a table POST https://onelake.table.fabric.microsoft.com/common/v1/{ws}/{item}/schemas/{schema}/tables/{table}/additionalMetadata with the complete set from a fresh read — only for suggestions the owner accepted
dataowner-remediatePOST /v1/workspaces/{id}/assignToDomain / unassignFromDomain (synchronous 200), assignToCapacity (202 — poll to a terminal state), POST /v1/workspaces/{id}/applyTags / unapplyTags (workspace tags), item identity, semantic model refresh
admin-remediate/v1/admin/* writes — domains, bulk workspace assignment, domain roles, labels, tenant tag definitions, tenant settings
dataowner-audit, admin-auditnone — read-only

Before reporting a write done, confirm an explicit success (200/201, or a terminal LRO success for a 202) and read the result back.

Write gates — must pass first
WriteModeGate
Any curation writecurateThe owner saw a numbered current → proposed preview of every suggestion and explicitly approved; "apply all" covers only what was shown. Approving an audit or picking a remediation never approves text the owner hasn't seen.
Table and column descriptionscurateA write replaces the table's whole additional metadata: re-read, change only the approved descriptions, send the complete set in the same command, read again. The API has no concurrency check — never claim concurrent edits were preserved. A shortcut table is written on its source — name it and get explicit confirmation.
Delete a domainadminCheck subdomains (parentDomainId) and assigned-workspace counts for the domain and every subdomain; if workspaces would be orphaned, STOP and get explicit confirmation naming them. The API has no cascade-block. See domain-crud.md.
Delete a tag definitionadminReport how many items carry it first — deletion detaches it everywhere with no undo.
Bulk-assign workspaces to a domainadminCheck each target's current domainId and warn before silently overriding an assignment. Dry-run the target list first.
Remove a principal from a domain roleadminConfirm it will not leave the domain ownerless; name the principal being removed.
Bulk sensitivity-label changeadminDry-run: show the affected items and before/after label, get confirmation. No service principal / managed identity — the call will fail.
Write a tenant settingadminRead and show the current value, then the proposed value — tenant-wide blast radius.
Assign / unassign one workspace to a domaindataownerA move is a reassignment — confirm the current domainId and name the domain it leaves. Needs domain contributor and workspace Admin; say which is missing on failure.
Reassign item ownership (item identity, preview)dataownerAssigns to the caller only; needs Write on the item and its children. Confirm the intended identity.
Assign a workspace to a capacitydataownerNeeds workspace Admin plus capacity Contributor/Admin. 202 is not success — poll to a terminal state.
Apply / remove a workspace tag (preview)dataownerNeeds workspace Admin. Name the workspace and the tags, and confirm. Removing an applied tag is not deleting its definition.

Don't promise a write that has no API. Endorsement, DLP policies, an owner changing a sensitivity label, and tenant-admin item deletion have no write route — say so and name who can act (no-write-api-escalation.md). A SQL Database's display name is fixed at creation: never send a rename for it, even when the owner asks for one — say it can't be renamed and offer the description and tags instead.

Shared essentials (all modes)

  • Prerequisites: auth & tokens · REST, pagination, LRO, rate limits · CLI auth recipes · az rest (always pass --resource) · OneLake via curl (Storage-audience token) · OneLake shortcuts.

  • Resolve workspace and item IDs with the one-call lookups in CRITICAL NOTES 1–2.

  • Keep tool calls few. Each call re-sends the whole conversation, so extra calls are slow and costly. Combine related reads in one script, and don't re-open a doc you've already read.

  • Read an item's definition in one command that waits for the long-running operation itself (a semantic model usually returns 202) — never poll it in separate calls. It waits as long as Fabric's Retry-After asks (often 20–30 s), so give the command up to 3 minutes: if your shell tool has a wait or timeout setting, raise it rather than letting the command move to the background. Only for types with a definition: Warehouse, SQL Database, SQL analytics endpoint, ML model/experiment and Datamart have none — read their schema instead. PowerShell 7 (bash: fabric_lro in COMMON-CLI.md):

