1 min read
Securing AI Applications: A Comprehensive 2025 Checklist
AI security is not optional. Implement these measures before going to production, and review them quarterly as threats evolve.
Compliance
30 articles
1 min read
Data Governance in Microsoft Fabric: Purview Integration and Compliance
Organizations struggle with data sprawl, unclear ownership, inconsistent definitions, and regulatory requirements. A unified governance approach addresses…
1 min read
Data Governance with Microsoft Purview: Implementing Data Lineage Tracking
Purview captures lineage automatically from supported sources and allows custom lineage submission via APIs. The lineage graph shows how data flows from…
1 min read
Enterprise AI Governance: Building Model Registries and Approval Workflows
A model registry serves as the single source of truth for all ML models, tracking versions, lineage, and deployment status.
1 min read
AI Governance Frameworks: Building Responsible AI Systems
Comprehensive AI governance ensures responsible and compliant AI deployment.
1 min read
EU AI Act Practical Guide: What Enterprises Need to Do Now
The EU AI Act is complex but manageable with systematic approach. Start your inventory now, prioritize high-risk systems, and build compliance into your…
1 min read
AI Regulation Updates: Navigating the 2024 Regulatory Landscape
Regulation is here to stay. Treat compliance as a feature, not a burden, and build it into your AI development process.
1 min read
Audit Logging for AI Agents: Complete Activity Tracking
Comprehensive audit logging is essential for AI agents in production. It enables debugging, ensures compliance, and provides the visibility needed to build…
1 min read
Data Loss Prevention in Microsoft Fabric
Data Loss Prevention (DLP) helps prevent accidental data exposure and ensures compliance. Today I'm exploring DLP implementation in Microsoft Fabric.
1 min read
Sensitivity Labels and Data Classification in Microsoft Fabric
Sensitivity labels help classify and protect data based on its sensitivity level. Today I'm exploring how to implement data classification in Microsoft Fabric.
1 min read
Security Fundamentals in Microsoft Fabric
Security is foundational to any data platform. Today I'm exploring the security architecture and best practices in Microsoft Fabric.
1 min read
Federated Governance in Data Mesh
Federated governance balances domain autonomy with organizational standards. Today I'm exploring how to implement effective federated governance in…
1 min read
EU AI Act: Preparing for the World's First AI Law
The EU AI Act signals a shift from voluntary standards to enforceable obligations; product teams need a simple classification step (is this high-risk?) and…
1 min read
GDPR and AI: Practical Compliance for ML Systems
GDPR's implications for AI are practical, not theoretical: logging decisions, maintaining provenance, and ensuring human review where necessary are the…
1 min read
AI Compliance Considerations: Navigating the Regulatory Landscape
Compliance moved from a legal exercise to a product requirement in 2023. My pragmatic approach: map data flows to jurisdictions, embed consent and retention…
1 min read
AI Governance Frameworks: Building Trust at Scale
Governance isn't a checkbox — it's what lets organisations scale AI safely. The frameworks I use combine risk tiers, model lifecycle controls, and pragmatic…
1 min read
Microsoft Purview and Fabric: Enterprise Data Governance
Microsoft Purview and Fabric integration is the enterprise governance story that matters most for regulated industries and large organisations where data…
2 min read
Fabric Governance: Building a Secure Data Platform
Fabric governance is where the platform's SaaS architecture creates both an advantage and a complication for enterprise security teams. The advantage…
2 min read
Enterprise AI with Azure OpenAI: Security, Compliance, and Governance
The question I kept hearing from enterprise clients in January 2023 was some variation of: "We've seen what ChatGPT can do—how do we get that capability…
1 min read
AI Governance for Enterprise: Policies and Practices
AI governance must balance: Innovation : Enabling teams to use AI effectively Risk : Managing security, privacy, and compliance risks Consistency : Ensuring…
1 min read
Data Governance in Azure Databricks: Policies, Practices, and Implementation
A complete governance framework addresses: Access Control : Who can access what data Data Quality : Ensuring data accuracy and completeness Data Lineage :…
1 min read
Azure Confidential Ledger: Tamper-Proof Record Keeping
Azure Confidential Ledger provides cryptographically verifiable, tamper-proof record keeping for compliance-critical scenarios.
1 min read
Azure Policy as Code: Governance at Scale
Azure Policy as Code ensures consistent, auditable governance across your entire Azure estate.
1 min read
Data Governance Best Practices: From Policy to Practice
Data governance in 2021 moved from documentation exercise to operational capability. Azure Purview provides the foundation; success depends on…
2 min read
ADX Continuous Export for Data Archival and Compliance
ADX Continuous Export is the managed pipeline that continuously moves data from ADX tables to Azure Blob Storage or ADLS Gen2—useful for archiving cold data…
1 min read
Azure Immutable Storage: WORM Compliance for Regulatory Requirements
Immutable storage in Azure provides the strong data protection guarantees required for regulatory compliance, ensuring your critical data remains…
1 min read
Working with Azure Activity Logs for Audit and Compliance
Activity Logs include several categories: Administrative : Resource management operations (create, update, delete) Security : Security Center alerts and…
2 min read
Azure Dedicated Host - Running VMs on Isolated Physical Servers
Azure Dedicated Host is the offering I typically reach for when a client's security or compliance team says "I can't be on shared hardware." The use cases…
2 min read
Enforcing Cloud Governance with Azure Policy
The tagging policy conversation is the one I have in every landing zone engagement. Someone inevitably says "we'll just ask people to tag resources…
1 min read
Azure Policy: Governance at Scale
Every Azure environment I've inherited from someone else has the same three problems: storage accounts created without encryption-at-rest configuration…