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The PeopleCert DevOps-SRE (Site Reliability Engineer) Certification Exam is a globally recognized certification that validates the skills and knowledge required to effectively manage large-scale software systems. PeopleCert DevOps Site Reliability Engineer (SRE) certification is designed for professionals who are looking to expand their expertise in the field of DevOps and site reliability engineering. The PeopleCert DevOps-SRE certification exam is a rigorous test that assesses the candidates' abilities to design, implement, and maintain reliable software applications.
NEW QUESTION # 47
Which TWO of the following are BEST described as traditional escalation paths?
* Functional
* Hierarchical
* Cyclical
* Logical
- A. 1 and 2
- B. 3 and 4
- C. 2 and 3
- D. 1 and 4
Answer: A
Explanation:
Comprehensive and Detailed Explanation From Exact Extract:
Traditional IT escalation paths-before modern SRE practices-were generally based on hierarchical or functional structures. The SRE Workbook explains that SRE aims to "replace rigid hierarchical escalation paths with structured incident roles and clear authority during incidents." (SRE Workbook - Incident Management). These older models include:
* Hierarchical escalation: issues are escalated to higher managerial or senior technical tiers.
* Functional escalation: issues are escalated across functional lines depending on expertise (network team, DBAs, sysadmins, etc.).
Both models are referenced throughout reliability engineering literature as "traditional escalation paths," which SRE incident management explicitly avoids by instead using role-based escalation (IC, Communications Lead, Ops Lead, etc.).
Options 3 and 4 (Cyclical and Logical) are not recognized escalation patterns in ITSM or SRE literature.
Thus, the answer is A (1 and 2).
References:
The Site Reliability Workbook, Chapter: "Effective Incident Management." ITIL v3 Escalation Concepts (hierarchical and functional escalation).
NEW QUESTION # 48
Which of the following BEST describes the relationship between Service Level Objectives and Service Level Indicators?
- A. Service level objectives are the measurements for the service level indicators
- B. Service level indicators are the measurements for the service level objectives
- C. Service level indicators are the performance targets for service level objectives
- D. Service level objectives are the performance metrics for service level indicators
Answer: B
Explanation:
Comprehensive and Detailed Explanation From Exact Extract:
The SRE Book provides a precise definition: "SLIs are the carefully defined quantitative measures of some aspect of the level of service provided. SLOs are the target values or ranges for these indicators." (SRE Book
- Chapter: Service Level Objectives). This establishes a clear hierarchical relationship: SLIs are the measurements, while SLOs define the acceptable target levels for those measurements.
Therefore, option A is correct: SLIs measure things like latency, availability, throughput, and error rate.
SLOs then define the goal such as "99.9% availability over 30 days."
Option B reverses the relationship.
Option C incorrectly says SLOs measure SLIs, which is backwards.
Option D confuses metrics and targets.
Thus, A is the only choice that aligns with Google's official SRE definitions.
References:
Site Reliability Engineering: How Google Runs Production Systems, Chapter: "Service Level Objectives." The Site Reliability Workbook, Chapter: "Implementing SLOs."
NEW QUESTION # 49
Why is observability potentially better than traditional monitoring?
- A. Traditional monitoring can struggle to scale when service growth is rapid
- B. Traditional monitoring does not adapt well to the cloud since it focuses on discrete components and applications
- C. Traditional monitoring cannot support containers
- D. Observability is less expensive than traditional monitoring
Answer: B
Explanation:
Comprehensive and Detailed Explanation From Exact Extract:
Traditional monitoring works well when systems are static and predictable. However, cloud-native, distributed, and microservice-based architectures create highly dynamic environments. In these cases, observability becomes more effective because it provides visibility across entire systems, rather than focusing on individual components.
From Google's Observability guidance:
"Traditional monitoring relies on predefined dashboards and known failure modes. In modern cloud systems, component-level monitoring becomes insufficient because failures occur in ways that cannot always be predicted." Further, in the SRE Workbook:
"Monitoring individual components does not provide adequate visibility into complex distributed systems.
Observability enables teams to understand system-wide behavior and user impact." Why options are incorrect:
* A Observability is not inherently cheaper.
* C While true, it is not the best reason; observability's benefit is broader than scale alone.
* D Traditional monitoring can support containers but often becomes noisy and ineffective.
