SPLUNKSplunk Certified Cybersecurity Defense Architect
The Splunk Certified Cybersecurity Defense Architect certification validates your ability to architect and scale enterprise-grade security defenses. Designed for seasoned professionals, it demonstrates expertise in advanced security data management, automation, and risk-aligned strategies. Earn this credential to distinguish yourself as a strategic leader who can mature an organization's security posture and align complex security capabilities with business goals.
979 practice questions · Updated 2026-07-30
8Domains
39Objectives
226Concepts
979Questions
CYBERSECURITY-DEFENSE-ARCHITECT Curriculum
Every domain, objective, and concept the CYBERSECURITY-DEFENSE-ARCHITECT exam measures.
- Threat Intelligence Strategy Development
- Open Source Intelligence (OSINT) Integration
- Commercial Intelligence Provider Evaluation
- Intelligence Source Customization
- Intelligence Lifecycle Management
- Operationalizing Threat Intelligence
- Threat Intelligence Lifecycle Overview
- Threat Intelligence Sources
- Threat Intelligence Evaluation
- Threat Intelligence Curation
- Threat Intelligence Maintenance
- Threat Intelligence Confidence Scoring
- Integration into Security Operations
- Threat Intelligence Sharing and Collaboration
- Operationalizing Threat Intelligence
- Advanced Adversary Emulation
- Threat Modeling Frameworks
- Intelligence Integration
- Emulation Planning and Scoping
- Emulation Execution and Analysis
- Integration Strategy Fundamentals
- Data Source Identification
- Integration Architecture Design
- Implementation Planning
- Data Quality and Validation
- Performance and Scalability Considerations
- Troubleshooting and Optimization
- Identify cybersecurity event sources
- Identify identity directory sources
- Identify asset management system sources
- Identify vulnerability assessment sources
- Identify non-security data sources (observability tools)
- Evaluate data source relevance for cybersecurity operations
- High value data sources
- High signal data sources
- High noise data sources
- Windows process data vs EDR process flow
- Network/VPC flow vs packet capture
- Supporting security operations use cases
- Identify nonstandard data sources
- Understand out-of-band instrumentation
- Evaluate sensor placement
- Address data collection challenges
- Design monitoring strategies
- Data lifecycle stages
- Retention policy design
- Storage tiering strategy
- Data summarization techniques
- Data residency compliance
- Access control for data lifecycle
- Data normalization fundamentals
- Common Information Model (CIM)
- Common Event Format (CEF)
- Normalization for security monitoring
- Normalization for threat hunting
- Mapping data to CIM
- Mapping data to CEF
- Benefits and challenges of normalization
- Data Science Fundamentals for Security
- Machine Learning in Security Analytics
- Behavioral Analysis Techniques
- AI-Driven Security Operations
- Integration of Advanced Analytics with SIEM
- Data mesh principles
- Data lake architecture
- Message bus and message routing
- Federated search
- Scaling data architectures
- Incident Response vs. Incident Management
- ITIL/ITSM Process Integration
- Change Management Alignment
- Incident Management Workflow Integration
- Communication and Escalation Procedures
- Post-Incident Review and Continuous Improvement
- Incident Response Process Design
- Coordination Across Teams
- Communication Strategy
- Stakeholder Reporting
- Incident Documentation
- Post-Incident Review
- Forensic Readiness Planning
- Evidence Collection and Preservation
- Forensic Analysis Techniques
- Integration with Forensic Tools
- Compliance and Legal Considerations
- Network Architecture Impact on Orchestration
- Constraints from Network Topology
- Enablers in Network Design
- Mapping Orchestration Workflows to Network Paths
- Assessing Architectural Compatibility
- Cross-platform automation fundamentals
- Workflow orchestration for cybersecurity operations
- Investigation automation
- Detection automation
- Incident response automation
- Integration with security tools and APIs
- Handling complex automation scenarios
- Cross-platform compatibility and portability
- Security and compliance in automation
- Autonomous SOC Definition
- Benefits of Autonomous SOC
- Autonomous SOC Strategies
- Autonomous SOC Processes
