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NEW QUESTION # 16
What is one aspect of the Continuous Delivery Pipeline?

• A. Continuous Security
• B. Continuous Integration
• C. Continuous Experimentation
• D. Continuous Delivery

Answer: B

Explanation:
Explanation
One aspect of the Continuous Delivery Pipeline is Continuous Integration. Continuous Integration (CI) is the practice of merging all development versions of a code base several times a day and verifying them with automated tests. CI helps to improve the quality and consistency of the code, and to accelerate the delivery and deployment of new functionality. CI is the second aspect in the four-part Continuous Delivery Pipeline of Continuous Exploration (CE), Continuous Integration (CI), Continuous Deployment (CD), and Release on Demand. CI consists of four activities: develop, build, test end-to-end, and stage12

NEW QUESTION # 17
What are two aspects of the Continuous Delivery Pipeline, in addition to Continuous Integration? (Choose two.) Choose the correct option from below list

• A. Continuous Exploration
• B. Continuous Deployment
• C. Continuous Release
• D. Continuous Testing
• E. Continuous Improvement

Answer: A,B

Explanation:
Explanation
In addition to Continuous Integration, two other aspects of the CDP are Continuous Deployment and Continuous Exploration. Continuous Deployment automates the migration of new functionality from a staging environment to production, where it is made available for release. Continuous Deployment enables the ability to release value at any time, in a sustainable way. Continuous Exploration focuses on creating alignment on what needs to be built, using design thinking and hypothesis-driven development. Continuous Exploration enables the discovery of the most valuable solutions for the customers and the enterprise

NEW QUESTION # 18
What should be measured in a CALMR approach to DevOps?

• A. Everything
• B. Deployment frequency
• C. Flow, quality, and value
• D. Mean time to restore

Answer: C

Explanation:
Explanation
The correct answer is D. Flow, quality, and value should be measured in a CALMR approach to DevOps. The CALMR approach to DevOps is a mindset that guides the ARTs toward achieving continuous value delivery by enhancing culture, automation, lean flow, measurement, and recovery. Measurement is one of the key elements of the CALMR approach, as it provides data and feedback to monitor and improve the performance and outcomes of the solution delivery process. Measurement involves collecting and analyzing metrics that reflect the flow, quality, and value of the solution, such as:
Flow metrics - Flow metrics measure the efficiency and reliability of the delivery process, such as lead time, cycle time, throughput, work in progress, and flow efficiency. Flow metrics help to identify and eliminate waste and bottlenecks in the value stream, and to optimize the flow of value to the customer.
Quality metrics - Quality metrics measure the functionality and stability of the solution, such as defect rate, defect density, defect leakage, mean time to detect, mean time to resolve, and test coverage.
Quality metrics help to ensure that the solution meets the functional and nonfunctional requirements and standards, and to detect and resolve any issues or defects as early as possible.
Value metrics - Value metrics measure the outcomes and benefits of the solution, such as customer satisfaction, retention, engagement, revenue, and net promoter score. Value metrics help to evaluate the validity of the hypotheses and assumptions about the customer value proposition, and to guide the decision making and prioritization of the features12

NEW QUESTION # 19
When should teams use root cause analysis to address impediments to continuous delivery?

• A. During the Iteration Retrospective
• B. During the management review and problem-solving portion of PI Planning
• C. During Inspect & Adapt (I&A)
• D. During Iteration Planning

Answer: C

Explanation:
Explanation
According to the SAFe DevOps Practitioner 6.0 study guide1, root cause analysis is a technique that helps identify and eliminate the underlying causes of problems or defects in the Solution. Root cause analysis can be used to address impediments to continuous delivery by finding and fixing the root causes of issues such as delays, rework, waste, and errors. Root cause analysis can be performed during various phases of the PI, such as during the Iteration Retrospective, during the management review and problem-solving portion of PI Planning, or during Inspect & Adapt (I&A). However, the most effective time to use root cause analysis is during I&A, which is a significant event held at the end of each PI, where the current state of the Solution is demonstrated and evaluated. Teams then reflect and identify improvement backlog items via a structured problem-solving workshop. The result is a set of improvement backlog items that go into the ART Backlog for the next PI Planning event. Therefore, root cause analysis can help teams address impediments to continuous delivery by improving their performance and quality in the next PI.

NEW QUESTION # 20
What is the purpose of a minimum viable product?

