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version: "1.0.5" 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 Defender plans, configuring VM/AKS/SQL protection, exporting alerts via API/ARG, or integrating SIEM/XDR, and other Azure Defender For Cloud related development tasks. Not for Azure Security (use azure-security), Azure Sentinel (use azure-sentinel), Azure DDoS Protection (use azure-ddos-protection), Azure External Attack Surface Management (use azure-external-attack-surface-management). compatibility: Requires network access. Uses mcp_microsoftdocs:microsoft_docs_fetch or fetch_webpage to retrieve documentation. metadata: generated_at: "2026-08-16" 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-L85	Troubleshooting and interpreting Defender for Cloud alerts, deployments, and configs across VMs, containers, SQL, storage, APIs, DNS, GCP/AWS connectors, and incident/EDR integrations.
Best Practices	L86-L105	Best practices for investigating, prioritizing, and remediating security alerts, misconfigurations, and vulnerabilities across VMs, Kubernetes, containers, SQL, storage, and endpoints in Defender for Cloud.
Decision Making	L106-L131	Planning and cost decisions for Defender for Cloud: choosing portals and plans, migrations (Storage, Servers, CSPM, FIM, BYOL), data residency, cost allocation/estimation, and licensing.
Architecture & Design Patterns	L132-L141	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	L142-L151	Limits, quotas, and constraints for Defender for Cloud: data ingestion benefits, free trial caps, portal limitations, CSV export limits, data collection extension lifecycles, and storage malware scan capacity.
Security	L152-L212	Configuring and managing Defender for Cloud security: roles/RBAC, compliance, recommendations, alerts, incident response, storage/VM/container/AKS protections, and secure integrations across clouds.
Configuration	L213-L277	Configuring Defender for Cloud features: malware and vulnerability scanning, containers/SQL/storage, alerts, exports, policies, DevOps/GitHub integration, Lighthouse, and automation.
Integrations & Coding Patterns	L278-L313	Integrating Defender for Cloud with SIEMs, XDR, ServiceNow, CI/CD, multi‑cloud logs, partner tools, and using APIs/CLI/ARG to export, query, and automate alerts and SQL VA data.
Deployment	L314-L338	Guides for planning and deploying Defender for Cloud components (Servers, Containers, SQL, APIs, DevOps, GHAS) at scale, including prerequisites, platform support, and automation options.

Troubleshooting

Topic	URL
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 and test Microsoft Defender for APIs 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 deployment	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 and respond to Defender for SQL alerts	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-sql-alerts
Test and validate Defender for Storage data security features	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-storage-test
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
Fix EDR solution recommendations in Defender for Cloud	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
Investigate and remediate malware alerts on Kubernetes nodes	https://learn.microsoft.com/en-us/azure/defender-for-cloud/kubernetes-nodes-malware
Fix agentless scan errors for GCP VMs in Defender	https://learn.microsoft.com/en-us/azure/defender-for-cloud/resolve-disk-scanning-error
Resolve GCP Domain Restricted Sharing 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	https://learn.microsoft.com/en-us/azure/defender-for-cloud/resolve-vpc-service-controls-issues
Handle Defender for Cloud pull request security annotations	https://learn.microsoft.com/en-us/azure/defender-for-cloud/review-pull-request-annotations
Verify and troubleshoot 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	https://learn.microsoft.com/en-us/azure/defender-for-cloud/troubleshoot-sql-machines-guide
Troubleshoot Defender for SQL 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
Verify Defender for SQL protection on machines	https://learn.microsoft.com/en-us/azure/defender-for-cloud/verify-machine-protection
Verify Defender for SQL protection in government clouds	https://learn.microsoft.com/en-us/azure/defender-for-cloud/verify-machine-protection-gov
Verify Defender protection for AWS open-source databases	https://learn.microsoft.com/en-us/azure/defender-for-cloud/verify-protection-open-source-relational-databases-aws

