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[Cyberpedia](https://www.paloaltonetworks.com/cyberpedia?ts=markdown) 2. [AI Cybersecurity](https://www.paloaltonetworks.com/cyberpedia/artificial-intelligence-cybersecurity?ts=markdown) 3. [ASPM](https://www.paloaltonetworks.com/cyberpedia/aspm-application-security-posture-management?ts=markdown) 4. [Why You Need Static Analysis, Dynamic Analysis, and Machine Learning?](https://www.paloaltonetworks.com/cyberpedia/why-you-need-static-analysis-dynamic-analysis-machine-learning?ts=markdown) Table of Contents * [What Is Application Security Posture Management (ASPM)?](https://www.paloaltonetworks.com/cyberpedia/aspm-application-security-posture-management?ts=markdown) * [Application Security Posture Management (ASPM) Explained](https://www.paloaltonetworks.com/cyberpedia/aspm-application-security-posture-management#application?ts=markdown) * [Why Is ASPM Important?](https://www.paloaltonetworks.com/cyberpedia/aspm-application-security-posture-management#why?ts=markdown) * [The Role of ASPM in Cyber Defense](https://www.paloaltonetworks.com/cyberpedia/aspm-application-security-posture-management#role?ts=markdown) * [ASPM: Business Value](https://www.paloaltonetworks.com/cyberpedia/aspm-application-security-posture-management#aspm?ts=markdown) * [Comparing ASPM with Other Security Technologies](https://www.paloaltonetworks.com/cyberpedia/aspm-application-security-posture-management#security?ts=markdown) * [How ASPM Works](https://www.paloaltonetworks.com/cyberpedia/aspm-application-security-posture-management#works?ts=markdown) * [ASPM Use Cases](https://www.paloaltonetworks.com/cyberpedia/aspm-application-security-posture-management#cases?ts=markdown) * [Top Considerations When Choosing an ASPM Solution](https://www.paloaltonetworks.com/cyberpedia/aspm-application-security-posture-management#considerations?ts=markdown) * [ASPM FAQs](https://www.paloaltonetworks.com/cyberpedia/aspm-application-security-posture-management#faqs?ts=markdown) * [How DSPM Is Evolving: Key Trends to Watch](https://www.paloaltonetworks.com/cyberpedia/dspm-evolving-trends?ts=markdown) * [From Static Discovery to Dynamic Intelligence](https://www.paloaltonetworks.com/cyberpedia/dspm-evolving-trends#static?ts=markdown) * [The Convergence of DSPM with Cloud-Native Security Architectures](https://www.paloaltonetworks.com/cyberpedia/dspm-evolving-trends#native?ts=markdown) * [Real-Time Data Detection and Response](https://www.paloaltonetworks.com/cyberpedia/dspm-evolving-trends#response?ts=markdown) * [AI Security and Generative AI Data Protection](https://www.paloaltonetworks.com/cyberpedia/dspm-evolving-trends#protection?ts=markdown) * [Automation, Policy-as-Code, and DevSecOps Integration](https://www.paloaltonetworks.com/cyberpedia/dspm-evolving-trends#automation?ts=markdown) * [DSPM Key Trends FAQs](https://www.paloaltonetworks.com/cyberpedia/dspm-evolving-trends#faq?ts=markdown) * [Interactive Application Testing \& ASPM: Closing DevSec Gaps](https://www.paloaltonetworks.com/cyberpedia/aspm-devops-gaps?ts=markdown) * [Modern Application Security Testing Architecture](https://www.paloaltonetworks.com/cyberpedia/aspm-devops-gaps#modern?ts=markdown) * [Application Security Posture Management Fundamentals](https://www.paloaltonetworks.com/cyberpedia/aspm-devops-gaps#application?ts=markdown) * [Technical Integration Mechanisms](https://www.paloaltonetworks.com/cyberpedia/aspm-devops-gaps#technical?ts=markdown) * [Enhanced Detection and False Positive Reduction](https://www.paloaltonetworks.com/cyberpedia/aspm-devops-gaps#enhanced?ts=markdown) * [Pre-Production Testing and Developer Feedback Loops](https://www.paloaltonetworks.com/cyberpedia/aspm-devops-gaps#loops?ts=markdown) * [IAST and ASPM Integration FAQs](https://www.paloaltonetworks.com/cyberpedia/aspm-devops-gaps#faqs?ts=markdown) * [Buy or Build: Calculating ASPM ROI for Your Organization](https://www.paloaltonetworks.com/cyberpedia/aspm-roi?ts=markdown) * [ASPM Platform Requirements and Strategic Context](https://www.paloaltonetworks.com/cyberpedia/aspm-roi#aspm?ts=markdown) * [Build Vs. Buy Decision Framework](https://www.paloaltonetworks.com/cyberpedia/aspm-roi#vs?ts=markdown) * [ROI Calculation Models and Financial Analysis](https://www.paloaltonetworks.com/cyberpedia/aspm-roi#roi?ts=markdown) * [Implementation