Microsoft Ads Asset-Level Disapprovals: What Marketers Must Know
2 Dec 2025
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Development & Implementation
Define Static Analysis in software development. List 3 types of issues (e.g., uninitialized variables, potential security vulnerabilities) that a static analysis tool can detect without running the code.
Develop a clear policy for Code Comments. The policy must specify when comments are mandatory (e.g., public APIs, complex algorithms) and when comments are discouraged or unnecessary (e.g., obvious code).
Explain the Don't Repeat Yourself (DRY) principle. Provide a simple code example (pseudocode) that violates the DRY principle and a refactored version that adheres to it using a utility function or class inheritance.
Define Continuous Integration (CI). List 4 specific, automated checks (e.g., unit tests, code linting) that should be mandatory every time a developer commits code to the shared repository.
Define Defensive Programming. List 3 specific coding techniques (e.g., input validation, bounds checking) that exemplify defensive programming and improve the reliability and robustness of the software.
Outline 5 mandatory best practices for conducting effective Code Reviews within a development team. Practices should cover scope, focus (e.g., logic vs. style), and time limit for the review process.
List 5 essential features (e.g., code completion, debugging, refactoring tools) of a modern Integrated Development Environment (IDE) that significantly increase developer productivity and code quality.
Define Technical Refactoring. Propose a formal process for scheduling and executing a large-scale refactoring task (e.g., renaming a core module). The process must prioritize maintaining external behavior and unit test coverage.
Develop a clear policy for writing descriptive Git Commit Messages. The policy must specify the required format (e.g., Conventional Commits: type(scope): subject) and prohibit two types of vague messages (e.g., 'Fix bug').
Define Pair Programming. List 3 distinct benefits it provides in terms of code quality, knowledge transfer, and early bug detection, justifying its use despite requiring twice the time investment.
Define Cyclomatic Complexity. Explain why a high Cyclomatic Complexity score for a function is considered a code quality risk in terms of testability and maintainability.
Develop a consistent Error Handling Policy for an application. The policy must differentiate between Exceptions (recoverable errors) and Errors (unrecoverable issues) and specify the mandated logging level for each.
Explain the Liskov Substitution Principle (LSP) (the 'L' in SOLID). Provide a high-level example of how a subclass should correctly extend a parent class without violating the LSP.
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