Best Practices

Topic	URL
Validate Microsoft Defender for Cloud alert configuration	https://learn.microsoft.com/en-us/azure/defender-for-cloud/alert-validation
Review and remediate OS baseline misconfigurations in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/apply-security-baseline
Use binary drift detection to protect container workloads	https://learn.microsoft.com/en-us/azure/defender-for-cloud/binary-drift-detection
Write Cloud Security Explorer queries for VM vulnerabilities	https://learn.microsoft.com/en-us/azure/defender-for-cloud/cloud-security-explorer-software-vulnerabilities
Handle false-positive recommendations in Defender for Storage	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-storage-false-positive-recommendations
Investigate and fix Defender for Endpoint misconfiguration findings	https://learn.microsoft.com/en-us/azure/defender-for-cloud/endpoint-detection-misconfiguration
Remediate endpoint detection and response gaps in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/endpoint-detection-response-solution-recommendations
Review and remediate Kubernetes node vulnerabilities	https://learn.microsoft.com/en-us/azure/defender-for-cloud/kubernetes-nodes-va
Remediate OS misconfigurations with Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/operating-system-misconfiguration
Remediate machine vulnerability findings in Defender for Servers	https://learn.microsoft.com/en-us/azure/defender-for-cloud/remediate-vulnerability-findings-vm
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
Investigate and fix vulnerabilities in running Kubernetes containers	https://learn.microsoft.com/en-us/azure/defender-for-cloud/view-and-remediate-vulnerabilities-containers
Review and remediate Defender registry image vulnerabilities	https://learn.microsoft.com/en-us/azure/defender-for-cloud/view-and-remediate-vulnerability-registry-images

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 Microsoft Defender for Cloud costs with 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
Migrate from classic to new Defender for Storage plan	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-storage-classic-migrate
Plan migration from BYOL VM vulnerability scanning	https://learn.microsoft.com/en-us/azure/defender-for-cloud/deploy-vulnerability-assessment-byol-vm
Manage 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
Plan deployment of Defender for Servers across environments	https://learn.microsoft.com/en-us/azure/defender-for-cloud/plan-defender-for-servers
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 Log Analytics agent retirement in Defender	https://learn.microsoft.com/en-us/azure/defender-for-cloud/prepare-deprecation-log-analytics-mma-agent
Plan for Log Analytics agent retirement in Defender	https://learn.microsoft.com/en-us/azure/defender-for-cloud/prepare-deprecation-log-analytics-mma-agent
Optimize Defender for Cloud spend with pre-purchase DCUs	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
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	https://learn.microsoft.com/en-us/azure/defender-for-cloud/data-ingestion-benefit
Review current limitations in Defender portal	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-portal/known-limitations
Export Defender for Cloud alerts to CSV with limits	https://learn.microsoft.com/en-us/azure/defender-for-cloud/export-alerts-to-csv
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
Interpret Defender for Storage malware scan results and capacity limits	https://learn.microsoft.com/en-us/azure/defender-for-cloud/understand-malware-scan-results