Scenarios and Trade-Off Analysis](https://www.paloaltonetworks.com/cyberpedia/aspm-roi#analysis?ts=markdown) * [Long-Term Scalability and Strategic Considerations](https://www.paloaltonetworks.com/cyberpedia/aspm-roi#considerations?ts=markdown) * [ASPM ROI FAQs](https://www.paloaltonetworks.com/cyberpedia/aspm-roi#faqs?ts=markdown) * [Overcoming AppSec Chaos: 7 Modes of ASPM Adoption](https://www.paloaltonetworks.com/cyberpedia/aspm-adoption-modes?ts=markdown) * [Why ASPM Is Critical for Cloud-First Enterprises](https://www.paloaltonetworks.com/cyberpedia/aspm-adoption-modes#why?ts=markdown) * [ASPM Maturity Assessment and Organizational Readiness](https://www.paloaltonetworks.com/cyberpedia/aspm-adoption-modes#aspm?ts=markdown) * [7 Paths to ASPM Adoption](https://www.paloaltonetworks.com/cyberpedia/aspm-adoption-modes#adoption?ts=markdown) * [Operating Models and Sustained ASPM Maturity](https://www.paloaltonetworks.com/cyberpedia/aspm-adoption-modes#operating?ts=markdown) * [ASPM Adoption FAQs](https://www.paloaltonetworks.com/cyberpedia/aspm-adoption-modes#faqs?ts=markdown) * [ASPM: The Evolution Beyond ASOC](https://www.paloaltonetworks.com/cyberpedia/aspm-vs-asoc?ts=markdown) * [ASPM Vs. ASOC Market Evolution and Convergence Dynamics](https://www.paloaltonetworks.com/cyberpedia/aspm-vs-asoc#aspm?ts=markdown) * [ASPM Core Features and Advantages Vs. ASOC Orchestration Capabilities](https://www.paloaltonetworks.com/cyberpedia/aspm-vs-asoc#capabilities?ts=markdown) * [ASOC Vs. ASPM Disadvantages and Implementation Challenges](https://www.paloaltonetworks.com/cyberpedia/aspm-vs-asoc#challenges?ts=markdown) * [ASPM Vs. ASOC Cost Analysis and Strategic Investment Planning](https://www.paloaltonetworks.com/cyberpedia/aspm-vs-asoc#planning?ts=markdown) * [ASOC Vs. ASPM Selection Framework](https://www.paloaltonetworks.com/cyberpedia/aspm-vs-asoc#framework?ts=markdown) * [ASPM and ASOC FAQs](https://www.paloaltonetworks.com/cyberpedia/aspm-vs-asoc#faqs?ts=markdown) * [Top Cloud Data Security Solutions](https://www.paloaltonetworks.com/cyberpedia/data-security-solutions?ts=markdown) * [The Modern Cloud Data Security Landscape](https://www.paloaltonetworks.com/cyberpedia/data-security-solutions#modern?ts=markdown) * [The Anatomy of Modern Cloud Security](https://www.paloaltonetworks.com/cyberpedia/data-security-solutions#cloud?ts=markdown) * [Evaluating Data Protection Platforms for Enterprise Deployment](https://www.paloaltonetworks.com/cyberpedia/data-security-solutions#data?ts=markdown) * [Leading Cloud Data Security Solutions and Market Positioning](https://www.paloaltonetworks.com/cyberpedia/data-security-solutions#security?ts=markdown) * [Strategic Implementation and Platform Selection](https://www.paloaltonetworks.com/cyberpedia/data-security-solutions#platform?ts=markdown) * [Top Cloud Data Security Solutions FAQs](https://www.paloaltonetworks.com/cyberpedia/data-security-solutions#faq?ts=markdown) * [Selecting Your ASPM Solution: Metrics That Matter](https://www.paloaltonetworks.com/cyberpedia/aspm-solution-metrics?ts=markdown) * [Why Opt for an ASPM solution?](https://www.paloaltonetworks.com/cyberpedia/aspm-solution-metrics#solution?ts=markdown) * [Not All ASPM Solutions Are Created Equal](https://www.paloaltonetworks.com/cyberpedia/aspm-solution-metrics#equal?ts=markdown) * [Must Have ASPM Components](https://www.paloaltonetworks.com/cyberpedia/aspm-solution-metrics#components?ts=markdown) * [Real World Evaluation Requirements](https://www.paloaltonetworks.com/cyberpedia/aspm-solution-metrics#evaluation?ts=markdown) * [Selecting ASPM Platform FAQs](https://www.paloaltonetworks.com/cyberpedia/aspm-solution-metrics#faq?ts=markdown) * [ASPM in Action: 8 Real‑World Use Cases](https://www.paloaltonetworks.com/cyberpedia/aspm-use-cases?ts=markdown) * [ASPM Explained](https://www.paloaltonetworks.com/cyberpedia/aspm-use-cases#explained?ts=markdown) * [ASPM Use Cases](https://www.paloaltonetworks.com/cyberpedia/aspm-use-cases#cases?ts=markdown) * [Enhancing Cloud Security with ASPM](https://www.paloaltonetworks.com/cyberpedia/aspm-use-cases#security?ts=markdown) * [The Business Value of ASPM](https://www.paloaltonetworks.com/cyberpedia/aspm-use-cases#value?ts=markdown) * [ASPM FAQs](https://www.paloaltonetworks.com/cyberpedia/aspm-use-cases#faq?ts=markdown) * [State