MCP-Powered Data Quality Accelerator with Azure

Ensure trusted, compliant, and analytics-ready data across your Azure estate—without rebuilding your pipelines. People Tech Group’s MCP-Powered Data Quality Accelerator integrates Model Context Protocol (MCP) with Microsoft Azure services to deliver a production-ready, AI-assisted framework for automated data quality validation, anomaly detection, and governance.

This rapid-deployment consulting offer connects Azure Purview, Synapse, Fabric, and Data Factory using MCP for real-time rule enforcement and lineage tracking. It delivers a live Data Quality Health Index, AI remediation playbooks, and an audit-ready governance framework—aligning to GDPR, CCPA, and enterprise zero-trust policies. Accelerate your journey to reliable, compliant data with a plug-and-play solution designed to scale across multi-cloud environments.

Purpose:

• Quantifies the enterprise cost of bad data and the governance pressures driving the need for change
• Explains how Model Context Protocol (MCP), plugged into siloed systems (for example, Azure Purview, Synapse, Fabric, Power BI etc.), creates a standards-based, metadata-driven quality framework.
• Provides a phased roadmap, integration patterns and ROI metrics to help C-level leaders deploy and scale the approach.

Metadata-Driven Validation & Governance:

• Data cataloguing systems (For example Atlan, Collibra, Azure Purview) whose unified catalogs holds schemas, rules and sensitivity labels
• MCP lets AI agents pull those rules in real time to validate any source
• Continuous scoring makes compliance and trust visible across domains

AI Anomaly Detection & Automated Remediation:

• MCP connects ML models to live pipeline metrics for outlier detection
• Intelligent alerts trigger "data integration", "ETL/ELT", "Machine Learning" jobs that fix issues automatically.
• Early adopters cut incident resolution times by up to 75%

End-to-End Lineage & Impact Analysis:

• Lineage graphs exposed via MCP enable instant root-cause tracing
• AI maps upstream sources to downstream reports in seconds, reducing risk
• Complete audit trails satisfy GDPR, HIPAA and other compliance needs