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Data and AI Security and Governance in Microsoft Fabric — Post-Event Resources
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Session 3 of the Microsoft Fabric Location Intelligence & Security User Group Data Days series
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Session Overview
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HostPhilippa Burgess, MA, MS, MSL
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SpeakerNandini Pajgade
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ModeratorsLehlohonolo Mofula and Muhammad Usman Khan
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DateTuesday, July 7, 2026
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Time7:30–9:00 AM PT | 10:30 AM–12:00 PM ET | 2:30–4:00 PM GMT | 3:30–4:30 PM WAT | 8:00–9:30 PM IST
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FormatYouTube Livestream, full replay available
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Event / Registration Pagehttps://luma.com/16aewof4
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YouTube Replayhttps://www.youtube.com/watch?v=hndF_CWVjzA
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Fabric Portal (sign in)https://app.fabric.microsoft.com
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What This Session Covered
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Microsoft Fabric gives organizations a powerful unified platform for data, analytics, and AI, but a platform is only as trustworthy as the security and governance built around it. This session explored what it actually takes to secure a Fabric environment, govern data and AI systems responsibly, and build the kind of trusted data foundation that regulators, executives, and AI agents can rely on. Security and governance are not separate concerns in Microsoft Fabric, they are the same conversation.
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Topics Covered
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• Security Architecture in Microsoft Fabric: how security is modeled through Entra ID, workspaces, and items; RBAC, row-level and object-level security; service principals and managed identities; Zero Trust principles; network security and private endpoints
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• Identity as the Control Plane: why identity is the foundation of Fabric security; Conditional Access, MFA, and Privileged Identity Management; guest access and cross-tenant scenarios; service principal governance for pipelines and AI automation
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• Data Governance with Microsoft Purview: how Purview connects to Fabric; data lineage from source to report to AI output; sensitivity labels and information protection; data catalog and business glossary; endorsement and certification as governance signals
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• Responsible AI and AI Governance in Fabric: what responsible AI means in a Fabric context; governing AI inputs and outputs; Microsoft's responsible AI principles; prompt injection and model security; the emerging SC-500 framework; privacy law considerations
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• Practical Patterns and Takeaways: a security and governance checklist for Fabric practitioners; common gaps organizations find when auditing their Fabric environments; certification paths combining governance and Fabric skills
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Data Days Series Arc
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• Jun 23 — Location Intelligence with Maps and GeoAnalytics in Microsoft Fabric
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• Jun 30 — Get to Know Esri: From Living Atlas to Spatial Analysis for Fabric Users
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• Jul 7 — Data and AI Security and Governance in Microsoft Fabric (Today)
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• Jul 21 — Fabric IQ for Data Professionals
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• Aug 4 — KQL for Data and Security Professionals (Closing Session)
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Security Architecture in Microsoft Fabric
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ResourceNotesLink
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Microsoft Fabric security overviewThe layered security model, end to endhttps://learn.microsoft.com/en-us/fabric/security/security-overview
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Workspace roles in FabricAdmin / Member / Contributor / Viewer capabilitieshttps://learn.microsoft.com/en-us/fabric/fundamentals/roles-workspaces
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Fabric permission model (item permissions)Read, ReadData, ReadAll, Build, Execute, Resharehttps://learn.microsoft.com/en-us/fabric/security/permission-model
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Get started with OneLake securityRoles, supported items, ReadWrite, enabling on SQL endpointhttps://learn.microsoft.com/en-us/fabric/onelake/security/get-started-onelake-security
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OneLake data security overviewControl plane vs. data plane; DefaultReader role behaviorhttps://learn.microsoft.com/en-us/fabric/onelake/security/get-started-security
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OneLake security access control modelHow roles, RLS/CLS, shortcuts, and workspace roles interacthttps://learn.microsoft.com/en-us/fabric/onelake/security/data-access-control-model
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Table and folder security (OLS)Object-level security on tables, schemas, and foldershttps://learn.microsoft.com/en-us/fabric/onelake/security/table-folder-security
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OneLake security best practicesHub-and-spoke reference patternhttps://learn.microsoft.com/en-us/fabric/onelake/security/best-practices-secure-data-in-onelake
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SQL analytics endpoint: identity modesUser's identity vs. delegated identity modehttps://learn.microsoft.com/en-us/fabric/onelake/security/sql-analytics-endpoint-onelake-security
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OneLake security for external enginesAuthorized engine model, enforcement beyond Fabrichttps://learn.microsoft.com/en-us/fabric/onelake/security/onelake-security-integrations-overview
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Private links for FabricTenant-level Azure Private Link, blocking public accesshttps://learn.microsoft.com/en-us/fabric/security/security-private-links-overview
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Managed private endpointsOutbound private connections from Spark/notebookshttps://learn.microsoft.com/en-us/fabric/security/security-managed-private-endpoints-overview
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Trusted workspace accessShortcuts/pipelines to firewall-enabled ADLShttps://learn.microsoft.com/en-us/fabric/security/security-trusted-workspace-access
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Zero Trust guidanceVerify explicitly, least privilege, assume breachhttps://learn.microsoft.com/en-us/security/zero-trust/zero-trust-overview
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Identity as the Control Plane
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ResourceNotesLink
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What is Microsoft Entra IDThe identity perimeter for the whole Microsoft estatehttps://learn.microsoft.com/en-us/entra/fundamentals/whatis
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Conditional Access overviewMFA, device/location/risk conditions, policy scopinghttps://learn.microsoft.com/en-us/entra/identity/conditional-access/overview
