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Last Updated: Jul 22, 2026
No. of Questions: 85 Questions & Answers with Testing Engine
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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Debugging, Assertions, and Testing Techniques | 31.4% | |
| Topic 2: Static Analysis, Dynamic Testing, and Code Refactoring | 28.6% | |
| Topic 3: Core Software Testing Concepts | 17.1% | |
| Topic 4: Software Testing Types, Levels, and Processes | 22.9% |
1. Which are valid logging levels in Python's logging module?
A) TRACE
B) DEBUG
C) ERROR
D) INFO
2. Which are benefits of code refactoring?
A) Shorter load times
B) Simplified maintenance
C) Guaranteed performance boost
D) Enhanced code readability
3. At which stage of the Software Development Lifecycle (SDLC) does testing first become relevant in modern development methodologies?
A) Design
B) Requirements
C) Coding
D) Testing
4. Your team is testing a machine learning model deployed as a microservice. Unit tests are written using stubs. Integration tests are performed with fake models. Stress tests check service behavior under data overload.
Which types of testing and doubles are being used here?
A) Unit testing
B) Stub
C) Compliance testing
D) Fake object
E) Stress testing
5. Which Python refactoring strategy helps eliminate duplicate code?
A) Modifying type hints
B) Adding new branches
C) Removing assertions
D) Extracting reusable functions
Solutions:
| Question # 1 Answer: B,C | Question # 2 Answer: B,D | Question # 3 Answer: B | Question # 4 Answer: A,B,E | Question # 5 Answer: D |
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