    $h = @{ Authorization = "Bearer $(az account get-access-token --resource https://api.fabric.microsoft.com --query accessToken -o tsv)"; 'x-ms-fabric-skill' = 'onelake-catalog-cli' }
    $st = @{ n = 0; end = (Get-Date).AddMinutes(3) }
    # Waits the full Retry-After (202 and 429); backs off 2-30 s only when the header is missing or invalid.
    function Wait-RetryAfter($r) { $ra = 0
      if (-not [int]::TryParse("$(@($r.Headers['Retry-After'])[0])", [ref]$ra) -or $ra -lt 1) { $ra = [Math]::Min(30, [Math]::Pow(2, ++$st.n)) }
      if ((Get-Date).AddSeconds($ra) -gt $st.end) { throw "Definition read did not finish within 3 minutes." }
      Start-Sleep -Seconds $ra }
    while (($r = Invoke-WebRequest -Method Post -Uri "https://api.fabric.microsoft.com/v1/workspaces/$WS_ID/items/$ITEM_ID/getDefinition" -Headers $h -SkipHttpErrorCheck).StatusCode -eq 429) { Wait-RetryAfter $r }
    if ($r.StatusCode -ge 400) { throw "getDefinition returned $($r.StatusCode): $($r.Content)" }
    $def = if ($r.StatusCode -eq 202) {
      $op = [string]$r.Headers['Location']; $res = $r; $s = ''
      while ($s -notin 'Succeeded', 'Failed') {
        Wait-RetryAfter $res; $res = Invoke-WebRequest $op -Headers $h -SkipHttpErrorCheck
        if ($res.StatusCode -eq 200) { $s = ($res.Content | ConvertFrom-Json).status } elseif ($res.StatusCode -ne 429) { throw "Polling returned $($res.StatusCode): $($res.Content)" } }
      if ($s -ne 'Succeeded') { throw "Definition read failed: $($res.Content)" }
      while (($res = Invoke-WebRequest "$op/result" -Headers $h -SkipHttpErrorCheck).StatusCode -eq 429) { Wait-RetryAfter $res }
      if ($res.StatusCode -ge 400) { throw "Definition result returned $($res.StatusCode): $($res.Content)" }
      $res.Content | ConvertFrom-Json
    } else { $r.Content | ConvertFrom-Json }
    $dir = New-Item -ItemType Directory -Force -Path (Join-Path ([IO.Path]::GetTempPath()) "def-$ITEM_ID")
    foreach ($p in $def.definition.parts) {
      $t = [Text.Encoding]::UTF8.GetString([Convert]::FromBase64String($p.payload)); $f = Join-Path $dir ($p.path -replace '[\\/:]', '_'); Set-Content -LiteralPath $f -Value $t
      "== $($p.path) ($($t.Length) chars)"; if ($t.Length -le 4000) { $t } else { $t.Substring(0, 4000); "[first 4000 of $($t.Length) chars; full text in $f]" } }

    A part cut at 4,000 characters is saved in full: read the rest (one call) if what's shown isn't enough.

  • Use the exact Fabric Admin, Core, Power BI, Graph or OneLake API surface the mode documents; a 401 or 403 is never permission to bypass RBAC.

Rules

MUST
  • Load exactly one mode reference for the request and follow it end to end; come back to the index below when another procedure is needed. In curate, also read the suggestion guidance before drafting anything, and the table metadata reference before any table or column work.

  • (curate) Propose exactly what the owner asked for. A specific request gets only that: "add a description" → the item description; "suggest tags" → tags; "describe the table" → the table description only; "describe the columns" → column descriptions only; "describe the item's objects" or "its tables and columns" → both. A general request ("curate this item", "make it more discoverable", "improve its metadata") gets the item's description, name and tags; an item with a OneLake Tables folder also gets its table and column descriptions. If the owner names several items, cover each one, and report each with only the fields it has.

  • (curate) Check the scope before any call. Curate covers one item, an explicit list of items, or one named workspace at a time. For a tenant-wide request ("all my items", "every workspace"), say plainly that it isn't supported and offer one named workspace or an explicit list; for several named workspaces, ask which to start with. Don't list workspaces or items first.

  • (govern) State scope, exclusions, pagination completeness, and freshness caveats with every governance statistic.

PREFER
  • Least-privileged Core or Power BI APIs for data-owner actions instead of requiring tenant-admin rights.

  • Findings as evidence, consequence, recommended action, priority and effort — not an inventory dump.

  • Sequencing ownership and access-scope fixes before bulk assignment or labeling.

AVOID
  • Mutating a tenant from an audit mode, or reporting an asynchronous 202 as completion.

  • Inventing write APIs for endorsement, DLP policy, admin item deletion, or third-party item-identity assignment.

  • (curate) Volunteering anything about table or column descriptions for items without a OneLake Tables folder (semantic models, reports, notebooks, pipelines, dataflows, …). For these items, description, name and tags are the complete list — present them without qualifiers in the preview and whenever you say what the skill can do (e.g. while declining a request, or offering what else you could review next). Don't add a note that table or column descriptions are N/A, don't apply or aren't covered, and don't offer them: the owner didn't ask. Only if they ask, answer that they aren't supported for that item type, then stop and let the owner choose — don't load another skill or draft those descriptions yourself.

