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version: "1.0.3" name: azure-defender-for-cloud description: Expert knowledge for Azure Defender For Cloud development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when enabling multicloud connectors, CI/CD/DevOps integration, VM/SQL/container protection, or Defender APIs, and other Azure Defender For Cloud related development tasks. Not for Azure Defender For Iot (use azure-defender-for-iot), Azure External Attack Surface Management (use azure-external-attack-surface-management), Azure Security (use azure-security), Azure Sentinel (use azure-sentinel). compatibility: Requires network access. Uses mcp_microsoftdocs:microsoft_docs_fetch or fetch_webpage to retrieve documentation. metadata: generated_at: "2026-08-02" generator: "docs2skills/1.0.0"

Azure Defender For Cloud Skill

This skill provides expert guidance for Azure Defender For Cloud. Covers troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. It combines local quick-reference content with remote documentation fetching capabilities.

How to Use This Skill

IMPORTANT for Agent: Use the Category Index below to locate relevant sections. For categories with line ranges (e.g., L35-L120), use read_file with the specified lines. For categories with file links (e.g., [security.md](security.md)), use read_file on the linked reference file

IMPORTANT for Agent: If metadata.generated_at is more than 3 months old, suggest the user pull the latest version from the repository. If mcp_microsoftdocs tools are not available, suggest the user install it: Installation Guide

This skill requires network access to fetch documentation content:

Preferred: Use mcp_microsoftdocs:microsoft_docs_fetch with query string from=learn-agent-skill. Returns Markdown.
Fallback: Use fetch_webpage with query string from=learn-agent-skill&accept=text/markdown. Returns Markdown.

Category Index

Category	Lines	Description
Troubleshooting	L37-L82	Diagnosing, interpreting, and validating Defender for Cloud alerts and detections across Azure, AWS, and GCP, plus fixing connector, deployment, configuration, and sensor/scan issues.
Best Practices	L83-L99	Guides for detecting, investigating, and remediating security misconfigurations and vulnerabilities on VMs, OS, SQL, and storage using Defender for Cloud tools and best practices.
Decision Making	L100-L125	Guides for planning and cost decisions: choosing Defender/servers plans and portals, estimating and allocating costs, migrations (Storage, VA, FIM, agents), CSPM/CNAPP choices, and cross-cloud enablement.
Architecture & Design Patterns	L126-L136	Multicloud security architecture for Defender for Cloud: connector auth for AWS/GCP, secure/private connectivity, container protection design, ownership models, and applying Zero Trust.
Limits & Quotas	L137-L145	Limits, quotas, and timelines for Defender for Cloud: data ingestion benefits, portal feature gaps, CSV export limits, free trial constraints, and data collection extension lifecycles.
Security	L146-L182	Configuring Defender for Cloud security: roles/RBAC, data protection, secure auth, compliance, and applying security recommendations across compute, containers, storage, networking, and AI.
Configuration	L183-L259	Configuring and tuning Defender for Cloud features: malware and vulnerability scanning, containers/SQL/storage, CI/CD and DevOps integrations, alerts, exports, policies, and access/JIT/FIM settings.
Integrations & Coding Patterns	L260-L299	Integrating Defender for Cloud with CI/CD, DevOps, SIEM, ITSM, SQL VA, multi-cloud logs, partner tools, and exporting/querying security data via APIs, CLI, PowerShell, and Resource Graph.
Deployment	L300-L325	Deploying and scaling Defender for Cloud and its plans (Containers, Servers, SQL, DevOps, APIs, GHAS), including prerequisites, automation (CLI/PowerShell/ARM), cross-tenant, and platform support.