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Continuous Access Evaluation (CAE)Near-real-time token revocation on risk signalshttps://learn.microsoft.com/en-us/entra/identity/conditional-access/concept-continuous-access-evaluation
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Privileged Identity Management (PIM)Just-in-time, time-boxed, logged elevationhttps://learn.microsoft.com/en-us/entra/id-governance/privileged-identity-management/pim-configure
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Entra B2B collaborationGuest access model and cross-tenant settingshttps://learn.microsoft.com/en-us/entra/external-id/what-is-b2b
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Fabric workspace identitySecret-less managed service principal per workspacehttps://learn.microsoft.com/en-us/fabric/security/workspace-identity
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App objects & service principalsExternal SPs for automation and REST API accesshttps://learn.microsoft.com/en-us/entra/identity-platform/app-objects-and-service-principals
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Data Governance with Microsoft Purview
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ResourceNotesLink
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Use Purview to govern FabricThe master map of every Purview capability that touches Fabrichttps://learn.microsoft.com/en-us/fabric/governance/microsoft-purview-fabric
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Governance & compliance in Fabric (overview)Built-in Fabric governance features + Purview integrationhttps://learn.microsoft.com/en-us/fabric/governance/governance-compliance-overview
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Sensitivity labels (Purview)Label taxonomy, scopes, publishing policieshttps://learn.microsoft.com/en-us/purview/sensitivity-labels
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Information protection in FabricLabels on Fabric items; protection through export pathshttps://learn.microsoft.com/en-us/fabric/governance/information-protection
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Protection policies in FabricAccess control on labeled items via Purview policieshttps://learn.microsoft.com/en-us/fabric/governance/protection-policies-overview
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DLP for Fabric and Power BIPolicy tips, detection, and restrict-access actionshttps://learn.microsoft.com/en-us/purview/dlp-powerbi-get-started
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Lineage in FabricImpact analysis from source to reporthttps://learn.microsoft.com/en-us/fabric/governance/lineage
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Endorsement (Promoted / Certified)Certified content as sanctioned AI grounding sourceshttps://learn.microsoft.com/en-us/fabric/governance/endorsement-overview
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Insider Risk ManagementFabric/Power BI exfiltration indicators and sequence detectionhttps://learn.microsoft.com/en-us/purview/insider-risk-management
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DSPM overviewPosture view across M365, Azure, and Fabrichttps://learn.microsoft.com/en-us/purview/data-security-posture-management-learn-about
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DSPM deployment considerations (Fabric setup)The one-time Fabric scanning configurationhttps://learn.microsoft.com/en-us/purview/data-security-posture-management-considerations
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Track user activities in Fabric (Purview Audit)Audit log coverage of Fabric operationshttps://learn.microsoft.com/en-us/fabric/admin/track-user-activities
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Compliance ManagerFramework assessments and improvement actionshttps://learn.microsoft.com/en-us/purview/compliance-manager
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Responsible AI and AI Governance
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ResourceNotesLink
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Microsoft Responsible AIThe six RAI principles and the Responsible AI Standardhttps://www.microsoft.com/ai/responsible-ai
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Purview protections for generative AI appsHow labels, DLP, audit, and retention extend to AIhttps://learn.microsoft.com/en-us/purview/ai-microsoft-purview
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DSPM for AIDiscovering sensitive data in prompts/responses; one-click policieshttps://learn.microsoft.com/en-us/purview/dspm-for-ai
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DSPM for AI deployment considerationsCollection policies for Copilot in Fabrichttps://learn.microsoft.com/en-us/purview/dspm-for-ai-considerations
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Securing AI agents end-to-end (MS Security blog)Purview DSPM + agent identity + AI security dashboardhttps://techcommunity.microsoft.com/blog/microsoft-security-blog/securing-ai-agents-end-to-end-connecting-purview-dspm-agent-365-and-the-ai-secur/4521155
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OWASP Top 10 for LLM ApplicationsPrompt injection, poisoning, disclosure, the threat taxonomyhttps://owasp.org/www-project-top-10-for-large-language-model-applications/
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NIST AI Risk Management FrameworkCommon AI risk vocabularyhttps://www.nist.gov/itl/ai-risk-management-framework
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EU AI Act (European Commission)Risk-tiered obligations for AI systemshttps://digital-strategy.ec.europa.eu/en/policies/regulatory-framework-ai
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Certifications & Vouchers
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ExamFocusLink
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SC-300Identity & Access Administrator, Entra ID, Conditional Access, PIMhttps://learn.microsoft.com/en-us/credentials/certifications/identity-and-access-administrator/
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SC-401Information Security Administrator, Purview information protection, DLP, insider riskhttps://learn.microsoft.com/en-us/credentials/certifications/information-security-administrator/
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SC-500Cloud and AI Security Engineer Associate, new exam, AZ-500 successor pathhttps://learn.microsoft.com/en-us/credentials/certifications/cloud-and-ai-security-engineer-associate/
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SC-100Cybersecurity Architect (Expert), Zero Trust architecture capstonehttps://learn.microsoft.com/en-us/credentials/certifications/cybersecurity-architect-expert/
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DP-600Fabric Analytics Engineer Associate, Fabric platform depthhttps://learn.microsoft.com/en-us/credentials/certifications/fabric-analytics-engineer-associate/
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DP-700Fabric Data Engineer Associate, pipelines, lakehouses, Real-Time Intelligencehttps://learn.microsoft.com/en-us/credentials/certifications/fabric-data-engineer-associate/
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All Microsoft credentialsFull searchable catalog of Microsoft certificationshttps://learn.microsoft.com/en-us/credentials/browse/
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Note: free DP-600/700/800 exam voucher program ran through Fabric Data Days, requested through the Microsoft Fabric Community after attending 2 sessions and completing 3 Learn modules. Summer 2026 vouchers have already been distributed, but it's a great time to start preparing for the next round.