AIDQ Offering for Microsoft Fabric

Organizations adopting Microsoft Fabric require a consistent and scalable approach to move, validate, and govern data across raw, staging, and curated zones. Manual pipelines increase onboarding time and maintenance effort. WinWire’s WinAIDQ for Microsoft Fabric is a source- and schema-agnostic framework that uses Fabric Pipelines, Notebooks, and Control Tables to automate ingestion, enforce data quality rules, and deliver governed, AI/ML-ready data for Power BI and Copilot.

What It Delivers
• Source & Schema Agnostic Ingestion - Rapidly onboard new data sources without custom coding using configuration-driven pipelines.
• Metadata-Driven Control & Rules - Define and manage validations centrally with control and configuration tables.
• Direct Lake Integration - Supports Fabric’s Bronze, Silver, and Gold layers with optimized storage in Parquet format for Power BI Direct Lake.
• Built-in Data Quality Validation - Rule-based checks covering schema, format, domain, and business rules, with logging and alerting capabilities.

WinAIDQ Solution Approach

Discovery

• Assess the existing workspace setup, data sources, and governance configuration.

Pilot

• Implement metadata-driven ingestion pipelines.
• Define validation rules in control tables.
• Automate data flow using Fabric Pipelines and Notebooks.

Scale-out Plan

• Build reusable artifacts for enterprise-wide adoption.
• Integrate Microsoft Purview for governance.

Business Value

• Up to 50% reduction in development time.
• Faster onboarding of new data sources.
• Improved data reliability through centralized rules.
• Reduced manual effort and maintenance.
• Seamless governance integration with Microsoft Purview.
• AI/ML and Copilot-ready analytics with consistent, high-quality data.

Key Deliverables

• Reference ingestion architecture for Fabric's Bronze → Silver, → Gold zones.
• Control and configuration tables for rules and metadata.
• Automated Fabric Pipelines and Notebooks.
• Working pilot for 2–3 datasets.
• Integration with Microsoft Purview for governance and compliance.
• Scale-out roadmap for full enterprise needs..

Jumpstart your Fabric journey with our focused 4-week pilot and unlock the benefits of a metadata-driven data ingestion and quality framework built for Microsoft’s unified analytics platform.