Security

Topic	URL
Assign Defender for Cloud recommendations to active users	https://learn.microsoft.com/en-us/azure/defender-for-cloud/active-user
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 workload owner access for AWS/GCP connectors	https://learn.microsoft.com/en-us/azure/defender-for-cloud/assign-access-to-workload
Assign regulatory compliance standards in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/assign-regulatory-compliance-standards
Configure unified RBAC cloud scopes in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/cloud-scopes-unified-rbac
Trace Defender for Cloud runtime issues to code	https://learn.microsoft.com/en-us/azure/defender-for-cloud/code-to-runtime-mapping
Secure Defender for Cloud access via Private Link	https://learn.microsoft.com/en-us/azure/defender-for-cloud/configure-private-endpoints
Configure IAM roles for Defender for Containers on AWS and GCP	https://learn.microsoft.com/en-us/azure/defender-for-cloud/containers-permissions
Allow Defender for Cloud export to firewalled Event Hubs	https://learn.microsoft.com/en-us/azure/defender-for-cloud/continuous-export-event-hub-firewall
Create custom security standards and recommendations in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/create-custom-recommendations
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
Securely onboard Docker Hub to Defender for Containers	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-containers-enable-external-registry-for-docker-hub
Automate malware remediation in Defender for Storage	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-storage-configure-malware-scan
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
Configure agentless VM scanning in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/enable-agentless-scanning-vms
Enable Defender for Endpoint integration in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/enable-defender-for-endpoint
Configure sensitive data threat detection in Defender for Storage	https://learn.microsoft.com/en-us/azure/defender-for-cloud/enable-defender-for-storage-data-sensitivity
Enable just-in-time access for Azure VMs	https://learn.microsoft.com/en-us/azure/defender-for-cloud/enable-just-in-time-access
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
Exempt specific resources from Defender for Cloud recommendations	https://learn.microsoft.com/en-us/azure/defender-for-cloud/exempt-resource
Create Defender for Cloud recommendation exemptions at scale	https://learn.microsoft.com/en-us/azure/defender-for-cloud/exempt-resources-at-scale
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 File Integrity Monitoring in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/file-integrity-monitoring-enable-defender-endpoint
Add end-user context to Defender for Cloud AI alerts	https://learn.microsoft.com/en-us/azure/defender-for-cloud/gain-end-user-context-ai
Enable gated AKS deployments with Defender for Containers	https://learn.microsoft.com/en-us/azure/defender-for-cloud/gated-deployment-infrastructure-as-code
Use governance rules to drive recommendation remediation	https://learn.microsoft.com/en-us/azure/defender-for-cloud/governance-rules
Use attack path analysis to remediate cloud security risks	https://learn.microsoft.com/en-us/azure/defender-for-cloud/how-to-manage-attack-path
Remediate Defender for Cloud security recommendations	https://learn.microsoft.com/en-us/azure/defender-for-cloud/implement-security-recommendations
Investigate and manage Defender for Cloud incidents	https://learn.microsoft.com/en-us/azure/defender-for-cloud/incidents
Configure Kubernetes misconfiguration enforcement in Defender	https://learn.microsoft.com/en-us/azure/defender-for-cloud/kubernetes-misconfiguration-enforcement
Enforce Kubernetes data plane hardening with Azure Policy	https://learn.microsoft.com/en-us/azure/defender-for-cloud/kubernetes-workload-protections
Manage Microsoft Cloud Security Benchmark in Defender	https://learn.microsoft.com/en-us/azure/defender-for-cloud/manage-mcsb
Manage and respond to Defender for Cloud alerts	https://learn.microsoft.com/en-us/azure/defender-for-cloud/manage-respond-alerts
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
Manage Defender for Cloud recommendation exemptions	https://learn.microsoft.com/en-us/azure/defender-for-cloud/review-exemptions
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
Grant tenant-wide permissions for Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/tenant-wide-permissions-management
Migrate Defender for Cloud disable rules to exemptions	https://learn.microsoft.com/en-us/azure/defender-for-cloud/transition-disable-rules-exemptions