Troubleshooting

Topic	URL
Validate Microsoft Defender for Cloud alert configuration	https://learn.microsoft.com/en-us/azure/defender-for-cloud/alert-validation
Interpret and respond to Defender for Cloud AI alerts	https://learn.microsoft.com/en-us/azure/defender-for-cloud/alerts-ai-workloads
Interpret Defender for Cloud alerts for Azure App Service	https://learn.microsoft.com/en-us/azure/defender-for-cloud/alerts-azure-app-service
Interpret Defender for Cloud alerts for Azure Cosmos DB	https://learn.microsoft.com/en-us/azure/defender-for-cloud/alerts-azure-cosmos-db
Interpret Defender for Cloud alerts for Azure DDoS Protection	https://learn.microsoft.com/en-us/azure/defender-for-cloud/alerts-azure-ddos-protection
Interpret Defender for Cloud alerts for Azure Key Vault	https://learn.microsoft.com/en-us/azure/defender-for-cloud/alerts-azure-key-vault
Interpret Defender for Cloud alerts for Azure network layer	https://learn.microsoft.com/en-us/azure/defender-for-cloud/alerts-azure-network-layer
Interpret Defender for Cloud alerts for Azure Storage	https://learn.microsoft.com/en-us/azure/defender-for-cloud/alerts-azure-storage
Interpret Defender for Cloud alerts for Azure VM extensions	https://learn.microsoft.com/en-us/azure/defender-for-cloud/alerts-azure-vm-extensions
Diagnose and simulate Kubernetes alerts in Defender for Containers	https://learn.microsoft.com/en-us/azure/defender-for-cloud/alerts-containers
Interpret Defender for Cloud alerts for Defender for APIs	https://learn.microsoft.com/en-us/azure/defender-for-cloud/alerts-defender-for-apis
Interpret Defender for Cloud alerts for DNS	https://learn.microsoft.com/en-us/azure/defender-for-cloud/alerts-dns
Interpret Defender for Cloud alerts for Linux machines	https://learn.microsoft.com/en-us/azure/defender-for-cloud/alerts-linux-machines
Interpret Defender for Cloud alerts for open-source relational databases	https://learn.microsoft.com/en-us/azure/defender-for-cloud/alerts-open-source-relational-databases
Use Defender for Cloud security alert reference	https://learn.microsoft.com/en-us/azure/defender-for-cloud/alerts-reference
Interpret Defender for Cloud alerts for Resource Manager	https://learn.microsoft.com/en-us/azure/defender-for-cloud/alerts-resource-manager
Interpret and respond to Defender SQL security alerts	https://learn.microsoft.com/en-us/azure/defender-for-cloud/alerts-sql-database-and-azure-synapse-analytics
Interpret Defender for Cloud alerts for Windows machines	https://learn.microsoft.com/en-us/azure/defender-for-cloud/alerts-windows-machines
Investigate API security alerts and posture in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-apis-posture
Validate Defender for APIs detections with test alerts	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-apis-validation
Troubleshoot common Defender for Containers deployment and runtime issues	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-containers-troubleshoot
Verify Defender for Containers sensor and extension health	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-containers-verify-deployment
Respond to Microsoft Defender for DNS security alerts	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-dns-alerts
Investigate and remediate Defender for Resource Manager alerts	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-resource-manager-usage
Investigate Microsoft Defender for SQL security alerts	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-sql-alerts
Understand Defender for Storage security threats and alerts	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-storage-threats-alerts
Review deprecated Defender for Cloud security alerts	https://learn.microsoft.com/en-us/azure/defender-for-cloud/deprecated-alerts
Remediate Defender for Cloud EDR solution recommendations	https://learn.microsoft.com/en-us/azure/defender-for-cloud/endpoint-detection-response-solution-recommendations
FAQ and troubleshooting for Endor Labs integration	https://learn.microsoft.com/en-us/azure/defender-for-cloud/faq-endor-labs
Use Defender for Cloud incident reference and management info	https://learn.microsoft.com/en-us/azure/defender-for-cloud/incidents-reference
Resolve Defender for Cloud agentless disk scan errors on GCP	https://learn.microsoft.com/en-us/azure/defender-for-cloud/resolve-disk-scanning-error
Fix GCP Domain Restricted Sharing issues for Defender onboarding	https://learn.microsoft.com/en-us/azure/defender-for-cloud/resolve-gcp-sharing-policy
Resolve GCP VPC Service Controls issues for Defender scanning	https://learn.microsoft.com/en-us/azure/defender-for-cloud/resolve-vpc-service-controls-issues
Resolve Sentinel-connected AWS onboarding issues in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/sentinel-connected-aws
Test and validate agentless malware scanning alerts	https://learn.microsoft.com/en-us/azure/defender-for-cloud/test-agentless-malware-scanning
Troubleshoot Defender for Cloud AWS and GCP connector issues	https://learn.microsoft.com/en-us/azure/defender-for-cloud/troubleshoot-connectors
Troubleshoot Defender for SQL on Machines configuration issues	https://learn.microsoft.com/en-us/azure/defender-for-cloud/troubleshoot-sql-machines-guide
Troubleshoot Defender for SQL on Machines deployment in government clouds	https://learn.microsoft.com/en-us/azure/defender-for-cloud/troubleshoot-sql-machines-guide-gov
Troubleshoot express and classic SQL VA configuration	https://learn.microsoft.com/en-us/azure/defender-for-cloud/troubleshoot-vulnerability-findings
Troubleshoot common Microsoft Defender for Cloud issues	https://learn.microsoft.com/en-us/azure/defender-for-cloud/troubleshooting-guide
Troubleshoot gated Kubernetes deployments with Defender for Containers	https://learn.microsoft.com/en-us/azure/defender-for-cloud/troubleshooting-runtime-gated
Interpret and act on Defender for Storage malware scan results	https://learn.microsoft.com/en-us/azure/defender-for-cloud/understand-malware-scan-results

