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ISQI CTAL-TAE_V2 Exam Syllabus Topics:

SectionWeightObjectives
Implementing Test Automation11%- Managing technical debt
- Developing and maintaining automation components
- Handling synchronization, stability and reliability
- Planning and running pilot projects
Test Automation Architecture15%- Interoperability and integration concepts
- Design principles and patterns for automation
- Generic Test Automation Architecture (gTAA)
- Layered frameworks and separation of concerns
Introduction and Objectives for Test Automation5%- Purpose, benefits and limitations of test automation
- Roles and responsibilities of a Test Automation Engineer
- Test automation in software development lifecycle models
Implementation and Deployment Strategies12%- Test execution strategies and environment management
- Test data management approaches
- Configuration management and version control
- Integration with CI/CD pipelines
Preparing for Test Automation14%- Cost, effort and ROI analysis
- Identifying automation opportunities and constraints
- Assessing system testability and architecture
- Evaluating and selecting test tools
Continuous Improvement19%- Streamlining and maintaining test assets
- Upgrading tools and frameworks
- Adapting to new technologies and requirements
- Refactoring and optimizing automation
Verifying the Test Automation Solution12%- Verifying automation code and infrastructure
- Assessing quality and reliability of automation
- Validating test suite correctness
Reporting and Metrics12%- Reporting to stakeholders
- Visualization and dashboards
- Collecting and analyzing data
- Defining relevant automation metrics

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ISQI ISTQB Certified Tester Advanced Level - Test Automation Engineering CTAL-TAE (Syllabus v2.0) Sample Questions (Q30-Q35):

NEW QUESTION # 30
What would be a goal of test automation in a Preproduction environment?

Answer: A

Explanation:
A preproduction environment is designed to resemble the production environment as closely as practicable and is therefore particularly appropriate for assessing non-functional quality characteristics. CTAL-TAE specifically identifies performance efficiency as an example of the type of characteristic commonly assessed in preproduction. Although non-functional testing can theoretically occur in other environments, preproduction provides greater realism in infrastructure, configuration, integration, and operating conditions.
Building software and verifying the correctness of the resulting build belong primarily to the build environment. Component functionality is normally verified earlier, such as within local development or build environments, while broader integration testing occurs within integration environments. Preproduction may also support user acceptance testing and execution of existing automated suites, but among the listed choices its distinguishing automation objective is assessment of non-functional characteristics.
(https://www.istqb.org/wp-content/uploads/2024/11/ISTQB_CTAL-TAE_Syllabus_v2.0.pdf)


NEW QUESTION # 31
What is considered to be an ADVANTAGE of test automation?

Answer: B

Explanation:
One explicit advantage listed in CTAL-TAE is the ability to create and execute tests that cannot practically be performed manually. Examples include real-time response testing, remote testing, and parallel execution. This directly supports option D. Automation is not automatically cheaper or faster to develop and maintain than manual testing; substantial initial implementation and ongoing maintenance costs may be required.
Automated tests also do not inherently discover more defects, because defect detection depends on test design, coverage, risk focus, and suitable oracles rather than simply whether execution is automated.
Likewise, automated tests may actually require significant maintenance when the SUT changes, particularly when automation is tightly coupled to unstable interfaces. The genuine advantage is that automation enables repeatable, high-volume, time-sensitive, concurrent, or technically impractical test execution beyond what human manual execution can reasonably achieve.
(https://istqb.org/wp-content/uploads/2024/11/ISTQB_CTAL-TAE_Syllabus_v2.0.pdf)


NEW QUESTION # 32
An automated test case that should always pass sometimes passes and sometimes fails intermittently (non- deterministic behavior) when executed in the same test environment, even if no code (i.e., SUT code or the test automation code) has been changed. Which of the following statements about the root cause of this non- deterministic behavior is TRUE?

Answer: B

Explanation:
TAE treats non-deterministic (flaky) test behavior as a symptom that can originate from multiple sources:
timing and synchronization issues, race conditions, concurrency, environmental variability (resource contention, network latency), unstable test data, third-party dependencies, or hidden state leakage between tests. Because these causes often span boundaries-application code, infrastructure, deployment configuration, test tooling, and data pipelines-finding the true root cause frequently requires collaboration beyond the TAE role. Developers may need to inspect application logs, thread behavior, and recent architectural assumptions; system engineers may need to analyze resource saturation, container orchestration events, network anomalies, or environment drift. Option A is too specific and assertive: the root cause is not necessarily a race condition, and logs may not be sufficient to identify it. Option C is incorrect because no code change does not imply the environment is the only cause; flaky behavior can stem from hidden nondeterminism in the system or tests that is always present but only sometimes triggers. Option D is also incorrect; intermittent failures are often harder to diagnose than consistent deterministic failures because evidence is less reproducible. Therefore, the true statement is that determining the root cause may require support from developers and system engineers in addition to the TAE.


NEW QUESTION # 33
Which part of the SUT can be changed to better support test automation?

Answer: B

Explanation:
CTAL-TAE treats testability as a non-functional characteristic that should ideally be designed into the SUT.
One mechanism for improving testability is the use of system environment variables. Application parameters exposed through environment variables can be administratively changed to make automated testing easier by improving controllability, configuring specific behavior, or enabling suitable test conditions without modifying production logic. Deployment variables provide a similar capability before deployment. Internet provider restrictions are external constraints rather than an intentional SUT testability mechanism. Reducing or increasing the number of features does not intrinsically make the system easier to automate, and changing the operating system version is primarily an environmental or compatibility consideration. Therefore, system environment variables are the syllabus-supported mechanism that can deliberately be changed to improve automation support.
(https://www.istqb.org/wp-content/uploads/2024/11/ISTQB_CTAL-TAE_Syllabus_v2.0.pdf?
utm_source=chatgpt.com)


NEW QUESTION # 34
When choosing an automation tool, which would be the BEST option for automation testers who have programming skills?

Answer: A

Explanation:
The syllabus states that a test automation approach and architecture should account for the roles and skill sets that must be supported. During tool evaluation, the language and technology of the automation tool and its IDE are explicit assessment criteria. For testers who already possess programming skills, selecting a tool whose language aligns with the SUT technology can leverage existing technical expertise, simplify integration, and reduce the learning and maintenance burden. A COTS tool is not automatically superior merely because it is commercial, and open-source tools should not be rejected solely because of their licensing model. Low-code or no-code tools can be useful where programming expertise is limited, but they do not exploit the stated strength of this team. Therefore, option A is the best contextual choice.
(https://www.istqb.org/wp-content/uploads/2024/11/ISTQB_CTAL-TAE_Syllabus_v2.0.pdf)


NEW QUESTION # 35
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