of ASPM 2025: Key Trends \& Emerging Threats](https://www.paloaltonetworks.com/cyberpedia/aspm-trends?ts=markdown) * [ASPM Market Evolution and Adoption Trajectory](https://www.paloaltonetworks.com/cyberpedia/aspm-trends#aspm?ts=markdown) * [AI-Native ASPM and Machine Learning Integration](https://www.paloaltonetworks.com/cyberpedia/aspm-trends#integration?ts=markdown) * [Cloud-Native Security Challenges and Container Orchestration Threats](https://www.paloaltonetworks.com/cyberpedia/aspm-trends#threats?ts=markdown) * [Software Supply Chain Vulnerabilities and SBOM Evolution](https://www.paloaltonetworks.com/cyberpedia/aspm-trends#software?ts=markdown) * [DevSecOps Integration and Future ASPM Architecture](https://www.paloaltonetworks.com/cyberpedia/aspm-trends#devsecops?ts=markdown) * [ASPM Key Trends \& Threats FAQs](https://www.paloaltonetworks.com/cyberpedia/aspm-trends#faqs?ts=markdown) * [Application Security Best Practices You Can't Skip in ASPM](https://www.paloaltonetworks.com/cyberpedia/application-security-best-practices?ts=markdown) * [ASPM Architecture: From Tool Sprawl to Unified Intelligence](https://www.paloaltonetworks.com/cyberpedia/application-security-best-practices#aspm?ts=markdown) * [Advanced Risk Correlation and Contextual Prioritization Systems](https://www.paloaltonetworks.com/cyberpedia/application-security-best-practices#advanced?ts=markdown) * [Policy-Driven Security Automation and Enforcement Architecture](https://www.paloaltonetworks.com/cyberpedia/application-security-best-practices#policy?ts=markdown) * [Seamless DevOps Integration and Cloud-Native Security Orchestration](https://www.paloaltonetworks.com/cyberpedia/application-security-best-practices#seamless?ts=markdown) * [Enterprise Scalability, Performance Engineering, and Compliance Automation](https://www.paloaltonetworks.com/cyberpedia/application-security-best-practices#enterprise?ts=markdown) * [Application Security In ASPM Best Practices FAQs](https://www.paloaltonetworks.com/cyberpedia/application-security-best-practices#faqs?ts=markdown) * [How Supply Chain Threats Are Shaping ASPM Today](https://www.paloaltonetworks.com/cyberpedia/aspm-supply-chain-threats?ts=markdown) * [The Supply Chain Attack Surface in Modern ASPM](https://www.paloaltonetworks.com/cyberpedia/aspm-supply-chain-threats#aspm?ts=markdown) * [Critical Supply Chain Vectors Driving ASPM Evolution](https://www.paloaltonetworks.com/cyberpedia/aspm-supply-chain-threats#critical?ts=markdown) * [Software Supply Chain Risk Assessment and Prioritization](https://www.paloaltonetworks.com/cyberpedia/aspm-supply-chain-threats#software?ts=markdown) * [Architectural Shifts in ASPM for Supply Chain Defense](https://www.paloaltonetworks.com/cyberpedia/aspm-supply-chain-threats#defense?ts=markdown) * [Operationalizing Supply Chain Security Within ASPM Programs](https://www.paloaltonetworks.com/cyberpedia/aspm-supply-chain-threats#programs?ts=markdown) * [Supply Chain Threats Are Shaping ASPM FAQs](https://www.paloaltonetworks.com/cyberpedia/aspm-supply-chain-threats#faqs?ts=markdown) * [How ASPM Strengthens Your Cloud Ecosystem](https://www.paloaltonetworks.com/cyberpedia/aspm-cloud-ecosystem?ts=markdown) * [ASPM's Role in Unified Cloud Security Architecture](https://www.paloaltonetworks.com/cyberpedia/aspm-cloud-ecosystem#architecture?ts=markdown) * [Integration Points Across the Cloud Security Stack](https://www.paloaltonetworks.com/cyberpedia/aspm-cloud-ecosystem#integration?ts=markdown) * [Risk Intelligence and Contextual Prioritization in Cloud Environments](https://www.paloaltonetworks.com/cyberpedia/aspm-cloud-ecosystem#risk?ts=markdown) * [Operational Efficiency Through Automated Cloud Security Workflows](https://www.paloaltonetworks.com/cyberpedia/aspm-cloud-ecosystem#workflows?ts=markdown) * [Strategic Advantages for Cloud-First Organizations](https://www.paloaltonetworks.com/cyberpedia/aspm-cloud-ecosystem#strategic?ts=markdown) * [ASPM Strengthening the Entire Cloud Ecosystem FAQs](https://www.paloaltonetworks.com/cyberpedia/aspm-cloud-ecosystem#faqs?ts=markdown) * [Developer Infrastructure Posture: Integrating ASPM Early](https://www.paloaltonetworks.com/cyberpedia/aspm-infrastructure-posture?ts=markdown) * [Understanding Developer Infrastructure Posture](https://www.paloaltonetworks.com/cyberpedia/aspm-infrastructure-posture#understanding?ts=markdown) * [ASPM