Best Practices

Topic	URL
Review and remediate OS misconfigurations using Defender for Cloud baselines	https://learn.microsoft.com/en-us/azure/defender-for-cloud/apply-security-baseline
Handle false-positive recommendations in Defender for Storage	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-storage-false-positive-recommendations
Test Defender for Storage malware and data security features	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-storage-test
Remediate missing system updates and patches in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/enable-periodic-system-updates
Investigate Defender for Endpoint misconfiguration findings (agentless)	https://learn.microsoft.com/en-us/azure/defender-for-cloud/endpoint-detection-misconfiguration
Remediate endpoint detection and response gaps on VMs	https://learn.microsoft.com/en-us/azure/defender-for-cloud/endpoint-detection-response-solution-recommendations
Apply OS misconfiguration recommendations in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/operating-system-misconfiguration
Remediate machine vulnerabilities with Defender for Servers	https://learn.microsoft.com/en-us/azure/defender-for-cloud/remediate-vulnerability-findings-vm
Use Defender for Cloud pull request annotations to fix security issues	https://learn.microsoft.com/en-us/azure/defender-for-cloud/review-pull-request-annotations
Review and remediate Azure SQL VA findings	https://learn.microsoft.com/en-us/azure/defender-for-cloud/sql-azure-vulnerability-assessment-find
SQL vulnerability assessment rules and guidance	https://learn.microsoft.com/en-us/azure/defender-for-cloud/sql-azure-vulnerability-assessment-rules
Track SQL vulnerability assessment rule changes	https://learn.microsoft.com/en-us/azure/defender-for-cloud/sql-azure-vulnerability-assessment-rules-changelog
Protect Azure VMs with JIT access and application control	https://learn.microsoft.com/en-us/azure/defender-for-cloud/tutorial-protect-resources

Decision Making

Topic	URL
Understand Defender AI model scanning and licensing implications	https://learn.microsoft.com/en-us/azure/defender-for-cloud/ai-model-security
Choose between Azure and Defender portals for Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/azure-portal-vs-defender-portal-comparison
Allocate Defender for Cloud costs using Azure Cost Analysis	https://learn.microsoft.com/en-us/azure/defender-for-cloud/chargeback
Select and configure Defender for Cloud plans for GCP projects	https://learn.microsoft.com/en-us/azure/defender-for-cloud/configure-google-plans
Estimate Defender for Cloud costs with the cost calculator	https://learn.microsoft.com/en-us/azure/defender-for-cloud/cost-calculator
Evaluate and migrate from Defender for Storage classic	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-storage-classic
Plan and execute migration from Storage classic plan	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-storage-classic-migrate
Migrate from BYOL VM vulnerability assessment to Defender	https://learn.microsoft.com/en-us/azure/defender-for-cloud/deploy-vulnerability-assessment-byol-vm
Enable Defender for open-source databases on AWS RDS	https://learn.microsoft.com/en-us/azure/defender-for-cloud/enable-defender-for-databases-aws
Migrate to updated File Integrity Monitoring in Defender for Servers	https://learn.microsoft.com/en-us/azure/defender-for-cloud/episode-fifty-three
Plan and choose Microsoft CNAPP with Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/episode-forty-eight
Understand and use the new secure score in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/episode-sixty-six
Answer common questions about Defender for Containers	https://learn.microsoft.com/en-us/azure/defender-for-cloud/faq-defender-for-containers
Decide and opt in to Foundational CSPM in Defender	https://learn.microsoft.com/en-us/azure/defender-for-cloud/foundational-cspm-opt-in
Use GitHub Advanced Security with Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/github-advanced-security-overview
Identify SQL Servers still using Microsoft Monitoring Agent for Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/identify-sql-servers-protected-by-monitor-agent
Plan Defender for Servers data residency and workspaces	https://learn.microsoft.com/en-us/azure/defender-for-cloud/plan-defender-for-servers-data-workspace
Choose the right Defender for Servers plan	https://learn.microsoft.com/en-us/azure/defender-for-cloud/plan-defender-for-servers-select-plan
Plan for Defender for Cloud Log Analytics agent retirement	https://learn.microsoft.com/en-us/azure/defender-for-cloud/prepare-deprecation-log-analytics-mma-agent
Plan for Defender for Cloud Log Analytics agent retirement	https://learn.microsoft.com/en-us/azure/defender-for-cloud/prepare-deprecation-log-analytics-mma-agent
Optimize Defender for Cloud spend with pre-purchase plans	https://learn.microsoft.com/en-us/azure/defender-for-cloud/prepurchase-plan
Plan transition from grouped to individual Defender recommendations	https://learn.microsoft.com/en-us/azure/defender-for-cloud/transition-grouped-individual-recommendations