• A. To validate the hypothesis
• B. To demo to Product Management for feedback
• C. To sell to new markets
• D. To release to production

Answer: A

Explanation:
Explanation
The purpose of a minimum viable product is to validate the hypothesis. A minimum viable product (MVP) is an early and minimal version of a new product or solution used to prove or disprove an epic hypothesis. An epic is a significant solution development initiative that requires the definition and approval of an MVP. An epic hypothesis is a statement that describes the expected outcome, benefit, and value of an epic. The MVP is the smallest possible solution that can be used to test the epic hypothesis with real customers or users, and to gather feedback and data. The MVP helps reduce the risk of investing in a solution that nobody wants or needs, and enables faster learning and adaptation. The MVP is not the final product or solution, but rather a starting point for further development and improvement

NEW QUESTION # 21
Who is responsible for building and continually improving the Continuous Delivery Pipeline?
Choose the correct option from below list

• A. DevOps Teams
• B. Agile Release Trains
• C. Scrum Teams
• D. System Teams

Answer: B

Explanation:
Explanation
The Agile Release Trains (ARTs) are responsible for building and continually improving the Continuous Delivery Pipeline (CDP) in SAFe DevOps. The CDP represents the workflows, activities, and automation needed to guide new functionality from ideation to an on-demand release of value. The CDP consists of four aspects: Continuous Exploration (CE), Continuous Integration (CI), Continuous Deployment (CD), and Release on Demand. Each ART builds and maintains, or shares, a pipeline with the assets and technologies needed to deliver solution value as independently as possible. The ARTs use the DevOps Health Radar to assess their current state and identify improvement opportunities for each aspect of the CDP. The ARTs also use the DevOps Transformation Canvas to create a vision, goals, and action plan for their DevOps transformation12

NEW QUESTION # 22
Which skill can significantly accelerate mean-time-to-restore by enabling support teams to see issues the way actual end users did?

• A. Page analytics
• B. Session replay
• C. Incident management
• D. Blue/green deployment

Answer: B

Explanation:
Explanation
One skill that can significantly accelerate mean-time-to-restore by enabling support teams to see issues the way actual end users did is session replay. Session replay is a technique that allows the support team to replay end-user sessions to research incidents and identify problems. Session replay captures the user's interactions with the application, such as clicks, scrolls, keystrokes, and mouse movements, and reproduces them in a video-like format. Session replay can help the support team to understand the user's behavior, context, and feedback, as well as to reproduce and diagnose errors, bugs, and performance issues. Session replay can also help the support team to communicate and collaborate with the development team and the stakeholders, by providing visual evidence and data of the incidents. Session replay can significantly accelerate mean-time-to-restore by reducing the time and effort required to investigate and resolve issues, as well as by improving the quality and reliability of the application

NEW QUESTION # 23
Where do features go after Continuous Exploration?

• A. Into Continuous Integration, where they are then split into Stories
• B. Into Continuous Integration, where they are deployed with feature toggles
• C. Into Continuous Development, where they are implemented in small batches
• D. Into the Portfolio Backlog, where they are then prioritized

Answer: A

Explanation:
Explanation
In the Scaled Agile Framework (SAFe), after features are defined and designed during Continuous Exploration, they move into Continuous Integration. Here, they are further broken down into smaller, implementable parts known as user stories. These stories are then developed, tested, and integrated into the existing codebase. This process ensures that new features are developed in a systematic and efficient manner, with regular integration and testing to maintain quality and readiness for release.

NEW QUESTION # 24
How frequently should Agile Release Trains release?
Choose the correct option from below list

• A. Continuously
• B. Once per iteration
• C. One per PI
• D. On demand

Answer: D

Explanation:
Explanation
Agile Release Trains (ARTs) should release on demand, which means releasing new functionality immediately or incrementally based on business and customer needs. Release on demand is the final aspect of the Continuous Delivery Pipeline (CDP) in SAFe DevOps, which enables the delivery of value to the end user as fast as possible, based on market demand. The decision of what and when to release is a critical economic driver that requires careful consideration of the customer needs, market rhythms, and economic outcomes. Release on demand is decoupled from the Continuous Deployment activity, which automates the migration of new functionality from a staging environment to production, where it is made available for release

NEW QUESTION # 25
What falls outside the scope of the Stabilize activity?

• A. Continuous security monitoring is done
• B. Features are monitored after release
• C. Failover and recovery processes are in place
• D. Blue/green deployment

