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Kirimana for Fabric

Fabric Lakehouse + Warehouse + Purview + Azure OpenAI

Microsoft-stack governance without lock-in. Fabric Lakehouse + Warehouse contracts, Purview pass-through, OneLake-aware lineage, Azure OpenAI routing through the AI gateway. Currently in Private Preview — invite only.

For organisations standardised on Microsoft Fabric — from a small team running a single workspace to an enterprise federating dozens of capacities across business units. Currently in Private Preview with active design partners.

Kirimana sits above Fabric so contracts, lineage, and AI policy travel with the data if a domain later moves to Databricks or Trino. Microsoft tenants keep Purview as their catalog of record; Kirimana feeds it.

Enterprise compounds: federated contract library across Fabric workspaces and tenants, Purview-backed classification at scale, hub-and-spoke domains, OIDC RBAC pinned to Entra ID, multi-env CI/CD across dev/test/staging/prod capacities.

What’s included

  • Fabric Lakehouse adapter — Delta on OneLake, bronze + silver, notebook + spark-job dispatch
  • Fabric Warehouse adapter — T-SQL compilation for gold; uses the same dialect-rendered abstract SQL plan engine as our other warehouse adapters
  • Microsoft Purview pass-through — owner, classification, attribute review-state pushed bidirectionally; Purview stays the catalog of record for Microsoft tenants
  • Fabric Vault adapter${vault:...} resolves via Azure Key Vault references (Fabric inherits the Azure Vault model)
  • AI gateway routing to Azure OpenAI — first-class for Microsoft tenants; classification-aware. Anthropic-via-Bedrock + direct Anthropic Claude also supported
  • MCP server — external AI assistants (Claude.ai, Cursor, Continue, Cline) read Kirimana from inside or outside Fabric
  • Fabric Data Pipelines orchestration — DAGs compile to native Fabric pipelines; no third runtime
  • Incident dispatch — apply / SLA / drift / health events to Jira / ServiceNow / Zendesk

What Kirimana adds that Fabric + Purview alone don’t

Microsoft Fabric is a strong, integrated stack — but the contract layer is missing. Purview is a catalog: it observes what exists. Kirimana is a contract platform: it decides what should exist before anything is built.

Per-contract AI policy enforcement

Fabric’s AI assistants honor workspace ACLs but not per-contract data classification. Kirimana refuses any LLM call against a restricted contract — Azure OpenAI included, regardless of who the caller is. The gate is in the metadata layer.

Contract state machine + PR-time approval workflow

Purview captures lineage and tags. It does not run a draft → reviewed → approved → deprecated state machine. It does not lint contracts at PR time. Kirimana does both, in CI, before the schema lands in OneLake.

Goal-to-data lineage

Purview tracks asset-level lineage. Kirimana tracks ReportingGoal → Contract → Table. The CFO asks where revenue comes from; you answer in one query, with classifications attached.

Multi-platform contract portability

Fabric is the runtime. Kirimana is the contract. Move a domain to Databricks Lakehouse later — the contract follows; Purview can’t. Avoid the cost of changing your mind.

Compliance generators that ship in the box

Microsoft Compliance Manager covers the platform; Kirimana covers the data product. DORA, EU AI Act, GDPR Art. 17 redaction reports generate from contract metadata + audit log.

Cross-tenant federated contract library

Purview is per-tenant. The Kirimana Library is federated — patterns travel across organisations, including out of the Microsoft estate.

Pass-through to Microsoft Purview

DirectionWhat flows
Push to PurviewOwner, classification (Sensitive / Restricted / Public mapped to Purview labels), attribute review-state, contract version, lineage edges
Pull from PurviewSchema drift detection, observed lineage, downstream usage signals, glossary-term suggestions
Sync cadenceEvery apply + nightly reconciliation; manual dca catalog sync always available

Purview stays the place your Microsoft analysts browse data. Kirimana stays the place your contracts live, your AI policy gates, and your audit log records.

Integrations available out of the box

  • AI providers: Azure OpenAI (default for Fabric tenants), Anthropic Claude, AWS Bedrock, Ollama
  • AI assistants: Claude.ai, Cursor, Continue.dev, Cline (via MCP); Microsoft Copilot for Fabric integration on the roadmap
  • Catalogs: Microsoft Purview (primary), Unity Catalog push (cross-platform tenants), Snowflake Horizon push
  • Ingest: Airbyte (default), Kafka, Debezium CDC, dlt, REST, database direct, landing zone (ABFSS)
  • Vault: Azure Key Vault, HashiCorp Vault
  • ITSM: Jira (REST v3), ServiceNow (Table API), Zendesk (REST v2)
  • Comms: Slack governance bot, Microsoft Teams
  • Auth: OIDC — Entra ID (primary), GitHub, Okta, Auth0
  • BI: Power BI connection guides (primary), Tableau, Qlik; dbt Semantic Layer / MetricFlow / Cube exports

How to deploy

PatternWhen
Container Apps host + Fabric tenantRecommended. Kirimana control plane on Azure Container Apps; dispatches to Fabric.
AKS-host + Fabric tenantIf you already run AKS for the Databricks edition and want one control plane.

The integration uses Fabric REST APIs and Service Principal auth.

Pricing posture

  • OSS (free) — Apache-2.0. The full thing.
  • Professional Services — Fabric-specific bring-up, Purview classification taxonomy alignment, Power BI handoff design.
  • Enterprise Support — SLA-backed support, named on-call. From $20k/yr.

Linked resources

What Kirimana adds

Kirimana for Fabric — native vs. with Kirimana.

Microsoft Fabric + Purview ships strong primitives. Kirimana sits above and adds the contract layer that operationalises governance, AI policy, and compliance.

Capability Microsoft Fabric + Purview + Kirimana
AI policy enforcement Workspace ACL on Copilot Per-contract classification gate, all providers
Contract artefact Tags + Purview labels ODCS v3 canonical, fed to Purview bidirectionally
Compliance generators Compliance Manager (platform-only) DORA + EU AI Act + GDPR for the data product
Multi-platform portability Microsoft estate only Same contract runs on Databricks / Trino
Federated contract library Per-tenant Cross-tenant, cross-vendor pattern sharing
Contract state machine None Draft → Reviewed → Approved → Deprecated, PR-time

Six of 18 capabilities shown · see full comparison vs all alternatives