Architecture & Design Patterns

Topic	URL
Understand GCP connector authentication architecture in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/authentication-architecture-google-cloud
Understand AWS connector authentication architecture in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/concept-authentication-architecture-aws
Design secure connectivity with Microsoft Security Private Link for Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/concept-private-links
Review Defender for Containers security architecture and connectivity	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-containers-architecture
Understand Defender for Containers deployment architecture options	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-containers-deployment-overview
Define ownership model for multicloud Defender for Cloud deployments	https://learn.microsoft.com/en-us/azure/defender-for-cloud/plan-multicloud-security-determine-ownership-requirements
Apply Zero Trust principles with Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/zero-trust

Limits & Quotas

Topic	URL
Understand Defender for Servers data ingestion benefit limits	https://learn.microsoft.com/en-us/azure/defender-for-cloud/data-ingestion-benefit
Understand current limitations of Defender portal experience	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-portal/known-limitations
Export Defender alerts and recommendations to CSV	https://learn.microsoft.com/en-us/azure/defender-for-cloud/export-alerts-to-csv
Check and understand Defender for Cloud free trial limits	https://learn.microsoft.com/en-us/azure/defender-for-cloud/free-trial
Review Defender for Cloud data collection extensions and retirement timelines	https://learn.microsoft.com/en-us/azure/defender-for-cloud/monitoring-components

Security

Topic	URL
Enable Defender for Cloud threat protection for AI	https://learn.microsoft.com/en-us/azure/defender-for-cloud/ai-onboarding
Configure container runtime antimalware in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/anti-malware
Assign Defender for Cloud connector access to workload owners	https://learn.microsoft.com/en-us/azure/defender-for-cloud/assign-access-to-workload
Configure unified RBAC and cloud scopes in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/cloud-scopes-unified-rbac
Trace Defender for Cloud recommendations from code to runtime	https://learn.microsoft.com/en-us/azure/defender-for-cloud/code-to-runtime-mapping
Configure IAM roles for Defender for Containers on AWS and GCP	https://learn.microsoft.com/en-us/azure/defender-for-cloud/containers-permissions
Secure continuous export to Event Hubs behind firewalls	https://learn.microsoft.com/en-us/azure/defender-for-cloud/continuous-export-event-hub-firewall
Understand data collection and protection in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/data-security
Configure secure authentication for Defender for Cloud CLI	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-cli-authentication
Enable and use Defender CSPM API security posture	https://learn.microsoft.com/en-us/azure/defender-for-cloud/enable-api-security-posture
Configure Defender gated deployment vulnerability rules for AKS	https://learn.microsoft.com/en-us/azure/defender-for-cloud/enablement-guide-runtime-gated
Analyze Kubernetes lateral movement with Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/episode-sixty-one
Understand Defender for Cloud permission requirements and roles	https://learn.microsoft.com/en-us/azure/defender-for-cloud/faq-permissions
Defender for Cloud regulatory compliance FAQ and mappings	https://learn.microsoft.com/en-us/azure/defender-for-cloud/faq-regulatory-compliance
Configure Kubernetes misconfiguration enforcement in Defender for Containers	https://learn.microsoft.com/en-us/azure/defender-for-cloud/kubernetes-misconfiguration-enforcement
Assign Defender for Cloud roles and permissions with Azure RBAC	https://learn.microsoft.com/en-us/azure/defender-for-cloud/permissions
Configure roles and permissions for Defender for Servers	https://learn.microsoft.com/en-us/azure/defender-for-cloud/plan-defender-for-servers-roles
Manage user data and GDPR requests in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/privacy
Use Defender for Cloud security recommendations for Azure App Service	https://learn.microsoft.com/en-us/azure/defender-for-cloud/recommendations-reference-app-services
Apply Defender for Cloud compute security recommendations	https://learn.microsoft.com/en-us/azure/defender-for-cloud/recommendations-reference-compute
Apply Defender for Cloud container security recommendations	https://learn.microsoft.com/en-us/azure/defender-for-cloud/recommendations-reference-container
Harden data resources with Defender for Cloud recommendations	https://learn.microsoft.com/en-us/azure/defender-for-cloud/recommendations-reference-data
Review deprecated Defender for Cloud security recommendations	https://learn.microsoft.com/en-us/azure/defender-for-cloud/recommendations-reference-deprecated
Use Defender for Cloud DevOps security recommendations	https://learn.microsoft.com/en-us/azure/defender-for-cloud/recommendations-reference-devops
Implement identity and access security recommendations in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/recommendations-reference-identity-access
Use Defender for Cloud IoT security recommendations	https://learn.microsoft.com/en-us/azure/defender-for-cloud/recommendations-reference-iot
Apply Defender for Cloud Key Vault security recommendations	https://learn.microsoft.com/en-us/azure/defender-for-cloud/recommendations-reference-keyvault
Apply networking security recommendations in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/recommendations-reference-networking
Use Defender for Cloud serverless containers security recommendations	https://learn.microsoft.com/en-us/azure/defender-for-cloud/recommendations-reference-serverless-containers
Apply serverless protection recommendations in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/recommendations-reference-serverless-protection
Review and act on Defender for Cloud security recommendations	https://learn.microsoft.com/en-us/azure/defender-for-cloud/review-security-recommendations
Review prerequisites and permissions for Defender for Storage	https://learn.microsoft.com/en-us/azure/defender-for-cloud/support-matrix-defender-for-storage
Manage tenant-wide permissions in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/tenant-wide-permissions-management