Answer: D

Explanation:
Explanation
Blue/green deployment falls outside the scope of the Stabilize activity. The Stabilize activity is part of the Release on Demand aspect of the Continuous Delivery Pipeline, which is responsible for releasing new functionality to end users, either immediately or incrementally, based on business and customer needs. The Stabilize activity ensures that the solution is working well from a functional and nonfunctional perspective, and that it can be operated and supported effectively. The Stabilize activity involves the following practices:
Continuous security monitoring - Applying automated tools and processes to detect and respond to security threats and vulnerabilities in the production environment, and ensuring compliance with security policies and standards.
Failover and recovery processes - Establishing and testing backup and restore mechanisms, disaster recovery plans, and business continuity procedures, to ensure the availability and resilience of the solution in case of failures or disruptions.
Features monitoring - Collecting and analyzing data on the usage, performance, and outcomes of the released features, to measure their value and impact, and to identify any issues or defects that need to be fixed or improved.
Support and maintenance - Providing ongoing support and maintenance for the solution, such as resolving incidents, handling requests, applying patches, and performing upgrades, to ensure the reliability and quality of the solution.
Blue/green deployment, on the other hand, is a technical practice that belongs to the Continuous Deployment aspect of the Continuous Delivery Pipeline, which is responsible for deploying new functionality into the production environment, where it can be tested and validated. Blue/green deployment is a change management strategy that reduces the downtime and risk of deploying new versions of software. It involves having two identical but separate environments: one is the active environment that serves the user traffic (blue), and the other is the inactive environment that hosts the new version of the software (green). The deployment process consists of switching a small portion of the user traffic from the blue environment to the green environment, after verifying that the new version is working properly. The portion of users who receive the new version are called canaries, as they serve as early indicators of the quality and performance of the new version. If the canary release is successful, the entire user traffic is gradually switched to the green environment, which becomes the new active environment. If the canary release fails, the user traffic is switched back to the blue environment, which remains the active environment. Blue/green deployment has several benefits, such as:
It allows for fast and reliable rollback, in case of any issues or errors in the new version, by simply switching back to the active environment.
It eliminates the need for complex and error-prone migration scripts, as the inactive environment can be prepared and tested in advance, without affecting the active environment.
It enables testing and experimentation of the new version with a subset of users, by directing some user traffic to the inactive environment, before switching completely.
It facilitates continuous delivery and deployment, by automating the switching process and reducing the transaction cost and risk of moving changes to production

NEW QUESTION # 26
What organizational anti-pattern does DevOps help to address?

• A. Teams that are isolated and working within functional areas (e.g., business, operations, and technology)
• B. Too much focus on centralized planning
• C. Walls of confusion between Customers and the business
• D. Organizations that make decisions along functional lines

Answer: A

Explanation:
Explanation
According to the SAFe DevOps Practitioner 6.0 study guide1, one of the organizational anti-patterns that DevOps helps to address is teams that are isolated and working within functional areas (e.g., business, operations, and technology). This anti-pattern creates silos, conflicts, and inefficiencies that hinder the collaboration and integration needed for continuous delivery. For example, some teams may prioritize speed over quality, while others may prioritize security over innovation. Some teams may resist change and adopt outdated practices, while others may embrace new technologies and methodologies. These differences can lead to misalignment, duplication, and waste of resources that slow down the delivery pipeline and reduce the value to customers. Therefore, DevOps helps to break down the functional silos and enable cross-functional teams that work together to deliver value to customers faster and more reliably.

NEW QUESTION # 27
The DevOps Health Radar aligns the four aspects of the Continuous Delivery Pipeline to which four stakeholder concerns?

• A. Alignment, quality, time-to-market, business value
• B. Productivity, efficiency, speed-to-market, competitive advantage
• C. Exploration, integration, development, reflection
• D. Portfolio, Solution, ART, team

Answer: A

Explanation:
Explanation
The DevOps Health Radar aligns the four aspects of the Continuous Delivery Pipeline to four stakeholder concerns: alignment, quality, time-to-market, and business value. The DevOps Health Radar is a tool that helps Agile Release Trains (ARTs) and Solution Trains assess their ability to Release on Demand, which is the process of delivering value to customers whenever there is a business need. The DevOps Health Radar consists of four dimensions that correspond to the four aspects of the Continuous Delivery Pipeline: Continuous Exploration (CE), Continuous Integration (CI), Continuous Deployment (CD), and Release on Demand. Each dimension has four sub-dimensions that reflect the key practices and capabilities that enable the flow of value.
The DevOps Health Radar helps the ARTs and Solution Trains to measure their maturity in each sub-dimension, using a scale of Sit, Crawl, Walk, Run, or Fly. The DevOps Health Radar also helps the ARTs and Solution Trains to identify the gaps and improvement opportunities in their DevOps practices, and to prioritize the next steps toward achieving higher levels of maturity. The DevOps Health Radar aligns the four aspects of the Continuous Delivery Pipeline to four stakeholder concerns, as shown in Figure 1:
Alignment - Alignment is the concern of ensuring that the solution is aligned with the customer needs, market opportunities, and strategic goals of the enterprise. Alignment is achieved by applying the CE aspect, which involves exploring the market and customer problems, defining a vision, roadmap, and set of features for the solution, and validating the assumptions and hypotheses with customer feedback and data.
Quality - Quality is the concern of ensuring that the solution meets the functional and nonfunctional requirements and standards, and that it does not introduce any defects or vulnerabilities. Quality is achieved by applying the CI aspect, which involves developing, testing, integrating, and validating new functionality in preparation for deployment and release.
Time-to-market - Time-to-market is the concern of ensuring that the solution can be delivered and deployed to the production environment as fast and as frequently as possible, without compromising quality or security. Time-to-market is achieved by applying the CD aspect, which involves automating and streamlining the deployment process, and ensuring the stability and reliability of the production environment.
Business value - Business value is the concern of ensuring that the solution delivers the expected outcomes and benefits to the customer and the enterprise, and that it can be adapted and improved based on the changing needs and feedback. Business value is achieved by applying the Release on Demand aspect, which involves releasing new functionality to the customer incrementally or immediately, based on the market demand, and measuring and learning from the results12
1: https://scaledagileframework.com/blog/assess-your-devops-health-with-the-safe-devops-radar/ 2:
https://support.scaledagile.com/s/article/Exam-Study-Guide-SDP-6-0-SAFe-for-DevOps