  • (curate) Saying "sub-items" — use the owner's words: "tables" and "columns", or "objects" when speaking generally.

References

Each reference is one hop from this index; after loading one, return here when another is needed.

Curate

Govern — shared

Govern — modes

  • Admin audit — tenant-wide read-only governance assessment

  • Admin audit scope — governable denominator (active workspaces of type Workspace), exclusions, and known blind spots

  • Admin audit assessment — end-to-end evaluative workflow, prioritization, and deliverable contract

  • Admin remediate — tenant-wide guarded writes through Admin APIs

  • Data-owner audit — caller-scoped read-only checks through Core APIs, including a workspace's domain assignment

  • Data-owner workspace health — empty and inactive workspaces within the caller's scope

  • Data-owner remediate — least-privileged Core and Power BI writes: moving one workspace to a domain, capacity, workspace tags, refresh, item identity

Govern — admin audit procedures: domain health · workspace health · capacity health · item inventory · item health · protect coverage · trust curation

Govern — admin remediation procedures: domain lifecycle · bulk workspace assignment (tenant admin) · domain roles · tag definitions · item sensitivity labels · domain default labels · trust remediation · no-write escalation

Examples

I'm curating my items for the OneLake catalog. Propose a better description for the semantic model Sales Model in the Finance workspace.
Make the lakehouse LSEGDemo more discoverable — describe its tables and columns too.
Audit our tenant's OneLake catalog governance posture and prioritize the findings.
Which workspaces I administer are not assigned to a domain?
Show a dry run for assigning these workspaces to the Finance domain, including current assignments.
Find unlabeled items tenant-wide and explain which remediations require a tenant admin versus a data owner.

Files

references/govern-pillars.md

The Three OneLake Catalog Governance Pillars

Contents

  • Pillar Map

  • Pillar 1 — Manage Your Data Estate (Health)

  • Pillar 2 — Protect, Secure & Comply (Protect)

  • Pillar 3 — Discover, Trust & Reuse (Trust / Curate)

What a Fabric admin or data owner is actually worried about, organized by the three pillars the OneLake catalog Govern tab uses. Each pillar section states what "good" looks like, what the common gaps are, and how to assess it programmatically.

Primary source: Govern your Fabric data with the OneLake catalog.


Pillar Map

Microsoft's Govern tab "View more" report organizes insights into three tabs. These map onto the informal admin vocabulary of health / protect / trust:

Official pillar nameInformal nameCore question
Manage your data estateHealthDo I know what I have, and is it organized, resourced, and current?
Protect, secure & complyProtectIs sensitive data labeled, and are policies being enforced and not violated?
Discover, trust, and reuseTrust / CurateCan people find data, and can they trust it's described, endorsed, and tagged?

Use these three buckets when reporting a governance assessment — it matches what the user sees in the product UI.

One deliberate divergence from the product tabs. The Govern tab shows data freshness under Discover, trust & reuse, but this skill audits freshness under Health — "is this item actively refreshing?" is a data-estate/currency question. Tags are split: tag hygiene (sprawl, duplication) is a Health concern, while tag coverage for discovery is a Trust concern. Everything else follows the product's three tabs.


Pillar 1 — Manage Your Data Estate (Health)

Contains (per the Govern tab): inventory overview, capacities & domains information, and feature usage across the tenant.

What "good" looks like
  • Every active workspace is assigned to a domain (or deliberately exempted).

  • No empty domains left over from abandoned governance initiatives.

  • Domains reflect current org structure; subdomains used for genuine subdivision, not clutter.

  • Workspaces sit on active, non-suspended capacities, and capacity assignment aligns with the owning domain. (Whether a capacity is overloaded is not knowable via API — see below.)

  • Every workspace has more than one admin, and at least one human admin.

  • Capacities have named admins and are not left empty or mid-deletion.

  • Tags applied consistently, not ad-hoc/duplicated.

  • Data items refresh on schedule; few stale or failed refreshes.

  • No large population of orphaned or abandoned items/workspaces.

