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| Section | Objectives |
|---|---|
| Topic 1: Cloud-Native DevSecOps | - Serverless security - Container and Kubernetes security - Cloud security principles (AWS, Azure) - Cloud security compliance |
| Topic 2: DevSecOps Pipeline - Operate & Monitor Stage | - Logging and security analytics - Incident response and management - Continuous security monitoring - Threat detection and response |
| Topic 3: Understanding DevOps Culture | - Collaboration and communication models - DevOps lifecycle and workflows - DevOps fundamentals and principles |
| Topic 4: DevSecOps Pipeline - Release & Deploy Stage | - Infrastructure as Code (IaC) security - Configuration management security - Policy as Code implementation - Orchestration and deployment security |
| Topic 5: DevSecOps Pipeline - Build Stage | - Container security fundamentals - Build pipeline security controls - Automated build security - Software Composition Analysis (SCA) |
| Topic 6: DevSecOps Governance and Culture | - Continuous improvement practices - Security policy and framework - DevSecOps maturity model - Team roles and responsibilities |
| Topic 7: Introduction to DevSecOps | - DevSecOps concepts and philosophy - DevSecOps vs traditional security - Key components and toolchain - Shift-left security approach |
| Topic 8: DevSecOps Pipeline - Plan Stage | - Compliance and regulatory alignment - Risk assessment and management - Security requirement engineering - Threat modeling methodologies |
| Topic 9: DevSecOps Pipeline - Code Stage | - Static Application Security Testing (SAST) - Secure coding practices and guidelines - Code review and security analysis - Secret management and prevention |
| Topic 10: DevSecOps Pipeline - Test Stage | - API security testing - Security regression testing - Dynamic Application Security Testing (DAST) - Interactive Application Security Testing (IAST) |
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NEW QUESTION # 30
(Debra Aniston has recently joined an MNC company as a DevSecOps engineer. Her organization develops various types of software products and web applications. The DevSecOps team leader provided an application code and asked Debra to detect and mitigate security issues. Debra used w3af tool and detected cross-site scripting and SQL injection vulnerability in the source code. Based on this information, which category of security testing tools is represented by w3af?.)
Answer: C
Explanation:
w3af (Web Application Attack and Audit Framework) is aDynamic Application Security Testing (DAST) tool. It analyzes running web applications by sending crafted requests and observing responses to identify vulnerabilities such as SQL injection, cross-site scripting, and authentication flaws. Unlike SAST tools, w3af does not require access to source code and instead operates externally, simulating real-world attack behavior.
SCA focuses on third-party dependencies, and IAST requires runtime instrumentation within the application.
Since Debra detected vulnerabilities by actively interacting with the application, w3af clearly represents DAST. DAST tools are especially valuable during the Build and Test stage, as they validate application behavior from an attacker's perspective before deployment.
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NEW QUESTION # 31
Leila Moradi, a DevSecOps engineer at a Toronto healthcare SaaS provider, must ensure her Kubernetes cluster restricts pods from running as root and prevents privilege escalation within containers, enforced automatically at admission time. Which Kubernetes construct should Leila use?
Answer: A
Explanation:
Pod Security Admission (the successor to the deprecated PodSecurityPolicy) enforces Pod Security Standards at the namespace level, allowing administrators to require that pods run under
"restricted" or "baseline" profiles that block running as root, disallow privilege escalation, and restrict dangerous capabilities -- all enforced automatically at admission time before a pod is scheduled, matching Leila's requirement exactly. NetworkPolicy controls network traffic flow between pods and namespaces but has no bearing on container user privileges or root access.
The Horizontal Pod Autoscaler automatically scales the number of pod replicas based on resource utilization metrics, unrelated to security enforcement. A ConfigMap stores non-sensitive configuration data for consumption by pods and provides no admission-time security enforcement. Because Leila needs automatic, admission-time enforcement against root execution and privilege escalation, Pod Security Admission/Standards is correct.
NEW QUESTION # 32
SinCaire is a software development company that develops web applications for various clients.
To measure the successful implementation of DevSecOps, the organization enforced U.S.
General Service Administrator (GSA) high-value DevSecOps metrics. Which of the following metrics implemented by SinCaire can measure the time between the code commit and production, and tracks the bug fix and new features throughout the development, testing, and production phases?
Answer: D
Explanation:
Change lead time measures the duration between a code commit and its successful deployment into production. This metric tracks how efficiently new features, bug fixes, and changes move through development, testing, and release stages. It is a key DevSecOps performance indicator used to assess pipeline efficiency and the effectiveness of automation and security integration.
Mean time to recovery focuses on restoring service after incidents, change volume measures the number of changes rather than delivery speed, and time to value is a broader business metric.
Change lead time directly reflects how well DevSecOps practices enable rapid yet secure delivery, making it the correct metric for measuring commit-to-production flow across all phases.
NEW QUESTION # 33
(Lara Grice has been working as a DevSecOps engineer in an IT company located in Denver, Colorado. Her team leader has told her to save all the container images in the centos repository to centos-all.tar. Which of the following is a STDOUT command that Lara can use to save all the container images in the centos repository to centos-all.tar?.)
Answer: B
Explanation:
The docker save command exports one or more Docker images to a tar archive by writing the image data to standard output (STDOUT). To redirect this output into a file, the > redirection operator is used. The correct syntax is docker save <image> > <filename>.tar. In this scenario, the image repository name is centos, and the desired archive file is centos-all.tar, making option B correct. Options C and D incorrectly use input redirection (<) instead of output redirection. Option A includes a space in the filename (centos all.tar), which would be interpreted as two separate arguments and cause an error unless quoted. Saving images to a tar archive is a common operational task used for backups, transfers between environments, or offline analysis during the Operate and Monitor stage.
NEW QUESTION # 34
Isabela Marques, a DevSecOps engineer at a Porto software consultancy, wants developers to receive immediate feedback about newly introduced vulnerabilities directly within their pull request, before a reviewer even looks at the code, rather than waiting for a separate nightly scan report. What practice best achieves this?
Answer: C
Explanation:
Integrating SAST and SCA tools directly into the pull request CI workflow allows automated scans to run as soon as a PR is opened or updated, posting results and annotations inline before a human reviewer even examines the code, which provides the fast, "shift-left" feedback loop Isabela wants. Scheduling a weekly manual penetration test provides feedback far too infrequently and too late relative to individual pull requests. Waiting for production incident reports is entirely reactive and represents the latest, most costly point at which to discover a vulnerability.
Running scans only after each quarterly release delays feedback by months, defeating the purpose of continuous, rapid developer feedback. Since Isabela wants immediate, PR-level automated vulnerability feedback, integrating SAST/SCA into the PR CI workflow is correct.
NEW QUESTION # 35
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