Platform Architecture

Built for the Microsoft stack
inside your tenant

No external SaaS. No data movement. DataQubi deploys directly into your Azure environment, sitting on top of Microsoft Fabric and Databricks.

Data flow

Your data.
Your tenant. Always.

Every layer of the DataQubi stack lives inside your Azure environment. Read-only access at the ERP layer. Zero egress.

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Your ERP Systems
SAP · NetSuite · Dynamics 365 · Oracle
Read-only
Azure Data Landing
Azure Data Lake · Azure Synapse
Tenant-isolated
Microsoft Fabric
OneLake · Data Warehouse · Real-Time Intelligence
Core layer
Azure Databricks
Fuzzy matching · ML-powered deduplication
AI engine
DataQubi Hardening Layer
Supplier intelligence · Duplicate detection · Spend classification
Finance Intelligence
Power BI · Working capital metrics · Audit-ready schedules

Design principles

Zero‑trust by design

Data Never Leaves
All processing happens within your Azure subscription. No data is transmitted to DataQubi servers or third-party services.
Read-Only Access
DataQubi connects to your ERP with read-only permissions. No write operations. No risk to production data integrity.
Your Keys, Your Control
Encryption keys are managed by your Azure Key Vault. DataQubi never has access to your encryption credentials.
Full Audit Lineage
Every transformation, deduplication decision, and classification is logged with a full lineage trail for audit and compliance.
Role-Based Access
Integrates with your Azure AD and Entra ID. Finance teams see their data. No over-provisioning.
No Persistent Agents
Deployed as serverless compute that runs on-demand. No always-on agents consuming resources or creating attack surface.

14-day deployment

Live in two weeks

No long implementation cycles. No IT overhaul. DataQubi spins up inside your existing Fabric workspace.

W1
Workspace provisioning & ERP connection
DataQubi configures within your Microsoft Fabric workspace. Read-only ERP connector established and validated.
W1
Initial data profiling
Automated profiling of supplier master, invoice, and payment tables. Establishes baseline data quality score.
W2
Deduplication & anomaly scan
Databricks fuzzy-match engine runs across full supplier universe. First duplicate findings delivered to finance team.
W2
Intelligence report & Power BI handoff
Consolidated findings dashboard published to your Fabric workspace. Finance team has ownership from day one.

Ready to see it in your environment?

Schedule a 20-minute architecture walkthrough with a DataQubi engineer.

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