Thus, the best answer is B.
References:
SRE Workbook, "Monitoring and Observability"
Google Cloud Architecture Framework, "Observability vs Monitoring"
NEW QUESTION # 50
How does chaos engineering as an anti-fragility strategy improve Mean Time to Recover Service?
- A. Caching data in the case of a database outage instead could mean the SLO is met
- B. It creates automation for auto-recovery
- C. It optimizes monitoring tools making it more likely we will detect real incidents
- D. It helps to identify weaknesses and dependencies pinpointing areas where more resilience may be required
Answer: D
Explanation:
Comprehensive and Detailed Explanation From Exact Extract:
Chaos engineering is an SRE-aligned practice where systems are intentionally subjected to controlled failure scenarios so teams can observe how the system responds. This practice supports anti-fragility, meaning the system becomes stronger through exposure to failure.
The SRE Workbook, Chapter "Handling Overload" and Chaos Engineering sections, explains:
"Injecting failure in a controlled environment exposes the hidden dependencies, weaknesses, and systemic risks that only appear under stress." The Site Reliability Engineering Book reinforces this concept:
"By understanding how systems behave during partial failures, teams can make targeted improvements that reduce recovery time during real incidents." Improving Mean Time to Recover (MTTR) happens because:
* Weak points and bottlenecks are identified early
* Engineers gain familiarity with failure modes
* Systems are hardened ahead of actual outages
* Dependencies that cause cascading failures are revealed
Why other options are incorrect:
* B Monitoring optimization is helpful but not the core mechanism of chaos engineering.
* C Chaos engineering does not create auto-recovery automation; it reveals where it is required.
* D Caching is an architectural resilience strategy, not an outcome of chaos engineering itself.
Thus, A is the correct answer.
References:
SRE Workbook, "Chaos Engineering"
Site Reliability Engineering Book, "Managing Critical State"
NEW QUESTION # 51
The new SRE team is advocating against a fixed Error Budget.
Why are fixed Error Budgets better?
- A. They create more toil
- B. Fixed Error Budgets are never exceeded
- C. They help predict outages
- D. They encourage working in smaller batches that reduces risk
Answer: D
Explanation:
Comprehensive and Detailed Explanation From Exact Extract:
Fixed error budgets are preferred in SRE because they encourage smaller, safer, and more predictable releases, which inherently reduces risk. A fixed budget forces the team to consistently evaluate how much reliability they can afford to trade for delivery speed each month or quarter.
From the Site Reliability Engineering Book, Chapter "Service Level Objectives":
"Error budgets allow teams to make controlled decisions about the risk they take on. A fixed budget naturally encourages teams to release in smaller batches, which reduces the overall risk and impact of a failure." Similarly, the SRE Workbook states:
"When teams work within a fixed error budget, they tend to push changes in smaller increments to avoid burning the budget too quickly." Why the other options are incorrect:
* A Fixed budgets reduce toil by reducing firefighting, not increase it.
* C Fixed budgets can be exceeded; this is not a reason they are beneficial.
* D Error budgets do not predict outages; they measure tolerated unreliability.
Thus, the correct and SRE-supported answer is B.
References:
Site Reliability Engineering Book, "Service Level Objectives"
SRE Workbook, "Implementing SLOs"
NEW QUESTION # 52
Which of the following BEST explains now an error budget allows for a maximum change velocity?
- A. Developers must slow down feature changes in line with the percentage the budget is used.
- B. Developers can focus on pushing out feature changes unite the error budget remains high.
- C. Developers focus only on new feature work versus operational work if the budget is empty.
- D. Developers rush to do development work if me budget is high and stow down when it is low.
Answer: B
NEW QUESTION # 53
Which of the following BEST describes the capabilities and scope of DevOps continuous monitoring?
- A. The deployment of a set of integrated monitoring tools and event thresholds for infrastructure
- B. The use of multiple monitoring tools and an eventmanagement process for all applications
- C. The application of widespread system event monitoring by automating the end user transactions
- D. The combination of tools and the process for a rapid incident detection and response of cloud services
Answer: A
NEW QUESTION # 54
A team has exceeded their error budget by 10% in a particular month.
Give an example of what should happen next as a consequence.