Fundamentals: Beyond Traditional Application Security](https://www.paloaltonetworks.com/cyberpedia/aspm-infrastructure-posture#aspm?ts=markdown) * [Early Integration Strategies: Embedding ASPM in Developer Workflows](https://www.paloaltonetworks.com/cyberpedia/aspm-infrastructure-posture#early?ts=markdown) * [ASPM Compliance Framework Integration](https://www.paloaltonetworks.com/cyberpedia/aspm-infrastructure-posture#integration?ts=markdown) * [Risk Prioritization and Remediation at Scale](https://www.paloaltonetworks.com/cyberpedia/aspm-infrastructure-posture#risk?ts=markdown) * [Developer Infrastructure Posture Management and ASPM FAQs](https://www.paloaltonetworks.com/cyberpedia/aspm-infrastructure-posture#faqs?ts=markdown) * [Amplify ASPM with RBVM Risk‑Based Vulnerability Management](https://www.paloaltonetworks.com/cyberpedia/aspm-risk-based-vulnerability?ts=markdown) * [ASPM and RBVM Technical Convergence](https://www.paloaltonetworks.com/cyberpedia/aspm-risk-based-vulnerability#aspm?ts=markdown) * [Enhanced API Security Through Contextual Intelligence](https://www.paloaltonetworks.com/cyberpedia/aspm-risk-based-vulnerability#enhanced?ts=markdown) * [Runtime and Version Monitoring Convergence](https://www.paloaltonetworks.com/cyberpedia/aspm-risk-based-vulnerability#runtime?ts=markdown) * [Build and Deploy Phase Security Amplification](https://www.paloaltonetworks.com/cyberpedia/aspm-risk-based-vulnerability#build?ts=markdown) * [Operational Excellence and Measurable Outcomes](https://www.paloaltonetworks.com/cyberpedia/aspm-risk-based-vulnerability#outcomes?ts=markdown) * [ASPM and RBVM FAQs](https://www.paloaltonetworks.com/cyberpedia/aspm-risk-based-vulnerability#faqs?ts=markdown) * [CNAPP and ASPM Collaboration, Not Collision](https://www.paloaltonetworks.com/cyberpedia/aspm-vs-cnapp?ts=markdown) * [ASPM Overview](https://www.paloaltonetworks.com/cyberpedia/aspm-vs-cnapp#aspm?ts=markdown) * [The Emergence of CNAPP](https://www.paloaltonetworks.com/cyberpedia/aspm-vs-cnapp#emergence?ts=markdown) * [ASPM Vs. CNAPP: The Main Differences](https://www.paloaltonetworks.com/cyberpedia/aspm-vs-cnapp#vs?ts=markdown) * [CNAPP and ASPM: The Synergies](https://www.paloaltonetworks.com/cyberpedia/aspm-vs-cnapp#synergies?ts=markdown) * [Integrating and Coordinating Complementary Capabilities](https://www.paloaltonetworks.com/cyberpedia/aspm-vs-cnapp#integrating?ts=markdown) * [CNAPP and ASPM FAQs](https://www.paloaltonetworks.com/cyberpedia/aspm-vs-cnapp#faqs?ts=markdown) * [CSPM Vs ASPM: Where Your Focus Belongs](https://www.paloaltonetworks.com/cyberpedia/cspm-vs-aspm?ts=markdown) * [Core Security Foundations: A Look at CSPM and ASPM](https://www.paloaltonetworks.com/cyberpedia/cspm-vs-aspm#core?ts=markdown) * [Security Layer Distinctions: Infrastructure Vs. Application Focus](https://www.paloaltonetworks.com/cyberpedia/cspm-vs-aspm#security?ts=markdown) * [Strategic Technology Assessment: Benefits and Constraints of Each Approach](https://www.paloaltonetworks.com/cyberpedia/cspm-vs-aspm#strategic?ts=markdown) * [Deployment Scenarios and Implementation Strategies](https://www.paloaltonetworks.com/cyberpedia/cspm-vs-aspm#deployment?ts=markdown) * [CSPM and ASPM FAQs](https://www.paloaltonetworks.com/cyberpedia/cspm-vs-aspm#faqs?ts=markdown) * Why You Need Static Analysis, Dynamic Analysis, and Machine Learning? * [What Is a Software Bill of Materials (SBOM)?](https://www.paloaltonetworks.com/cyberpedia/what-is-software-bill-materials-sbom?ts=markdown) * [Software Bill of Materials Explained](https://www.paloaltonetworks.com/cyberpedia/what-is-software-bill-materials-sbom#sbom-explained?ts=markdown) * [Who Should Have a SBOM](https://www.paloaltonetworks.com/cyberpedia/what-is-software-bill-materials-sbom#who?ts=markdown) * [The Role of SBOMs in Cybersecurity and Compliance](https://www.paloaltonetworks.com/cyberpedia/what-is-software-bill-materials-sbom#role-of-sboms?ts=markdown) * [Why Is an SBOM Important?](https://www.paloaltonetworks.com/cyberpedia/what-is-software-bill-materials-sbom#why-is-an-sbom-important?ts=markdown) * [Software Composition Analysis and SBOMs](https://www.paloaltonetworks.com/cyberpedia/what-is-software-bill-materials-sbom#sca-and-sboms?ts=markdown) * [How Does an SBOM Help Prevent Open-Source Supply