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Data Leakage Prevention with Microsoft Purview

In an environment of increasing digital threats, cloud adoption, and stringent regulatory requirements such as the General Data Protection Regulation (GDPR), preventing unintended data disclosure is a critical security objective. Data leakage whether accidental or malicious can result in regulatory penalties, reputational damage, and loss of customer trust.

Microsoft Purview provides an integrated platform for data governance, classification, and protection across Microsoft 365, Azure, and supported third-party sources. When configured correctly, it enables organizations to identify sensitive data, apply consistent protection rules, and monitor compliance at scale.

The Role of Microsoft Purview in GDPR Compliance

GDPR requires organizations to understand what personal data they process, where it resides, how it is used, and how it is protected. Microsoft Purview directly supports these obligations by providing:

  • Automated discovery of sensitive data across environments
  • Classification and labeling of personal and sensitive data
  • Centralized visibility into data locations and flows
  • Policy-driven controls to restrict inappropriate data sharing
  • Audit logs and reports demonstrating compliance

Industries with heightened confidentiality and integrity requirements such as healthcare, financial services, and eCommerce leverage Purview to maintain accurate data inventories, document data lineage, and implement data minimization practices required under GDPR.

Within an ISMS, Purview supports ISO/IEC 27001 Annex A controls related to information classification, access control, monitoring, and data protection, while also aligning with SOC 2 and NIST 800-53 requirements.

Building the Foundation: Data Classification and Governance

Effective Data Leakage Prevention begins with a clear and consistently applied data classification model. Without classification, DLP policies lack context and often generate excessive false positives or leave critical gaps.

Defining Sensitive Data Types

  • Personally Identifiable Information (PII)
  • Special category personal data under GDPR
  • Financial and payment data
  • Authentication data and credentials
  • Confidential business information

Microsoft Purview provides built-in sensitive information types and allows custom definitions to reflect organization-specific data and regulatory requirements.

Ownership and Accountability

Each classified data set should have an identified owner responsible for approving classification, reviewing DLP policies, and accepting residual risk. Security and compliance teams define the standards, while system and business owners ensure correct application.

Implementing Data Leakage Prevention with Microsoft Purview

Step 1: Discover and Classify Data

  • Enable data discovery across Microsoft 365, Azure, and supported sources
  • Apply built-in and custom sensitive information types
  • Validate classification accuracy through sampling

This step establishes visibility into where sensitive data resides and how it is used.

Step 2: Define DLP Policies

Once data is classified, DLP policies can be defined to enforce handling rules, such as:

  • Blocking or restricting external sharing of sensitive data
  • Preventing transmission of PII via email or collaboration tools
  • Requiring justification or approval for high-risk actions
  • Applying different rules based on user role or location

Policies should be risk-based and aligned with business processes to avoid unnecessary disruption.

Step 3: Test and Tune Policies

  • Run policies in audit or test mode initially
  • Review alerts and false positives
  • Refine thresholds, conditions, and exceptions

Auditors expect evidence that policies were validated before full enforcement.

Step 4: Enforce Protection Controls

  • Enable blocking, encryption, or access restrictions
  • Apply labels and protection automatically where supported
  • Integrate with endpoint and identity controls

Continuous Monitoring and Compliance Management

GDPR compliance is not a one-time activity. Microsoft Purview supports continuous monitoring through:

  • Real-time DLP alerts and incident dashboards
  • Audit logs showing data access and policy enforcement
  • Investigation tools for tracking data movement

Integration with Azure Policy extends monitoring to Azure resources, identifying misconfigurations or non-compliant services and enabling remediation before issues escalate.

Evidence, Metrics, and Audit Readiness

To support audits and internal reviews, organizations should retain:

  • Data classification policies and definitions
  • DLP policy configurations and change history
  • Alert and incident investigation records
  • Periodic policy review and tuning evidence

Useful KPIs include:

  • Coverage of sensitive data discovery
  • Number of DLP incidents by severity
  • False positive rates and tuning effectiveness
  • Time to detect and respond to data leakage events

Overcoming Common Challenges and Applying Best Practices

Organizations often struggle with over-alerting, unclear ownership, or misaligned policies. Best practices include:

  • Keeping classification models simple and well-documented
  • Training users and administrators on DLP expectations
  • Reviewing policies regularly as business processes evolve
  • Staying current with GDPR guidance and Purview feature updates

Regular internal audits and tabletop exercises help validate that DLP controls function as intended.

Extending Data Protection with Advanced Microsoft Purview Capabilities

Beyond baseline DLP, Microsoft Purview offers advanced features that strengthen overall data protection:

  • Automated data lineage discovery and visualization
  • Advanced analytics for detecting unusual data movement
  • Integration with broader Microsoft security tooling

These capabilities support alignment with global frameworks such as ISO 27001, NIST 800-53, and SOC 2 Type II, reinforcing Purview’s role as a comprehensive data protection and governance platform.

When implemented as part of a broader ISMS, Microsoft Purview enables organizations to reduce data leakage risk, demonstrate regulatory compliance, and maintain trust with customers and regulators.

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