Configuration

Topic	URL
Advanced configuration and logging for malware scanning	https://learn.microsoft.com/en-us/azure/defender-for-cloud/advanced-configurations-for-malware-scanning
Configure agentless malware scanning for Defender for Servers	https://learn.microsoft.com/en-us/azure/defender-for-cloud/agentless-malware-scanning
Configure container vulnerability management in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/agentless-vulnerability-assessment-azure
Understand Defender for Cloud alert schemas	https://learn.microsoft.com/en-us/azure/defender-for-cloud/alerts-schemas
Configure alert suppression rules in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/alerts-suppression-rules
Configure vulnerability scanning in Defender for Servers	https://learn.microsoft.com/en-us/azure/defender-for-cloud/auto-deploy-vulnerability-assessment
Configure binary drift detection and blocking for containers	https://learn.microsoft.com/en-us/azure/defender-for-cloud/binary-drift-detection
Build Cloud Security Explorer queries for container vulnerabilities	https://learn.microsoft.com/en-us/azure/defender-for-cloud/cloud-security-explorer-container-vulnerabilities
Build Cloud Security Explorer queries for software vulnerabilities	https://learn.microsoft.com/en-us/azure/defender-for-cloud/cloud-security-explorer-software-vulnerabilities
Configure Microsoft Security DevOps extension in Azure DevOps	https://learn.microsoft.com/en-us/azure/defender-for-cloud/configure-azure-devops-extension
Configure Microsoft Security DevOps extension in Azure DevOps	https://learn.microsoft.com/en-us/azure/defender-for-cloud/configure-azure-devops-extension
Configure Defender for Cloud alert email notifications	https://learn.microsoft.com/en-us/azure/defender-for-cloud/configure-email-notifications
Configure private endpoints for Defender for Cloud using Security Private Link	https://learn.microsoft.com/en-us/azure/defender-for-cloud/configure-private-endpoints
Modify Defender for Servers coverage and plan settings	https://learn.microsoft.com/en-us/azure/defender-for-cloud/configure-servers-coverage
Configure and disable classic SQL vulnerability findings	https://learn.microsoft.com/en-us/azure/defender-for-cloud/configure-vulnerability-findings-classic
Configure express vulnerability findings for Azure SQL	https://learn.microsoft.com/en-us/azure/defender-for-cloud/configure-vulnerability-findings-express
Configure continuous export of Defender for Cloud data	https://learn.microsoft.com/en-us/azure/defender-for-cloud/continuous-export
Configure Defender continuous export with Azure Policy	https://learn.microsoft.com/en-us/azure/defender-for-cloud/continuous-export-azure-policy
View and analyze exported Defender data in Azure Monitor	https://learn.microsoft.com/en-us/azure/defender-for-cloud/continuous-export-view-data
Configure custom Data Collection Rules for Defender for Servers	https://learn.microsoft.com/en-us/azure/defender-for-cloud/data-collection-rule
Configure data sensitivity settings in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/data-sensitivity-settings
Review CI/CD scan results in Cloud Security Explorer	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-cli-reviewing-results
Configure cluster exclusion tags for Defender for Containers sensor deployment	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-containers-exclude-cluster
Reference access patterns and private cluster support for Defender for Containers	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-containers-feature-access-patterns
Configure network access and permissions for Defender for Containers	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-containers-network-access
Configure Defender for Containers on private clusters	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-containers-private-clusters
Configure vulnerability assessment for SQL servers on machines	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-sql-on-machines-vulnerability-assessment
Enable Defender for SQL Servers on Machines across environments	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-sql-usage
Enable and configure Defender for Storage classic	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-storage-classic-enable
Configure Defender for Storage via IaC templates	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-storage-infrastructure-as-code-enablement
Configure Defender for Storage using Azure Policy at scale	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-storage-policy-enablement
Enable Defender for Storage with Azure PowerShell	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-storage-powershell-enablement
Enable Defender for Storage using the REST API	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-storage-rest-api-enablement
Enable Defender Vulnerability Management scanning in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/deploy-vulnerability-assessment-defender-vulnerability-management
Detect EDR solutions in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/detect-endpoint-detection-response-solutions
Disable Defender for Cloud plans to control costs	https://learn.microsoft.com/en-us/azure/defender-for-cloud/disable-plans