Chain Attacks](https://www.paloaltonetworks.com/cyberpedia/what-is-software-bill-materials-sbom#how?ts=markdown) * [SBOM Formats](https://www.paloaltonetworks.com/cyberpedia/what-is-software-bill-materials-sbom#sbom-formats?ts=markdown) * [Software Bill of Materials Best Practices](https://www.paloaltonetworks.com/cyberpedia/what-is-software-bill-materials-sbom#sbom-best-practices?ts=markdown) * [SBOM FAQs](https://www.paloaltonetworks.com/cyberpedia/what-is-software-bill-materials-sbom#faq?ts=markdown) * [What Is Policy-as-Code?](https://www.paloaltonetworks.com/cyberpedia/what-is-policy-as-code?ts=markdown) * [Defining Policy-As-Code](https://www.paloaltonetworks.com/cyberpedia/what-is-policy-as-code#defining?ts=markdown) * [Policy-as-Code vs. Infrastructure as Code](https://www.paloaltonetworks.com/cyberpedia/what-is-policy-as-code#policy?ts=markdown) * [Benefits of Policy-as-Code](https://www.paloaltonetworks.com/cyberpedia/what-is-policy-as-code#benefits?ts=markdown) * [How to Use Policy-As-Code](https://www.paloaltonetworks.com/cyberpedia/what-is-policy-as-code#how?ts=markdown) * [What Is Static Application Security Testing (SAST)?](https://www.paloaltonetworks.com/cyberpedia/what-is-sast-static-application-security-testing?ts=markdown) * [Why Is SAST Important?](https://www.paloaltonetworks.com/cyberpedia/what-is-sast-static-application-security-testing#why?ts=markdown) * [SAST Vs. DAST](https://www.paloaltonetworks.com/cyberpedia/what-is-sast-static-application-security-testing#vs?ts=markdown) * [Software Composition Analysis and SAST](https://www.paloaltonetworks.com/cyberpedia/what-is-sast-static-application-security-testing#composition?ts=markdown) * [SAST Tools](https://www.paloaltonetworks.com/cyberpedia/what-is-sast-static-application-security-testing#tools?ts=markdown) * [Industry Guidelines](https://www.paloaltonetworks.com/cyberpedia/what-is-sast-static-application-security-testing#guidelines?ts=markdown) * [The Future of SAST](https://www.paloaltonetworks.com/cyberpedia/what-is-sast-static-application-security-testing#future?ts=markdown) * [Static Application Security Testing FAQs](https://www.paloaltonetworks.com/cyberpedia/what-is-sast-static-application-security-testing#faq?ts=markdown) * [What Is Code Security?](https://www.paloaltonetworks.com/cyberpedia/what-is-code-security?ts=markdown) * [IaC Security](https://www.paloaltonetworks.com/cyberpedia/what-is-code-security#iac?ts=markdown) * [Application Code Security](https://www.paloaltonetworks.com/cyberpedia/what-is-code-security#application?ts=markdown) * [Software Supply Chain Security](https://www.paloaltonetworks.com/cyberpedia/what-is-code-security#software?ts=markdown) * [Code Security FAQs](https://www.paloaltonetworks.com/cyberpedia/what-is-code-security#faqs?ts=markdown) * [What Is Software Composition Analysis (SCA)?](https://www.paloaltonetworks.com/cyberpedia/what-is-sca?ts=markdown) * [What Is Software Composition Analysis?](https://www.paloaltonetworks.com/cyberpedia/what-is-sca#what?ts=markdown) * [What Are the Risks of Using Open Source Components?](https://www.paloaltonetworks.com/cyberpedia/what-is-sca#components?ts=markdown) * [Software Composition Analysis Identifies Risks in Open Source Packages](https://www.paloaltonetworks.com/cyberpedia/what-is-sca#software?ts=markdown) * [How to Use SCA in the Development Processes](https://www.paloaltonetworks.com/cyberpedia/what-is-sca#processes?ts=markdown) * [The Benefits of Software Composition Analysis](https://www.paloaltonetworks.com/cyberpedia/what-is-sca#analysis?ts=markdown) * [What is Infrastructure-as-Code Security](https://www.paloaltonetworks.com/cyberpedia/what-is-iac-security?ts=markdown) * [How IaC Security Works](https://www.paloaltonetworks.com/cyberpedia/what-is-iac-security#how?ts=markdown) * [Why is IaC Security Important?](https://www.paloaltonetworks.com/cyberpedia/what-is-iac-security#why?ts=markdown) * [What is IaC?](https://www.paloaltonetworks.com/cyberpedia/what-is-iac?ts=markdown) * [Benefits of IaC](https://www.paloaltonetworks.com/cyberpedia/what-is-iac#benefits?ts=markdown) * [Challenges of IaC](https://www.paloaltonetworks.com/cyberpedia/what-is-iac#challenges?ts=markdown) * [Infrastructure as Code FAQs](https://www.paloaltonetworks.com/cyberpedia/what-is-iac#faqs?ts=markdown) * [What Is Secrets