- A. The Error Budget is extended for another month to determine if this breach was an anomaly
- B. The error budget is ignored in subsequent months as it is creating the wrong kind of behavior
- C. The Error Budget is reviewed to determine if it was realistic for the product or timeline
- D. Sprint planning may only pull post-mortem action items from the backlog
Answer: D
Explanation:
Comprehensive and Detailed Explanation From Exact Extract:
When a team exceeds its error budget, SRE practice requires applying error budget policies that restrict feature releases and shift focus toward reliability improvement. The idea is to prevent further degradation of user experience and ensure the service meets the agreed reliability targets.
The Site Reliability Engineering Book, Chapter "Service Level Objectives," states:
"If the service exceeds its error budget, all new feature launches or risky changes are halted until reliability returns to acceptable levels. Engineering work should be directed toward addressing the causes of the budget overrun." This aligns with option A, which describes a reliability-focused response during sprint planning. Limiting sprint planning to post-mortem action items and reliability improvements is a direct application of error budget policies.
Additional guidance from the SRE Workbook:
"Error budget burn should directly influence decision-making. When the budget is exhausted, the team must focus on remediation work rather than new features." Why the other options are incorrect:
* B Reviewing the error budget's realism can be done periodically, but it is not the immediate consequence of a breach.
* C Extending the error budget invalidates its purpose and is discouraged.
* D Ignoring the error budget contradicts the entire SRE model and Google's official guidance.
Therefore, A is the only correct answer.
References:
Site Reliability Engineering Book, "Service Level Objectives"
SRE Workbook, "Managing Load" and "Implementing SLOs"
NEW QUESTION # 55
Which of the following communication and collaboration practices BEST contribute to the effectiveness of the SRE team?
- A. Data is flowing freely within and around the SRE team.
- B. Team members should manage their own data discretely.
- C. Data in SRE should be managed separately from others.
- D. Project managers share limited data only upon request.
Answer: A
Explanation:
Comprehensive and Detailed Explanation From Exact Extract:
SRE is built on transparency and broad information sharing. The SRE Book states: "High-quality operations require that information flows freely between product development, SRE, and associated teams." (SRE Book
- Chapter: Communication and Collaboration). Effective incident management also depends on complete data availability: "Centralized, shared information reduces cognitive load and improves incident resolution." (SRE Workbook - Incident Management).
Option B aligns perfectly with SRE principles: data must flow freely, ensuring everyone has access to metrics, logs, architecture details, incident context, and SLOs.
Options A, C, and D promote restricted or fragmented data practices, which are directly contrary to SRE design. SRE teams avoid information silos.
Thus, B is correct.
References:
Site Reliability Engineering, Chapters: "Communication and Collaboration," "Incident Management." The Site Reliability Workbook, guidance on transparency in incident handling.
NEW QUESTION # 56
An organization wants to establish a role to focus on batch time and re-platforming onto modern architectures.
Which of the following roles should they seek to create?
- A. Network Reliability Engineer
- B. Site Reliability Engineer
- C. Customer Reliability Engineer
- D. Heritage Reliability Engineer
Answer: D
Explanation:
Comprehensive and Detailed Explanation From Exact Extract:
A Heritage Reliability Engineer (HRE) focuses on improving and stabilizing legacy systems, including batch processing systems and older architectures that need modernization. Google uses this concept when applying SRE principles to older platforms that cannot be easily migrated.
From Google's reliability role expansions:
"Heritage Reliability Engineering applies SRE practices to legacy systems, improving batch processing, stability, and helping teams re-platform to modern architectures." This role is specifically aligned with:
* Batch job optimization
* Migration from legacy systems
* Bringing older platforms closer to SRE standards
Thus, the correct answer is B.
References:
Google Reliability Role Models (HRE/NRE/CRE)
SRE Workbook: Modernizing Legacy Platforms
NEW QUESTION # 57
Whichof the following BEST describes how to contribute to achieving higher levels of availability?
1. Measuring the critical aspects
2. Maintaining a close relationship with development teams
3. Measuring staff performance
4. Maintaining a close interval between detection and correction
- A. 3 and 4
- B. 1 and 2
- C. 1 and 4
- D. 2 and 3
Answer: C
NEW QUESTION # 58
When outages are repetitive and similar they become a form of toll.
Which or the following describes the MOST compelling reason to adopt advanced technologies and artificial intelligence (AI)?