Configure and migrate from disable rules to exemptions for vulnerability findings	https://learn.microsoft.com/en-us/azure/defender-for-cloud/disable-vulnerability-findings
Manage container vulnerability findings with exemptions in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/disable-vulnerability-findings-containers
Edit Defender for Cloud DevOps connector settings	https://learn.microsoft.com/en-us/azure/defender-for-cloud/edit-devops-connector
Configure agentless VM scanning in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/enable-agentless-scanning-vms
Enable and tune sensitive data threat detection for Storage	https://learn.microsoft.com/en-us/azure/defender-for-cloud/enable-defender-for-storage-data-sensitivity
Configure Defender for SQL Servers on Machines at scale	https://learn.microsoft.com/en-us/azure/defender-for-cloud/enable-defender-sql-at-scale
Configure just-in-time VM access in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/enable-just-in-time-access
Enable CIEM in Defender for Cloud across multicloud environments	https://learn.microsoft.com/en-us/azure/defender-for-cloud/enable-permissions-management
Enable Defender for Cloud pull request annotations	https://learn.microsoft.com/en-us/azure/defender-for-cloud/enable-pull-request-annotations
Assess Defender for Endpoint EDR settings via agentless scanning	https://learn.microsoft.com/en-us/azure/defender-for-cloud/endpoint-detection-response
Configure malware automated remediation in Defender for Storage	https://learn.microsoft.com/en-us/azure/defender-for-cloud/episode-sixty-five
Exclude machines from agentless scanning in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/exclude-machines-agentless-scanning
Enable File Integrity Monitoring in Defender for Servers Plan 2	https://learn.microsoft.com/en-us/azure/defender-for-cloud/file-integrity-monitoring-enable-defender-endpoint
Review file integrity monitoring changes in Defender for Servers	https://learn.microsoft.com/en-us/azure/defender-for-cloud/file-integrity-monitoring-review-changes
Configure application and user context for AI security alerts	https://learn.microsoft.com/en-us/azure/defender-for-cloud/gain-end-user-context-ai
Configure AKS managed cluster API for gated deployment	https://learn.microsoft.com/en-us/azure/defender-for-cloud/gated-deployment-infrastructure-as-code
Configure Microsoft Security DevOps GitHub Action	https://learn.microsoft.com/en-us/azure/defender-for-cloud/github-action
Configure IaC security scanning with Microsoft Security DevOps	https://learn.microsoft.com/en-us/azure/defender-for-cloud/iac-vulnerabilities
Handle malware alerts for Kubernetes nodes in Defender for Containers	https://learn.microsoft.com/en-us/azure/defender-for-cloud/kubernetes-nodes-malware
Review and remediate Kubernetes node vulnerabilities	https://learn.microsoft.com/en-us/azure/defender-for-cloud/kubernetes-nodes-va
Enforce Kubernetes data plane hardening with Azure Policy	https://learn.microsoft.com/en-us/azure/defender-for-cloud/kubernetes-workload-protections
Configure on-demand malware scanning in Defender Storage	https://learn.microsoft.com/en-us/azure/defender-for-cloud/on-demand-malware-scanning
Configure on-upload malware scanning for Defender Storage	https://learn.microsoft.com/en-us/azure/defender-for-cloud/on-upload-malware-scanning
Use built-in Azure Policy definitions for Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/policy-reference
Query SBOM data with Cloud Security Explorer	https://learn.microsoft.com/en-us/azure/defender-for-cloud/query-software-bill-of-materials
Reference AI security recommendations in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/recommendations-reference-ai
Reference API security recommendations in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/recommendations-reference-api
Deploy Azure Policy guest configuration for OS assessments	https://learn.microsoft.com/en-us/azure/defender-for-cloud/security-baseline-guest-configuration
Reference supported sensitive information types in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/sensitive-info-types
Simulate Defender for SQL alerts on machines	https://learn.microsoft.com/en-us/azure/defender-for-cloud/simulate-alerts-sql-machines
Use Defender for Cloud software inventory for vulnerability analysis	https://learn.microsoft.com/en-us/azure/defender-for-cloud/software-inventory
Enable SQL vulnerability assessment (Express configuration) in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/sql-azure-vulnerability-assessment-enable
Configure classic SQL vulnerability assessment in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/sql-azure-vulnerability-assessment-enable-classic
Update configuration for Defender for SQL Servers on Machines plan	https://learn.microsoft.com/en-us/azure/defender-for-cloud/update-sql-machine-configuration
View and remediate vulnerabilities for running containers	https://learn.microsoft.com/en-us/azure/defender-for-cloud/view-and-remediate-vulnerabilities-containers
View and remediate vulnerabilities in container registry images	https://learn.microsoft.com/en-us/azure/defender-for-cloud/view-and-remediate-vulnerability-registry-images
Configure workflow automations in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/workflow-automations