Management?](https://www.paloaltonetworks.com/cyberpedia/secrets-management?ts=markdown) * [Secrets Management Explained](https://www.paloaltonetworks.com/cyberpedia/secrets-management#secrets?ts=markdown) * [Why Is Secrets Management Important?](https://www.paloaltonetworks.com/cyberpedia/secrets-management#why?ts=markdown) * [Secrets Management Across the Enterprise](https://www.paloaltonetworks.com/cyberpedia/secrets-management#enterprise?ts=markdown) * [Secrets Management in DevOps Environments](https://www.paloaltonetworks.com/cyberpedia/secrets-management#devops?ts=markdown) * [Challenges of Secrets Management](https://www.paloaltonetworks.com/cyberpedia/secrets-management#challenges?ts=markdown) * [Secrets Management Best Practices](https://www.paloaltonetworks.com/cyberpedia/secrets-management#best?ts=markdown) * [A Comprehensive and Automated Solution](https://www.paloaltonetworks.com/cyberpedia/secrets-management#solution?ts=markdown) * [Secrets Management FAQs](https://www.paloaltonetworks.com/cyberpedia/secrets-management#faqs?ts=markdown) * [What Is Infrastructure as Code (IaC) Supply Chain Security?](https://www.paloaltonetworks.com/cyberpedia/what-is-infrastructure-as-code-supply-chain-security?ts=markdown) * [What Is GitOps? Understanding the 'DevOps' of Infrastructure Management](https://www.paloaltonetworks.com/cyberpedia/what-is-infrastructure-as-code-supply-chain-security#what?ts=markdown) * [The 4 Stages for Securing Your IaC Supply Chain](https://www.paloaltonetworks.com/cyberpedia/what-is-infrastructure-as-code-supply-chain-security#the?ts=markdown) * [Best Practices for Securing Your IaC Pipeline](https://www.paloaltonetworks.com/cyberpedia/what-is-infrastructure-as-code-supply-chain-security#best?ts=markdown) * [Embrace Change: Automating Your Organization's Infrastructure](https://www.paloaltonetworks.com/cyberpedia/what-is-infrastructure-as-code-supply-chain-security#embrace?ts=markdown) * [IaC Supply Chain Security FAQs](https://www.paloaltonetworks.com/cyberpedia/what-is-infrastructure-as-code-supply-chain-security#faqs?ts=markdown) * [ASPM Tools: Evaluation Criteria and How to Select the Best Option](https://www.paloaltonetworks.com/cyberpedia/aspm-tools?ts=markdown) * [The Need for Application Security Posture Management Solutions](https://www.paloaltonetworks.com/cyberpedia/aspm-tools#solutions?ts=markdown) * [The Key Components of ASPM Tools](https://www.paloaltonetworks.com/cyberpedia/aspm-tools#key?ts=markdown) * [How to Select and Evaluate the Right ASPM Solution](https://www.paloaltonetworks.com/cyberpedia/aspm-tools#how?ts=markdown) * [Common Challenges Implementing ASPM](https://www.paloaltonetworks.com/cyberpedia/aspm-tools#challenges?ts=markdown) * [ASPM Tools FAQs](https://www.paloaltonetworks.com/cyberpedia/aspm-tools#faqs?ts=markdown) # Why You Need Static Analysis, Dynamic Analysis, and Machine Learning? 6 min. read [AppSec's New Horizon: A Virtual Event](https://start.paloaltonetworks.com/appsecs-new-horizon-virtual-event.html) Point solutions in security are just that: they focus on a single point to intervene throughout the attack lifecycle. Even if the security solution has a 90 percent success rate, that still leaves a 1 in 10 chance that it will fail to stop an attack from progressing past that point. To improve the odds of stopping successful cyberattacks, organizations cannot rely on point solutions. There must be layers of defenses, covering multiple points of interception. Stacking effective techniques increases the overall effectiveness of the security solutions, providing the opportunity to break the attack lifecycle at multiple points. **Related Video** Why Machine Learning is crucial to discover and secure IoT devices Below are the three threat identification methods that, working in conjunction, can prevent successful cyberattacks: ### **Dynamic Analysis** **The Only Tool That Can Detect a Zero-Day Threat** With dynamic analysis, a suspected file is detonated in a virtual machine, such as a malware analysis environment, and analyzed to see what it does. The file is graded on what it does upon execution, rather than relying on signatures for identification of threats. This enables dynamic analysis to identify threats that are unlike anything that has ever been seen before. For the most accurate results, the sample should have