Common gaps to look for
GapHow to detect
Workspaces with no domainActive workspaces where domainId is absent/null
Empty domainsDomains returning zero workspaces from /v1/admin/domains/{id}/workspaces
Domain/capacity misalignmentWorkspace capacityId not among the capacities associated with its domain
Deleted-state clutterDeleted, personal and admin-monitoring workspaces inflating inventory counts; items in deleted workspaces still reported Active
Tag sprawlNear-duplicate tag displayNames within the same scope (tenant tags, or one domain's tags). The same name in two different domains is allowed by design — compare scope before calling it a duplicate
Empty workspacesActive workspaces with zero items in /v1/admin/items. ⚠️ Empty ≠ unused — verify against activity events before treating as abandoned
Inactive workspacesNo events in /v1.0/myorg/admin/activityevents. One day per call, ~28-day retention; a short window mislabels most of a tenant
Single-admin workspacesExactly one Admin role holder — the dominant ownership risk. ⚠️ Zero-admin workspaces do not occur
No human adminAll admins are service principals or groups; the true analogue of "ownerless"
Suspended / deleting capacity holding workspacesstate != 'Active' on /v1.0/myorg/admin/capacities with workspaces assigned — content is inaccessible now
Ownerless or single-admin capacityEmpty or one-element admins[]
Unresolvable capacityWorkspace capacityId absent from the capacity list — bucket explicitly, never drop
Stale itemslastUpdatedDate older than an agreed threshold. Records modification, not use
Stale / failing refreshesSemantic model whose latest refresh status != "Completed" or whose endTime is past the expected cadence (Power BI refresh history API). ⚠️ lastUpdatedDate does not capture this — freshness is audited under Health in this skill, not Trust
Items with an unresolvable creatorcreatorPrincipal that Microsoft Graph cannot resolve. ⚠️ See the creator-type warning below before calling anyone "departed"
Key APIs
  • GET /v1/admin/workspaces?type=Workspace&state=Active — returns id, name, state, capacityId, domainId, tags (verified). state=Active is a server-side filter and should be the default.

  • GET /v1/admin/domains, GET /v1/admin/domains/{id}/workspaces (verified — domain-side lists are already Active-only)

  • GET /v1.0/myorg/admin/capacities — Power BI admin API; returns capacity state and administrators

  • GET /v1/admin/items — tenant-wide item inventory

  • GET /v1.0/myorg/admin/capacities/refreshables?$expand=capacity,group — refresh ownership (configuredBy) and last-refresh status; or the per-model Power BI refresh history API (/datasets/{id}/refreshes) for freshness. The scanner API does not return refresh state

Always scope to type=Workspace&state=Active before computing health percentages. Both filters are server-side and verified. In a test tenant only 1,062 of 2,242 workspaces (47%) were governable — unfiltered percentages were roughly 2× wrong.

Verified traps:

  • Only Workspace-type workspaces can carry a domainId. Personal (My workspace) and AdminWorkspace (admin monitoring) are structurally incapable of domain assignment, so counting them produces permanently unfixable "unassigned" gaps.

  • Deleted workspaces retain domainId, but domain-side endpoints omit them. Grouping an unfiltered list by domainId inflates domain sizes and manufactures false View A / View B differences.

  • Items in deleted workspaces are still returned as state: Active by /v1/admin/items — 461 of 14,912 in the verified tenant. Filtering items by their own state does not exclude them. You must join item.workspaceId against the governable-workspace list.

  • Personal-workspace items are a Protect exception. Exclude them from domain and endorsement metrics, but report their label coverage separately — they hold real data and dropping them hides exposure.


Pillar 2 — Protect, Secure & Comply (Protect)

Contains (per the Govern tab): sensitivity label coverage and data loss prevention (DLP) policies activated and scanned across workspaces. This absorbs insights previously found in the Microsoft Purview Hub.

What the product surfaces
  • Sensitivity labels selector — most frequently used labels and the percentage of unlabeled items. Drillable by item type and by user to find labeling gaps and policy misalignment. Label distribution can be analyzed by domain or workspace.

  • DLP selector — which workspaces/data items were evaluated by DLP policies, used to identify policy violations and act (apply a more restrictive label, remove sensitive information). Breaks down scanned items by type/location and shows last evaluation time, so you can judge scan freshness and trigger a new scan.

What "good" looks like
  • Low percentage of unlabeled items, especially among data-bearing items.

  • Sensitivity label coverage is consistent within a domain (a domain-level default sensitivity label can be delegated — see below).

  • DLP policies actually evaluated recently (recent "last evaluation time"), not stale.

  • Zero or actively-triaged policy violations.

Common gaps to look for
GapWhy it matters
High % unlabeled itemsSensitive data unprotected and invisible to DLP enforcement
Labeling uneven by userIndicates a team/individual not following policy — drill by user
Stale DLP last-evaluation timeViolations may exist but be undetected; trigger a rescan
Open policy violationsDirect compliance exposure — remediate via more restrictive label or data removal
Domain default sensitivity label unsetMissed opportunity for automatic baseline protection
Delegated protection settings

Certain tenant-level settings can be delegated to the domain level, letting each business unit set its own rules:

  • Domain-level default sensitivity label — the only delegated domain setting that is fully API-backed: read as defaultLabelId on the Domain object, write via PATCH /v1/admin/domains/{id}?preview=false. Applied when a new item is created and saved, or when an existing unlabeled item is updated and saved. It never retroactively labels dormant items, and never overrides a manually applied label. Requires the tenant setting "Domain admins can set default sensitivity labels for their domains (preview)". Not supported with deployment pipelines or Git integration.