Integrations & Coding Patterns

Topic	URL
Connect Defender for Cloud data to Power BI	https://learn.microsoft.com/en-us/azure/defender-for-cloud/add-data-power-bi
Onboard Docker Hub to Defender for Cloud for vulnerability scanning	https://learn.microsoft.com/en-us/azure/defender-for-cloud/agentless-vulnerability-assessment-docker-hub
Onboard JFrog Artifactory to Defender for Cloud for vulnerability scanning	https://learn.microsoft.com/en-us/azure/defender-for-cloud/agentless-vulnerability-assessment-jfrog-artifactory
Query Defender attack path data via Azure Resource Graph API	https://learn.microsoft.com/en-us/azure/defender-for-cloud/attack-path-api
Integrate Defender for Cloud CLI into CI/CD pipelines	https://learn.microsoft.com/en-us/azure/defender-for-cloud/ci-cd-pipeline-scanning-with-defender-cli
Build Cloud Security Explorer queries for AKS	https://learn.microsoft.com/en-us/azure/defender-for-cloud/cloud-security-explorer-kubernetes-clusters
Integrate Defender for Cloud alerts with Microsoft Defender XDR	https://learn.microsoft.com/en-us/azure/defender-for-cloud/concept-integration-365
Connect a specific partner integration in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/connect-an-integration
Connect Endor Labs with Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/connect-endor-labs
Connect Mend.io to Microsoft Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/connect-mend-io
Configure ServiceNow ITSM integration with Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/connect-servicenow
Configure Defender continuous export via REST API	https://learn.microsoft.com/en-us/azure/defender-for-cloud/continuous-export-rest-api
Automate ServiceNow tickets with Defender governance rules	https://learn.microsoft.com/en-us/azure/defender-for-cloud/create-governance-rule-servicenow
Create and sync ServiceNow tickets from Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/create-ticket-servicenow
Use Defender for Cloud CLI syntax for container and SBOM scans	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-cli-syntax
Connect Docker Hub registries to Defender for Containers	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-containers-enable-external-registry-for-docker-hub
Query and export Defender for SQL scan results	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-sql-scan-results
Enable Defender for Endpoint integration in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/enable-defender-for-endpoint
Query storage aggregated logs with Defender XDR Advanced Hunting	https://learn.microsoft.com/en-us/azure/defender-for-cloud/episode-sixty-four
Configure Azure resources to export Defender alerts to QRadar and Splunk	https://learn.microsoft.com/en-us/azure/defender-for-cloud/export-to-splunk-or-qradar
Reference for SQL VA Express Azure CLI commands	https://learn.microsoft.com/en-us/azure/defender-for-cloud/express-configuration-azure-commands
Reference for SQL VA Express PowerShell commands	https://learn.microsoft.com/en-us/azure/defender-for-cloud/express-configuration-powershell-commands
Use SQL VA Express configuration PowerShell wrapper	https://learn.microsoft.com/en-us/azure/defender-for-cloud/express-configuration-sql-commands
Configure AWS CloudTrail ingestion into Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/integrate-cloud-trail
Connect third-party security integrations to Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/integrate-partner-integrations
Understand Defender for Endpoint integration in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/integration-defender-for-endpoint
Ingest GCP Cloud Logging into Defender for Cloud via Pub/Sub	https://learn.microsoft.com/en-us/azure/defender-for-cloud/logging-ingestion
Onboard 42Crunch API security with Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/onboarding-guide-42crunch
Configure Bright Security DAST integration with Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/onboarding-guide-bright
Integrate StackHawk security testing with Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/onboarding-guide-stackhawk
Legacy security solution integrations with Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/partner-integration
Enable SQL VA Express Configuration with PowerShell	https://learn.microsoft.com/en-us/azure/defender-for-cloud/powershell-sample-vulnerability-assessment-azure-sql
Set SQL VA baselines on Azure SQL via PowerShell	https://learn.microsoft.com/en-us/azure/defender-for-cloud/powershell-sample-vulnerability-assessment-baselines
Use unified SQL VA REST API end-to-end	https://learn.microsoft.com/en-us/azure/defender-for-cloud/powershell-unified-api-quickstart
Use Security Copilot to remediate IaC code issues	https://learn.microsoft.com/en-us/azure/defender-for-cloud/remediate-code-with-copilot
Use Azure Resource Graph queries for Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/resource-graph-samples