full access to the internet, just like an average endpoint on a corporate network would, as threats often require command and control to fully unwrap themselves. As a prevention mechanism, malware analysis can prohibit reaching out to the internet and will fake response calls to attempt to trick the threat into revealing itself, but this can be unreliable and is not a true replacement for internet access. **Malware Analysis Environments Are Recognizable and the Process Is Time-Consuming** To evade detection, attackers will try to identify if the attack is being run in a malware analysis environment by profiling the network. They will search for indicators that the malware is in a virtual environment, such as being detonated at similar times or by the same IP addresses, lack of valid user activity like keyboard strokes or mouse movement, or virtualization technology like unusually large amounts of disk space. If determined to be running in a malware analysis environment, the attacker will stop running the attack. This means that the results are susceptible to any failure in the analysis. For example, if the sample phones home during the detonation process, but the operation is down because the attacker identified malware analysis, the sample will not do anything malicious, and the analysis will not identify any threat. Similarly, if the threat requires a specific version of a particular piece of software to run, it will not do anything identifiably malicious in the malware analysis environment. It can take several minutes to bring up a virtual machine, drop the file in it, see what it does, tear the machine down and analyze the results. While dynamic analysis is the most expensive and time-consuming method, it is also the only tool that can effectively detect unknown or zero-day threats. ### **Static Analysis** **Swift Results and No Requirements for Analysis** Unlike dynamic analysis, static analysis looks at the contents of a specific file as it exists on a disk, rather than as it is detonated. It parses data, extracting patterns, attributes and artifacts, and flags anomalies. Static analysis is resilient to the issues that dynamic analysis presents. It is extremely efficient -- taking only a fraction of a second -- and much more cost-effective. Static analysis can also work for any file because there are no specific requirements, environments that need to be tailored, or outgoing communications needed from the file for analysis to happen. **Packed Files Result in Lost Visibility** However, static analysis can be evaded relatively easily if the file is packed. While packed files work fine in dynamic analysis, visibility into the actual file is lost during static analysis as the repacking the sample turns the entire file into noise. What can be extracted statically is next to nothing. ### **Machine Learning** **New Versions of Threats Clustered With Known Threats Based on Behavior** Rather than doing specific pattern-matching or detonating a file, machine learning parses the file and extracts thousands of features. These features are run through a classifier, also called a feature vector, to identify if the file is good or bad based on known identifiers. Rather than looking for something specific, if a feature of the file behaves like any previously assessed cluster of files, the machine will mark that file as part of the cluster. For good machine learning, training sets of good and bad verdicts is required, and adding new data or features will improve the process and reduce false positive rates. Machine learning compensates for what dynamic and static analysis lack. A sample that is inert, doesn't detonate, is crippled by a packer, has command and control down, or is not reliable can still be identified as malicious with machine learning. If numerous versions of a given threat have been seen and clustered together, and a sample has features like those in the cluster, the machine will assume the sample belongs to the cluster and mark it as malicious in seconds. **Only Able to Find More of What Is Already Known** Like the other two methods, machine learning should be looked at as a tool with many advantages, but also some disadvantages. Namely, machine learning trains the model based on only known identifiers. Unlike dynamic analysis, machine learning will never find anything