NEW QUESTION # 28
What is the primary goal of the Stabilize activity?
Choose the correct option from below list

• A. To achieve active-active site replication
• B. To establish quality-of-service agreements with customers
• C. To avoid unplanned outages and security breaches
• D. To enhance stability with blue/green deployment

Answer: C

Explanation:
Explanation
The primary goal of the Stabilize activity is to avoid unplanned outages and security breaches. The Stabilize activity is part of the Release on Demand aspect of the CDP in SAFe DevOps, which ensures the solution is working well from a functional and nonfunctional requirements (NFR) perspective. The Stabilize activity involves practices such as monitoring, logging, alerting, incident response, and disaster recovery. These practices help to detect and resolve issues quickly, minimize the impact of failures, and restore normal operations as soon as possible

NEW QUESTION # 29
When does the Continuous Integration aspect of the Continuous Delivery Pipeline begin?

• A. When the Team Backlog has been refined
• B. When code is checked in to version control
• C. When a User Story has satisfied its definition of done
• D. When a Feature has been pulled for work

Answer: D

NEW QUESTION # 30
Which metric reflects the quality of output at each step in the Value Stream?

• A. Percent Complete and Accurate (%C&A)
• B. Code quality
• C. Active Time
• D. Flow Efficiency

Answer: A

Explanation:
Explanation
According to the SAFe DevOps Practitioner 6.0 study guide and handbook, the metric that reflects the quality of output at each step in the Value Stream is Percent Complete and Accurate (%C&A). This metric measures the relative cost of delay divided by the relative job duration, which indicates how efficiently the value stream delivers value to customers. The handbook states that "Percent Complete and Accurate (%C&A) is a metric that measures the relative cost of delay divided by the relative job duration."1 Therefore, %C&A helps teams identify and eliminate any waste or inefficiencies in their value stream.

NEW QUESTION # 31
What is the primary purpose of creating an automated test suite?
Choose the correct option from below list

• A. To increase unit test coverage during an Iteration
• B. To eliminate all manual testing
• C. To increase the return on investment for finding defects
• D. To enable continuous testing

Answer: D

Explanation:
Explanation
The primary purpose of creating an automated test suite is to enable continuous testing in SAFe DevOps.
Continuous testing is the process of executing automated tests as part of the software delivery pipeline to obtain immediate feedback on the business risks associated with a software release candidate. Continuous testing supports the other aspects of the Continuous Delivery Pipeline (CDP) by providing fast and frequent feedback on the quality and compliance of the solution. Continuous testing also reduces the cost and effort of manual testing and increases the confidence and reliability of the solution. Continuous testing requires a test automation strategy that covers all types of tests, such as unit, integration, functional, performance, security, and user acceptance tests

NEW QUESTION # 32
What are the first two actions for visualizing the current state of the Continuous Delivery Pipeline? (Choose two.)

• A. Calculate Total Lead Time
• B. Calculate Total Process Time
• C. Identify improvement items
• D. Identify the steps
• E. Identify the people

Answer: D,E

Explanation:
Explanation
The first two actions for visualizing the current state of the Continuous Delivery Pipeline are to identify the steps and the people. The Continuous Delivery Pipeline (CDP) represents the workflows, activities, and automation needed to guide new functionality from ideation to an on-demand release of value. The CDP consists of four aspects: Continuous Exploration (CE), Continuous Integration (CI), Continuous Deployment (CD), and Release on Demand. Visualizing the current state of the CDP helps the organization to understand the flow of value, measure the performance, and identify the improvement opportunities. To visualize the current state of the CDP, the first two actions are to identify the steps and the people involved in each aspect of the CDP. The steps are the activities and tasks that are performed to deliver value, such as ideation, development, testing, deployment, and release. The people are the roles and responsibilities that are involved in each step, such as product owners, developers, testers, operations, and security. Identifying the steps and the people helps to create a value stream map of the CDP, which is a visual representation of the end-to-end delivery process

NEW QUESTION # 33
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