  • Certification settings — see Pillar 3.

Reading defaultLabelId is a real gap check. Null fields are omitted from API responses, so a domain with no defaultLabelId key has no default label configured — a concrete, checkable Protect-pillar finding.

Explain the consequence, not just the absence. A missing domain default label means newly created items and existing unlabeled items that get edited will not inherit a baseline label, so the unlabeled backlog keeps regrowing even after one-time cleanup.

Access vs. protection: domain assignment does not control who can see or access an item. Never present domain membership as a protection control — access is workspace roles + item permissions + OneLake security roles.


Pillar 3 — Discover, Trust & Reuse (Trust / Curate)

Contains (per the Govern tab): data freshness, item curation state (description and endorsement coverage), and a content sharing view. ⚠️ In this skill, freshness is audited under Pillar 1 Health (see the divergence note in the Pillar Map). This pillar therefore covers description, endorsement and tag coverage plus sharing; freshness intersects it only as a cross-pillar combination (certified-but-stale).

What "good" looks like
  • High description coverage — items are self-explanatory to consumers. Coverage counts presence, not accuracy: a filled-in description can still be wrong or stale, which curate mode judges against the item's content.

  • Meaningful endorsement coverage, with certification actually governed (not everything auto-certified).

  • Content is tagged for classification-based discovery, not just findable by exact name.

  • Sharing patterns are intentional, not accidental broad sharing.

Endorsement model (the core "trust" signal)

Three badges, with different authority requirements:

BadgeMeaningWho can apply
PromotedCreators consider it ready for sharing/reuseAny user with write permissions on the item
CertifiedAn organization-authorized reviewer confirms it meets quality standards and is authoritativeOnly users specified by a Fabric admin (any user may request it)
Master dataThe authoritative single source of truth for core organizational data (e.g., product codes, customer lists)Only users specified by a Fabric admin; applies only to data-bearing items (lakehouses, semantic models)

Notes:

  • All Fabric/Power BI items except Power BI dashboards can be promoted or certified.

  • Certification and master data must be enabled by a Fabric admin before they can be used at all.

  • Certification enablement can be delegated to domain admins, enabling a different reviewer set per domain — a good pattern for federated governance.

Common gaps to look for
GapWhy it matters
Low description coverageConsumers can't evaluate fitness for use; drives duplicate datasets
Low tag coverageContent is hard to discover by classification; consumers fall back to name search or recreate datasets
Zero certified itemsEither governance isn't enabled, or no reviewers are designated
Everything "Promoted", nothing "Certified"Self-service endorsement without authoritative review — trust signal is diluted
Certified/endorsed item that is stale (cross-pillar Health×Trust)Worst case: an authoritative item serving stale data. Freshness is detected under Health — prioritize the intersection with the endorsed set
Broad sharing of unendorsed, unlabeled itemsCombines a trust gap with a protection gap

Cross-pillar priority rule: an item that is endorsed AND stale (freshness is a Health signal — see Pillar 1), or broadly shared AND unlabeled, is a higher-priority finding than either signal alone. Surface these combinations first.


Requirements and compatibility

Works with: Claude Code, Claude apps, OpenAI Codex, GitHub Copilot, Cursor, Gemini CLI, Kiro, OpenCode, Goose, Amp, Roo Code, JetBrains Junie, Factory Droid, Devin (ex-Windsurf), Mistral Vibe, OpenHands, Letta

“Works with” means the tool reads the open Agent Skills format; a skill written for one tool may use features others lack.

Security

No issues found by our static scan· No issues found

A static scan is not a guarantee. Skills are third-party content: review a skill before you let an agent use it.

Attribution and licence

Published by
Microsoft
Publisher
Microsoft (Official)
Source
microsoft/skills-for-fabric · skills/onelake-catalog-cli · commit f8fac11
Licence
MIT License (redistribution allowed)
  • LICENSE (added by AutoGineer from LICENSE)
  • ATTRIBUTION.md (written by AutoGineer)
Synced
Also distributed in
microsoft/skills-for-fabric

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Download ZIP

The ZIP holds the skill’s files, its licence files and an ATTRIBUTION.md. Download onelake-catalog-cli.zip