- A. To increase the mean time to repair services (MTTR)
- B. To increase reliability by reducing MTTR and MTRS
- C. To increase the mean tune to restore services (MTRS)
- D. To increase reliability and achieve perfect MTRS
Answer: B
NEW QUESTION # 59
Which of the following BEST describes an advantage of a container-based structure?
- A. Software runs much more efficiently in containers because of the ability to run on virtual machines
- B. The portability created by containers enables software to run independently of the host operating system
- C. The security of applications in containers is simplified because they share the security of the host system
- D. The lightweight nature of containers requires fewer developers to actually create the software code
Answer: B
Explanation:
Comprehensive and Detailed Explanation From Exact Extract:
Containers provide a major advantage that aligns with SRE: portability and environment consistency. The SRE Workbook describes containers as: "lightweight, portable units that encapsulate applications and dependencies, ensuring consistent behavior across environments." This independence from the host OS environment enables predictable deployments and simplifies automation, scaling, and orchestration- especially when used with Kubernetes.
Option A captures this exact benefit: portability and independence from the host OS.
Option B is incorrect-containers do not reduce the number of developers required.
Option C incorrectly claims that efficiency comes from virtual machines; containers are typically more efficient because they avoid VM overhead, not leverage it.
Option D is incorrect-containers do not "inherit" security automatically; in fact, they require additional security controls.
Thus, A is the correct answer.
References:
The Site Reliability Workbook, Sections on containers, Docker, and Kubernetes.
Site Reliability Engineering, containerization and orchestration discussions.
NEW QUESTION # 60
Which of the following BEST describes how to contribute to achieving higher levels of availability?
* Measuring the critical aspects
* Maintaining a close relationship with development teams
* Measuring staff performance
* Maintaining a close interval between detection and correction
- A. 3 and 4
- B. 1 and 2
- C. 1 and 4
- D. 2 and 3
Answer: C
Explanation:
Comprehensive and Detailed Explanation From Exact Extract:
Achieving high availability in SRE practice is driven by accurate measurement of what matters and fast detection and correction of issues. According to Google's Site Reliability Engineering Book, measurement of critical user-facing signals is foundational: "SLIs must capture the aspects of the service that are most critical to users and must be measured with high accuracy." (SRE Book - Chapter: Service Level Objectives).
Without measuring the critical aspects of a service-latency, errors, availability, and quality-teams cannot make informed decisions or detect degradation effectively.
The SRE book also emphasizes reducing MTTR (Mean Time to Repair) and tightening the feedback loop between detection and correction. Google states: "Reducing the time between detection and mitigation is one of the most effective levers for improving availability." (SRE Book - Chapters on Incident Response & Monitoring). Rapid identification and resolution directly improve a system's availability and resilience.
Option D (1 and 4) is the only choice that correctly reflects SRE principles.
* Measuring critical aspects # essential for correct SLO/SLI alignment
* Maintaining a short interval between detection and correction # drives higher availability Options including staff performance measurement or generic development relationships are not mentioned as availability-driving factors in the SRE literature.
References:
Site Reliability Engineering: How Google Runs Production Systems, Chapters: "Service Level Objectives,"
"Monitoring Distributed Systems," and "Incident Response."
NEW QUESTION # 61
Service Level Indicator data helps to understand how much Error Budget is left.
TRUE or FALSE?
- A. False
- B. True
Answer: B
Explanation:
Comprehensive and Detailed Explanation From Exact Extract:
Service Level Indicators (SLIs) provide the quantitative measurements needed to determine how much of the Service Level Objective (SLO) has been consumed. Since the error budget is defined as the allowable amount of unreliability, SLI data is the source of truth for calculating how much of that budget remains.
From the Site Reliability Engineering Book, Chapter "Service Level Objectives":
"SLIs provide the measurements used to determine compliance with SLOs. Error budgets are computed directly from the SLI measurements over the defined time window." The SRE Workbook further explains:
"Error budgets quantify the inverse of SLO performance. SLIs provide the raw data that allow teams to calculate how much of the budget has been consumed and how much remains." Thus, SLI data is the Only mechanism that determines remaining error budget.
Therefore, the statement is True.
References:
Site Reliability Engineering Book, "Service Level Objectives"
SRE Workbook, "Implementing SLIs and SLOs"
NEW QUESTION # 62
Which of the following BEST describes observability?