Deployment

Topic	URL
Integrate Defender for Cloud CLI into CI/CD pipelines	https://learn.microsoft.com/en-us/azure/defender-for-cloud/ci-cd-pipeline-scanning-with-defender-cli
Review prerequisites and support for Defender data security posture	https://learn.microsoft.com/en-us/azure/defender-for-cloud/concept-data-security-posture-prepare
Set up cross-tenant Defender for Cloud management with Azure Lighthouse	https://learn.microsoft.com/en-us/azure/defender-for-cloud/cross-tenant-management
Verify prerequisites for Defender for APIs deployment	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-apis-prepare
Deploy Defender for Containers sensor and policy using Azure CLI	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-containers-deploy-azure-cli
Plan Defender for Containers deployment across Kubernetes environments	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-containers-deployment-planning
Disable and remove Defender for Containers components safely	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-containers-remove
Migrate Defender for SQL on Machines to Azure Monitoring Agent	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-sql-autoprovisioning
Install Defender for Containers sensor using Helm charts	https://learn.microsoft.com/en-us/azure/defender-for-cloud/deploy-helm
Check support and prerequisites for Defender DevOps security	https://learn.microsoft.com/en-us/azure/defender-for-cloud/devops-support
Integrate Defender for Cloud CLI into CI/CD pipelines	https://learn.microsoft.com/en-us/azure/defender-for-cloud/episode-fifty-nine
Adopt Kubernetes gated deployment with Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/episode-sixty-two
Deploy GitHub Advanced Security integration with Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/github-advanced-security-deploy
Set up sandbox to evaluate GHAS–Defender integration	https://learn.microsoft.com/en-us/azure/defender-for-cloud/github-advanced-security-deploy-sandbox
Migrate File Integrity Monitoring to Defender for Endpoint	https://learn.microsoft.com/en-us/azure/defender-for-cloud/migrate-file-integrity-monitoring
Enable Defender for Cloud on management groups with Azure Policy	https://learn.microsoft.com/en-us/azure/defender-for-cloud/onboard-management-group
Scale Microsoft Defender for Servers across environments	https://learn.microsoft.com/en-us/azure/defender-for-cloud/plan-defender-for-servers-scale
Onboard Defender for Cloud at scale using PowerShell	https://learn.microsoft.com/en-us/azure/defender-for-cloud/powershell-onboarding
Deploy Defender for Cloud alert automation via ARM or Bicep	https://learn.microsoft.com/en-us/azure/defender-for-cloud/quickstart-automation-alert
Review Defender for Cloud regional availability by platform	https://learn.microsoft.com/en-us/azure/defender-for-cloud/regional-availability
Check Defender for Cloud interoperability and support matrix	https://learn.microsoft.com/en-us/azure/defender-for-cloud/support-matrix-defender-for-cloud
Check Defender for Containers platform support	https://learn.microsoft.com/en-us/azure/defender-for-cloud/support-matrix-defender-for-containers
Review Defender for Servers plan support and requirements	https://learn.microsoft.com/en-us/azure/defender-for-cloud/support-matrix-defender-for-servers

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