Mia, a DevSecOps engineer, is responsible for ensuring that every deployment in the organization's Azure environment complies with strict security and compliance policies. Recently, a deployment introduced unapproved configurations, bypassing manual security checks and causing disruptions in the production environment. To prevent this issue from recurring, Mia needs to integrate a feature that automates compliance enforcement by evaluating policy adherence before deployment, monitoring alerts during deployment, and approval processes before and after deployment steps. Which Azure feature should Mia integrate into the release pipeline to enforce automated security and compliance checks during deployments?

• A. Azure Release Gates.
• B. Azure Event Grid.
• C. Azure Policy Manager.
• D. Azure Traffic Manager.

Emma Rodriguez, a DevSecOps engineer at CyberNova Ltd., is responsible for securing a cloud-native e-commerce platform. Despite implementing security best practices during code commits, builds, and testing, the team recently discovered security vulnerabilities in the production environment, such as misconfigured cloud storage permissions and exposed API keys. To prevent similar issues, Emma decides to implement a final layer of security to identify vulnerabilities that are missed in pre-production testing activities.

• A. By performing commit-time checks.
• B. By performing build-time checks.
• C. By performing deploy-time checks.
• D. By performing test-time checks.

A SaaS company recently experienced a security incident where an ethical hacker privately disclosed a vulnerability that allowed unauthorized access to sensitive customer data. Although the issue was patched quickly, the company realized that they lacked a structured program to encourage responsible vulnerability disclosure, manage security reports from ethical hackers efficiently and incentivize researchers to responsibly report security flaws. To address this gap, the company decides to implement a widely recognized vulnerability reporting program that supports Google and third-party applications while providing bounties or recognition for security disclosures. Which initiative should the company adopt?

• A. Kubernetes Security Hub.
• B. Google Cloud Armor.
• C. Azure Bug Bounty Program.
• D. Google Bug Hunters.

An enterprise healthcare application was recently targeted by a sophisticated attack. The attackers exploited misconfigured data flows and improperly secured API endpoints, exposing sensitive patient records. The DevSecOps team immediately deployed a tool to analyze the application's architecture by modeling its assets in a YAML file. This analysis revealed the exact vulnerabilities and provided detailed mitigation strategies, such as securing data flows with encryption and implementing stricter API access controls. The generated report helped the team resolve the issues swiftly and prevent future breaches. Which tool was likely used to handle this scenario?

• A. GitLab Duo.
• B. Snyk.
• C. Threagile.
• D. AWS Shield.

Viktor Petrov, a DevSecOps engineer at a Sofia energy company, discovers that a critical zero- day vulnerability has been disclosed in a widely used logging library that his organization's applications depend on. He needs to quickly identify every application and service across the company using that specific library and version. Which artifact/practice enables Viktor to do this quickly?

• A. SBOM inventory queries
• B. Disabling all logging company-wide
• C. Manual codebase grep across all repositories
• D. Rebuilding all applications from scratch