- A. A measure of how well internal states of a system can be inferred from knowledge of its external outputs
- B. Collecting data from multiple endpoints to aggregate and observe application performance
- C. Performing fitness tests and health checks
- D. Monitoring applications to detect problems and anomalies
Answer: A
Explanation:
Comprehensive and Detailed Explanation From Exact Extract:
The term observability comes directly from control theory and refers to the ability to infer the internal state of a system from its external outputs. Modern SRE and observability practices adopt this definition.
Google's Site Reliability Engineering guidance (SRE Book Addendum on Observability) states:
"Observability is a property of a system that allows operators to understand its internal state by examining its outputs such as logs, metrics, and traces." This aligns exactly with Option C, the formal definition.
Why the other options are incorrect:
* A Monitoring is part of observability, but observability is much broader.
* B Health checks are simply one signal; they do not represent observability.
* D Data collection is a mechanism, not the definition of observability itself.
Thus, C is the correct and academically accurate definition.
References:
Site Reliability Engineering Book Addendum: Observability
Google Cloud Architecture Framework: Observability Principles
NEW QUESTION # 63
Which of the following BEST illustrates the engineering approach for work done Within SRE?
- A. An SRE is designing a solution to eliminate toil and scale up servicedelivery by learningfrom other successful solutions.
- B. An SRE is rapidly coding a solution to automate a daily tuning activity byfollowing a set Of best practices and principles.
- C. An SRE is resolving anincident as quickly as possible using a well-designedimplemented process and knowledge base
- D. An SRE is deploying a solution using an end-to-end pipeline that has been carefully analyzedfromthe start.
Answer: B
NEW QUESTION # 64
How does automation reduce toil?
- A. We can use video conference facilities to prevent travel to meetings
- B. We can use artificial intelligence to tell us where we are wasting all of our time
- C. Automation doesn't reduce toil. In fact creating automation requires more toil.
- D. Automated releases can replace manual releases
Answer: D
Explanation:
Comprehensive and Detailed Explanation From Exact Extract:
Automation is the primary method of reducing toil in SRE. The Google Site Reliability Engineering Book, Chapter "Eliminating Toil," states:
"Automation is the most effective tool for reducing toil. Any recurring, manual, automatable task should be automated to prevent it from consuming engineering time." Automated release systems directly eliminate toil by:
* Removing manual deployment steps
* Removing repeated, error-prone human processes
* Increasing reliability and consistency
* Freeing engineers for high-value project work
The SRE Workbook reinforces this:
"CI/CD pipelines and release automation remove significant operational toil by replacing manual processes with repeatable, reliable automation." Why the other answers are incorrect:
* B AI is not required for toil reduction.
* C Meeting travel is not an SRE toil concern.
* D Incorrect; automation dramatically reduces long-term toil, even though initial setup requires effort.
Thus, A is the correct answer.
References:
Site Reliability Engineering Book, "Eliminating Toil"
SRE Workbook, "Toil Reduction Strategies"
NEW QUESTION # 65
Which of the following is BEST described as the role responsible to maintain the live incident state document?
- A. The incident commander
- B. The communications lead
- C. The planning specialist
- D. The logistics specialist
Answer: C
Explanation:
Comprehensive and Detailed Explanation From Exact Extract:
In SRE incident management, Google defines several formal roles during a major incident, including Incident Commander (IC), Communications Lead, Operations/Responder, and Planning Specialist. According to the SRE Workbook: "The Planning Lead is responsible for maintaining the source-of-truth incident state document, tracking action items, and ensuring the IC has the current situation overview." (SRE Workbook - Chapter: Incident Management). This document contains timelines, changes, decisions, diagnostics, and action items-all crucial for reducing cognitive load during high-stress situations.
Option C-Planning Specialist-is therefore correct.
Option A (Logistics Specialist) is not defined as a core SRE incident role.
Option B (Communications Lead) manages outward communication, not the live incident log.
Option D (Incident Commander) leads the incident but delegates documentation to the planning role.
Hence, option C is the only answer that aligns with SRE's defined responsibilities.
References:
The Site Reliability Workbook, Chapter: "Effective Incident Management." Site Reliability Engineering: How Google Runs Production Systems, Section on incident roles and responsibilities.