truly original or unknown. If it comes across a threat that looks nothing like anything its seen before, the machine will not flag it, as it is only trained to find more of what is already known. **Layered Techniques in a Platform** To thwart whatever advanced adversaries can throw at you, you need more than one piece of the puzzle. You need layered techniques -- a concept that used to be a multivendor solution. While defense in depth is still appropriate and relevant, it needs to progress beyond multivendor point solutions to a platform that integrates static analysis, dynamic analysis and machine learning. All three working together can actualize defense in depth through layers of integrated solutions. Palo Alto Networks® Next-Generation Security Platform integrates with WildFire® cloud-based threat analysis service to feed components contextual, actionable threat intelligence, providing safe enablement across the network, endpoint and cloud. WildFire combines a custom-built dynamic analysis engine, static analysis, machine learning and bare metal analysis for advanced threat prevention techniques. While many malware analysis environments leverage open source technology, WildFire has removed all open-source virtualization within the dynamic analysis engine and replaced it with a virtual environment built from the ground up. Attackers must create entirely unique threats to evade detection in WildFire, separate from the techniques used against other cybersecurity vendors. For the small percentage of attacks that could evade WildFire's first three layers of defenses -- dynamic analysis, static analysis and machine learning -- files displaying evasive behavior are dynamically steered into a bare metal environment for full hardware execution. Within the platform, these techniques work together nonlinearly. If one technique identifies a file as malicious, it is noted as such across the entire platform for a multilayered approach that improves the security of all other functions. Related Content [ASPM Buyer's GuideASPM Buyer's Guide Gain a comprehensive framework for evaluating and choosing an ASPM solution that shifts your AppSec strategy from reactive to proactive.](https://start.paloaltonetworks.com/application-security-posture-management-buyers-guide.html) [Accelerate Secure Development with Prevention-First Application Security Posture Management (ASPM) Learn how Cortex Cloud's ASPM centralizes and correlates findings from disparate security scanning tools with complete context across code, application infrastructure, and cloud ru...](https://www.paloaltonetworks.com/resources/datasheets/application-security-posture-management-solution-brief?ts=markdown) [Introducing Cortex Cloud ASPM Cortex Cloud ASPM gives security and engineering teams the control to prevent exploitable risk early and respond with full context across the software lifecycle.](https://www.paloaltonetworks.com/blog/cloud-security/introducing-aspm-cortex-cloud/) [AppSec's New Horizon Join this virtual event to get a practical, prevention-first blueprint --- backed by new Unit 42 research --- to modernize your AppSec strategy.](https://start.paloaltonetworks.com/appsecs-new-horizon-virtual-event.html) ![Share page on facebook](https://www.paloaltonetworks.com/etc/clientlibs/clean/imgs/resources/facebook-circular-icon.svg) ![Share page on linkedin](https://www.paloaltonetworks.com/etc/clientlibs/clean/imgs/resources/linkedin-circular-icon.svg) [![Share page by an email](https://www.paloaltonetworks.com/etc/clientlibs/clean/imgs/resources/email-circular-icon.svg)](mailto:?subject=Why%20You%20Need%20Static%20Analysis%2C%20Dynamic%20Analysis%2C%20and%20Machine%20Learning%3F&body=Understand%20why%20stopping%20cyberattacks%20requires%20layered%20defenses%2C%20not%20just%20point%20solutions.%20Learn%20how%20multiple%20interception%20points%20strengthen%20security.%20at%20https%3A//www.paloaltonetworks.com/cyberpedia/why-you-need-static-analysis-dynamic-analysis-machine-learning) Back to Top [Previous](https://www.paloaltonetworks.com/cyberpedia/cspm-vs-aspm?ts=markdown) CSPM Vs ASPM: Where Your Focus Belongs [Next](https://www.paloaltonetworks.com/cyberpedia/what-is-software-bill-materials-sbom?ts=markdown) What Is a Software Bill of Materials (SBOM)? {#footer} ## 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