GitHub Copilot Intermediate Practice Exam: Medium Difficulty 2025
Ready to level up? Our intermediate practice exam features medium-difficulty questions with scenario-based problems that test your ability to apply concepts in real-world situations. Perfect for bridging foundational knowledge to exam-ready proficiency.
Your Learning Path
What Makes Intermediate Questions Different?
Apply your knowledge in practical scenarios
Medium Difficulty
Questions that test application of concepts in real-world scenarios
Scenario-Based
Practical situations requiring multi-concept understanding
Exam-Similar
Question style mirrors what you'll encounter on the actual exam
Bridge to Advanced
Prepare yourself for the most challenging questions
Medium Difficulty Practice Questions
10 intermediate-level questions for GitHub Copilot
A development team is using GitHub Copilot and notices that suggestions are sometimes based on outdated coding patterns from their legacy codebase. They want to improve the relevance of suggestions for their new microservices architecture. What is the MOST effective approach to achieve this?
A developer is writing a Python function to process sensitive customer data. They notice GitHub Copilot is suggesting code that includes hardcoded API keys and credentials. What should the developer do to maintain security while still leveraging Copilot effectively?
A software engineer is implementing a complex algorithm and receives multiple GitHub Copilot suggestions. The first suggestion appears to work but has O(n²) time complexity. Which approach BEST balances productivity with code quality?
Your team is transitioning from JavaScript to TypeScript. A junior developer asks how GitHub Copilot can help accelerate this migration. What combination of techniques would be MOST effective?
A developer is working on a REST API with Express.js and wants GitHub Copilot to suggest consistent error handling across all endpoints. The current codebase has mixed error handling approaches. What is the BEST strategy?
Your organization is evaluating GitHub Copilot's impact on code quality. After three months, code reviews show that Copilot-assisted code has more comprehensive unit tests but occasionally includes unused imports and variables. What approach addresses this while maintaining productivity benefits?
A development team is using GitHub Copilot for a multi-language project that includes Python backend services and React frontend components. Developers report that Copilot sometimes suggests React code while working on Python files. What is the MOST likely cause and solution?
Your team is implementing a code review process for Copilot-generated code. A team member argues that all Copilot suggestions should be reviewed with the same rigor as human-written code, while another suggests accepting all suggestions to maximize velocity. What balanced approach BEST serves the team?
A developer is using GitHub Copilot to write unit tests for a complex authentication service. The initial suggestions only cover happy path scenarios. How can the developer guide Copilot to generate more comprehensive test coverage?
Your organization wants to measure the ROI of GitHub Copilot adoption. Beyond velocity metrics, what combination of factors provides the MOST comprehensive assessment of Copilot's value?
Mastered the intermediate level?
Challenge yourself with advanced questions when you score above 85%
GitHub Copilot Intermediate Practice Exam FAQs
GitHub Copilot is a professional certification from Microsoft Azure that validates expertise in github copilot technologies and concepts. The official exam code is AZURE-4.
The GitHub Copilot intermediate practice exam contains medium-difficulty questions that test your working knowledge of core concepts. These questions are similar to what you'll encounter on the actual exam.
Take the GitHub Copilot intermediate practice exam after you've completed the beginner level and feel comfortable with basic concepts. This helps bridge the gap between foundational knowledge and exam-ready proficiency.
The GitHub Copilot intermediate practice exam includes scenario-based questions and multi-concept problems similar to the AZURE-4 exam, helping you apply knowledge in practical situations.
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