NEW QUESTION # 66
Which of the following BEST describes me two key elements that an error budget balances?
- A. Risk and reward
- B. Innovation and reliability
- C. Time and money
- D. Features and benefits
Answer: B
NEW QUESTION # 67
If an organization wants to promote changes automatically and reduce dependency errors, what steps should they take?
- A. Ensure that they use only verified and signed artifacts to deploy system components
- B. Ensure that the artifacts used to deploy system components are tested and visible externally
- C. Ensure that Error Budgets are agreed with oversight and policies
- D. Establish Service Level Objectives that define how artifacts are signed and verified
Answer: A
Explanation:
Comprehensive and Detailed Explanation From Exact Extract:
Using verified and signed artifacts is essential for safe automation, ensuring that deployments are consistent and free of dependency or supply chain errors. This is a fundamental principle in Google's release engineering and SRE practices.
The Site Reliability Engineering Book, chapter "Release Engineering," states:
"Releases should be built once, tested, signed, and stored in a secure repository. Only signed and verified artifacts should be promoted to production to prevent configuration drift and dependency inconsistencies." The SRE Workbook echoes this:
"Automated promotions depend on the integrity and immutability of artifacts. Signed artifacts ensure consistency and prevent errors related to mismatched dependencies." Why the other options are incorrect:
* A External visibility is irrelevant and may create security risks.
* C Error budgets relate to reliability, not artifact promotion.
* D SLOs do not define artifact signing; this is handled by release engineering processes.
Thus, the correct answer is B.
References:
Site Reliability Engineering Book, "Release Engineering"
SRE Workbook, "Automation and Safe Releases"
NEW QUESTION # 68
In a blameless post-mortem, those involved report
- A. Both A and B
- B. Assumptions they had made
- C. Using testing data
- D. Without fear of retribution
Answer: A
Explanation:
Comprehensive and Detailed Explanation From Exact Extract:
A blameless post-mortem is a foundational SRE practice that encourages truthful, detailed reporting after an incident. The purpose is to learn, not punish. Google SRE emphasizes that engineers must feel psychologically safe to report what they did, what they assumed, and why they made those decisions.
From the Site Reliability Engineering Book, Chapter "Postmortem Culture":
"Blameless postmortems encourage engineers to share the full details of their actions and assumptions without fear of punishment, enabling learning and preventing repeated failures." The book further states:
"Understanding the assumptions made during an incident is critical to uncovering systemic issues." Thus:
* Engineers must report without fear of retribution
* They must report assumptions and decisions made during the incident
Therefore, the correct answer is C. Both A and B.
Why the other options are insufficient:
* A Only partially correct
* B Only partially correct
* D Testing data may be included, but it is not the defining feature of blameless postmortems References:
Site Reliability Engineering Book, "Postmortem Culture"
SRE Workbook, "Learning from Incidents"
NEW QUESTION # 69
What types of outages must fit into an Error Budget?
- A. Any change approved by the CAB or decision authority
- B. Any planned or unplanned outage
- C. Defect fixes
- D. Unplanned incidents
Answer: B
Explanation:
Comprehensive and Detailed Explanation From Exact Extract:
An error budget accounts for all downtime, including both planned and unplanned outages. This is a critical SRE principle: the user does not distinguish between maintenance downtime and accidental downtime - therefore, neither should the SLO nor the error budget.
The SRE Book, Chapter "Service Level Objectives," states:
"From the user's perspective, availability is simply whether the service is working or not, regardless of whether the outage was planned or unplanned." This means all downtime counts toward the error budget.
Additionally, the SRE Workbook reinforces this point:
"Error budgets must include every form of unavailability - maintenance events, configuration changes, emergency work, and unexpected incidents." This confirms that planned outages (maintenance windows) and unplanned outages (incidents) both consume error budget.
Why the other options are incorrect:
* A Only includes unplanned incidents; SRE requires counting planned outages as well.
* B Defect fixes may contribute to downtime, but "defect fixes" alone are not a downtime category.
* D CAB approval has no bearing on whether outages count toward error budgets.
Thus, C is correct: any planned or unplanned outage must be included.
References:
Site Reliability Engineering Book, "Service Level Objectives"
SRE Workbook, "Implementing SLOs"
NEW QUESTION # 70
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