- Technologies for Autonomous SOC
- Human Oversight in Autonomous SOC
- AI/ML Fundamentals for Threat Detection
- Automated Threat Response Workflows
- Integrating AI/ML with SOAR
- Model Training and Validation
- Handling False Positives and Negatives
- Continuous Improvement of AI/ML Models
- Detection as Code Principles
- Agile Methodologies in Security
- DevOps Practices for Security
- Version Control for Detections
- Automated Testing of Detections
- Scalable Deployment Strategies
- Collaboration and Review Workflows
- Monitoring and Feedback Loops
- DevOps Workflow Integration
- Security Sensor Deployment
- Security Control Automation
- Feedback Loops and Remediation
- SBOM Definition and Purpose
- SBOM Creation Methods
- SBOM Standards and Formats
- SBOM Integration into Security Workflows
- SBOM Leveraging for Vulnerability Identification
- SBOM in DevSecOps Pipeline
- SBOM Maintenance and Updates
- SBOM Sharing and Compliance
- CI/CD fundamentals for security data
- Pipeline design for security data
- Automated testing for security data
- Deployment strategies for security solutions
- Version control and configuration management
- Security and compliance in CI/CD
- Monitoring and rollback in CI/CD
- Patterns for Scaling Defenses
- Architecture Blueprints
- Paved Roads
- Developing Patterns and Blueprints
- Implementing Paved Roads
- Scaling Defenses with Patterns and Blueprints
- Application Architecture Security
- Infrastructure Architecture Security
- Defense-in-Depth Integration
- Architectural Security Patterns
- Scalability and Security Trade-offs
- NIST CSF overview
- NIST CSF core functions
- NIST CSF implementation tiers
- NIST CSF profiles
- Governmental directives and regulations
- Influence on defense architecture
- GDPR Overview
- Data Privacy Impact on Logging
- Data Sovereignty
- Data Residency
- Architectural Implications
- PCI DSS Requirements
- HIPAA Security Rule
- OT/ICS Frameworks
- Framework Mapping to Controls
- Compliance-Driven Architecture Decisions
- Framework Overlaps and Conflicts
- Security Control Cost Components
- Risk Offset Mechanisms
- Cost-Benefit Analysis of Controls
- Business Operating Cost Impact
- Risk Appetite and Control Investment
- Security Technology Alignment with GRC
- Risk Management Integration
- Compliance Mapping
- Control Frameworks and Standards
- Governance Structure and Accountability
- Risk Assessment and Control Selection
- Continuous Monitoring and Improvement
- Define security metrics
- Measure security metrics
- Report on security metrics
- Assess security program effectiveness
- Monitor security program effectiveness
- Risk Tolerance Definition
- Risk Appetite vs. Risk Tolerance
- Influence on Metric Selection
- Setting Metric Thresholds
- Aligning Metrics with Business Objectives
- Communicating Risk Tolerance to Stakeholders
- Define Continuous Process Improvement (CPI)
- Map CPI to metrics-driven security
- Identify CPI phases
- Apply CPI to security metrics
- Enrich security program efficacy
- Continuous Security Control Testing
- Security Control Testing Methodologies
- Gap Identification in Security Controls
- Remediation Planning and Prioritization
- Remediation Execution and Tracking
- Continuous Improvement Cycle
- Prevention Coverage
- Detection Coverage
- Response Coverage
- Recovery Coverage
- Gap Analysis
- Identify coverage gaps
- Assess architecture changes
- Assess configuration changes
- Assess process changes
- Select mitigation approach
- Implement mitigation plan
- Align security capabilities to business goals
- Prioritize security investments
- Communicate security value to stakeholders
- Incorporate organizational priorities into security planning
- Balance security needs with budget constraints
- Business Needs Analysis
- Organizational Technology Landscape Assessment
- Security Controls Mapping
- Selection Methodology Framework
- Technology Implementation Strategy Definition
- Resilience Requirements Analysis
- Solution Selection for Resilience
- Deployment Planning for Resilience
- Configuration for Resilience
- Alignment Validation
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Percentages reflect share of the current practice bank, not official exam weightings — no structured per-skill weight is published for CYBERSECURITY-DEFENSE-ARCHITECT, so none is invented.