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 code scanning in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/agentless-code-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
Onboard Docker Hub registries for Defender vulnerability assessment	https://learn.microsoft.com/en-us/azure/defender-for-cloud/agentless-vulnerability-assessment-docker-hub
Configure JFrog Artifactory tenants for agentless vulnerability scanning	https://learn.microsoft.com/en-us/azure/defender-for-cloud/agentless-vulnerability-assessment-jfrog-artifactory
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
Use Azure Monitor Agent with Defender for Cloud servers	https://learn.microsoft.com/en-us/azure/defender-for-cloud/auto-deploy-azure-monitoring-agent
Build Cloud Security Explorer queries for container vulnerabilities	https://learn.microsoft.com/en-us/azure/defender-for-cloud/cloud-security-explorer-container-vulnerabilities
Author Cloud Security Explorer queries for Kubernetes	https://learn.microsoft.com/en-us/azure/defender-for-cloud/cloud-security-explorer-kubernetes-clusters
Configure 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
Modify Defender for Servers coverage and plan settings	https://learn.microsoft.com/en-us/azure/defender-for-cloud/configure-servers-coverage
Manage classic SQL vulnerability findings in Defender	https://learn.microsoft.com/en-us/azure/defender-for-cloud/configure-vulnerability-findings-classic
Configure express vulnerability findings in Defender for SQL	https://learn.microsoft.com/en-us/azure/defender-for-cloud/configure-vulnerability-findings-express
Configure container image mapping from code to runtime	https://learn.microsoft.com/en-us/azure/defender-for-cloud/container-image-mapping
Configure Defender for Cloud continuous export in portal	https://learn.microsoft.com/en-us/azure/defender-for-cloud/continuous-export
Configure continuous export with Azure Policy at scale	https://learn.microsoft.com/en-us/azure/defender-for-cloud/continuous-export-azure-policy
Analyze Defender for Cloud export data in Azure Monitor	https://learn.microsoft.com/en-us/azure/defender-for-cloud/continuous-export-view-data
Configure cross-tenant management with Azure Lighthouse	https://learn.microsoft.com/en-us/azure/defender-for-cloud/cross-tenant-management
Customize Defender for Servers event ingestion with DCRs	https://learn.microsoft.com/en-us/azure/defender-for-cloud/data-collection-rule
Review CI/CD scan results in Cloud Security Explorer	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-cli-reviewing-results
Enable Defender for Containers across cloud providers	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-containers-enable-plan
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
Disable and remove Defender for Containers components	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-containers-remove
Enable and configure Defender for Azure Cosmos DB	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-databases-enable-cosmos-protections
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 and configure classic Defender for Storage	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-storage-classic-enable
Configure Defender for Storage via IaC and policy	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
Configure exemptions for container image vulnerability findings	https://learn.microsoft.com/en-us/azure/defender-for-cloud/disable-vulnerability-findings-containers
Enable Defender for open-source databases on Azure	https://learn.microsoft.com/en-us/azure/defender-for-cloud/enable-defender-for-databases-azure
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 and remediate system update recommendations in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/enable-periodic-system-updates
Enable Defender for Cloud pull request annotations	https://learn.microsoft.com/en-us/azure/defender-for-cloud/enable-pull-request-annotations
Configure and assess Defender for Endpoint EDR settings	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
Configure Security DevOps GitHub Action workflows	https://learn.microsoft.com/en-us/azure/defender-for-cloud/github-action
Configure cloud security explorer queries and snapshots	https://learn.microsoft.com/en-us/azure/defender-for-cloud/how-to-manage-cloud-security-explorer
Configure IaC template-to-resource mapping in Defender	https://learn.microsoft.com/en-us/azure/defender-for-cloud/iac-template-mapping
Configure IaC security scanning with Microsoft Security DevOps	https://learn.microsoft.com/en-us/azure/defender-for-cloud/iac-vulnerabilities
Set up on-demand malware scanning in Defender for Storage	https://learn.microsoft.com/en-us/azure/defender-for-cloud/on-demand-malware-scanning
Configure on-upload malware scanning in Defender for 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 in Defender for 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
Remediate Defender for Cloud recommendations with Copilot	https://learn.microsoft.com/en-us/azure/defender-for-cloud/remediate-with-copilot
Deploy Azure Policy guest configuration for Defender for Cloud	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
Configure SQL alert simulation in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/simulate-alerts-sql-machines
Review software inventory and security details in Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/software-inventory
Use Security Copilot to summarize Defender recommendations	https://learn.microsoft.com/en-us/azure/defender-for-cloud/summarize-with-copilot
Set up 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
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
Integrate Defender for Cloud alerts with Microsoft Defender XDR	https://learn.microsoft.com/en-us/azure/defender-for-cloud/concept-integration-365
Connect partner security integrations to Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/connect-an-integration
Integrate Endor Labs with Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/connect-endor-labs
Integrate Mend.io with Microsoft Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/connect-mend-io
Integrate Defender for Cloud with ServiceNow ITSM	https://learn.microsoft.com/en-us/azure/defender-for-cloud/connect-servicenow
Configure Defender for Cloud 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
Integrate Defender for Cloud with ServiceNow tickets	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
Query and export Defender for SQL vulnerability results	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-sql-scan-results
Query storage aggregated logs with Defender XDR Advanced Hunting	https://learn.microsoft.com/en-us/azure/defender-for-cloud/episode-sixty-four
Stream Defender for Cloud alerts to SIEM tools	https://learn.microsoft.com/en-us/azure/defender-for-cloud/export-to-siem
Configure Azure resources to export 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
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 with Microsoft Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/onboarding-guide-42crunch
Connect Bright Security DAST to Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/onboarding-guide-bright
Integrate StackHawk with Microsoft 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
Fix IaC misconfigurations via Defender and Security Copilot	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
Integrate Sentinel-connected AWS accounts with Defender	https://learn.microsoft.com/en-us/azure/defender-for-cloud/sentinel-connected-aws

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
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 via 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
Deploy Defender for Containers to private Kubernetes clusters	https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-containers-private-clusters
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	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 with Defender for Cloud	https://learn.microsoft.com/en-us/azure/defender-for-cloud/github-advanced-security-deploy
Set up sandbox GHAS–Defender for Cloud 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
Plan multicloud Defender for Cloud deployment support	https://learn.microsoft.com/en-us/azure/defender-for-cloud/multicloud-support-matrix
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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