SIGNAL · TERRAIN · SYNTHESIS

See every signal
across your data terrain.

FabricRecon maps your Microsoft Fabric estate as living terrain. Probes sweep each domain, anomalies rise as signal pillars, and agent pools reconcile drift so your teams can act on a single, trusted topography.

  • 32default probes
  • 4domains scanned
  • 20agent pools

Capabilities

Reconnaissance, reconciliation, and synthesis for Fabric

Discover what exists, prove how records relate, and publish a trusted map of your enterprise data landscape.

Domain Scanning

Inventory Fabric workspaces, lakehouses, warehouses, semantic models, and ownership signals to discover the real shape of your data estate.

Probe Runner

Dispatch targeted probes that profile schemas, freshness, lineage hints, duplicate keys, and reconciliation candidates across domains.

Agent Pool Manager

Coordinate specialist AI agents that compare entities, score matches, and resolve conflicts with traceable evidence.

Orchestrator

Schedule reconnaissance jobs, route probe results, retry failed scans, and manage end-to-end reconciliation state.

Synthesis

Turn distributed findings into a unified data map with confidence scores, unresolved gaps, and next-best investigation steps.

Tenant-native Fabric

Runs against your Microsoft Fabric estate with your security model, capacity, and governance controls.

2-minute overview

See FabricRecon discover, probe, reconcile, and synthesise.

A concise tour of Domain Scanner, Probe Runner, Agent Pool Manager, Orchestrator, and Synthesis — all designed for AI-powered reconnaissance in Microsoft Fabric.

Open live app

Three native workload items

Recon jobs, setup jobs,
and synthesis items.

Everything needed to discover domains, run probes, reconcile entities, and publish trusted findings from inside Microsoft Fabric.

Recon Job

Scan the estate. Surface the signal.

Runs domain reconnaissance jobs that inventory Fabric assets, detect schema and lineage hints, profile quality signals, and queue follow-up probes for suspicious gaps or overlap.

Recon Job
FabricRecon catalog showing discovered domains, probe status, and reconciliation readiness
Setup Job

Configure reconnaissance once. Operate continuously.

Connect live API endpoints, define domains, register probe playbooks, set confidence thresholds, and configure agent pools for your tenant-native Fabric deployment.

Setup Job
FabricRecon setup job with domain configuration and probe playbook settings
Synthesis

Turn findings into a unified map.

Combines scan output, probe evidence, and agent decisions into an explainable data map that shows trusted matches, unresolved conflicts, and next-best actions.

Synthesis
FabricRecon synthesis view with unified data map, confidence scores, and open reconciliation findings

How it works

From estate scan to trusted data map

  1. Scan domains

    FabricRecon discovers domains, assets, schemas, lineage clues, owners, and data quality signals across Microsoft Fabric.

  2. Dispatch probes

    The Probe Runner executes focused tests for freshness, keys, overlap, duplicates, semantics, and reconciliation readiness.

  3. Reconcile via agent pools

    Specialist AI agents compare records, resolve candidate matches, and capture evidence for every reconciliation decision.

  4. Synthesise a unified map

    Synthesis consolidates findings into a navigable data map with confidence, unresolved gaps, and recommended next probes.

Product

See FabricRecon in action

Screenshots will be regenerated, but the flows are ready: catalog, probes, agent pools, and synthesis.

FabricRecon domain catalog showing scanned data domains and probe status
Domain Catalog — Browse discovered data domains
FabricRecon probe runner configuring a targeted reconciliation probe
Probe Runner — Dispatch targeted reconciliation tests
FabricRecon agent pool manager monitoring reconciliation agents
Agent Pools — Monitor AI reconciliation workers
FabricRecon synthesis output with unified data map and confidence scores
Synthesis — Publish the unified data map

Notebook-powered intelligence

Purpose-built reconnaissance notebooks.
AI agents where they add leverage.

FabricRecon combines Microsoft Fabric notebooks, AI Foundry GPT-4o reasoning, and generated product imagery to make estate discovery and reconciliation operational.

FR_Orchestrator

Coordinates domain scans, probe batches, retry policies, and reconciliation state transitions across the workload.

FR_DomainScanner

Discovers domains, assets, schemas, ownership metadata, lineage hints, and data quality signals from your Fabric estate.

FR_ProbeRunner

Runs targeted profiling and comparison probes for freshness, duplicate detection, keys, joins, and semantic overlap.

FR_AgentPoolManager

Manages specialist AI reconciliation agents that compare entities, score matches, and document evidence.

FR_Synthesis

Synthesises probe output and agent findings into a unified data map with confidence and recommended next actions.

AI Foundry + FLUX

Uses Azure AI Foundry GPT-4o for reasoning workflows and FLUX-generated brand imagery for a distinctive product experience.

FAQ

Frequently asked questions

What is FabricRecon?
FabricRecon is a native Microsoft Fabric workload for AI-powered reconnaissance and reconciliation across data estates. It discovers domains, runs probes, coordinates agent pools, and synthesises findings into a unified data map.
What problems does FabricRecon solve?
FabricRecon helps teams find where data lives, understand how records relate, identify duplicates or conflicts, and reconcile fragmented domain knowledge into an explainable operational view.
Does FabricRecon move my data out of Fabric?
No. FabricRecon is designed to operate against your Microsoft Fabric estate and live API endpoints while respecting your tenant security boundaries and governance controls.
How do agent pools work?
Agent pools coordinate specialist AI workers that inspect probe results, score candidate matches, resolve conflicts where confidence is high, and record evidence for human review where confidence is low.
Can I define my own probes?
Yes. Probe playbooks let teams target freshness, schema drift, duplicate keys, semantic overlap, lineage clues, and reconciliation-specific checks for their domains.
Who builds FabricRecon?
FabricRecon is built by Datachain Consulting Pty Ltd, a Sydney-based data engineering consultancy specialising in Microsoft Fabric and enterprise data platform architecture.

AI-powered reconnaissance for Microsoft Fabric.

Get FabricRecon in your tenant.