C# & .NET 8 Architect Mastery

Mutation Testing: Testing the quality of your tests

1 Views Updated 5/4/2026

Mutation Testing with Stryker

Code coverage is a lie. You can have 100% coverage with tests that don't actually 'Assert' anything. Mutation Testing is the only way to know if your tests are actually protecting your code.

1. How it works

A tool like **Stryker.NET** goes into your source code and intentionally 'Mutates' it. - It changes `if (x > 10)` to `if (x < 10)`. - It changes `return a + b` to `return a - b`. Then, it runs your tests. If your tests still **PASS** after the code was corrupted, it means your tests are weak (the mutant "Survived"). If the test fails, the mutant was "Killed."

2. The Mutation Score

Forget Code Coverage. The only metric that matters is the **Mutation Score**. It tells you what percentage of code changes are caught by your tests. A high mutation score means you can change your code with 100% confidence.

4. Interview Mastery

Q: "Why don't teams use Mutation Testing for every build?"

Architect Answer: "Performance. Mutation testing is extremely slow because it has to run the full test suite hundreds of times (once for every mutation). As an architect, I recommend running it **Weekly** or only on **Modified Code** (incremental mode) to ensure that the quality of the test suite doesn't decay over time without slowing down the daily developer workflow."

C# & .NET 8 Architect Mastery
1. Memory Management & Performance
The CLR Deep Dive: Stack, Heap, and Garbage Collection (GC) Value Types vs Reference Types: Structs, Records, and Classes Span<T> and Memory<T>: Zero-copy high-performance code Benchmarking with Benchmark.DotNet: Measuring nano-seconds
2. Advanced Asynchronous Programming
Async/Await Internals: The State Machine and TaskContext ValueTask vs Task: Avoiding allocation in hot paths Task.WhenAll vs Parallel.ForEachAsync: Concurrency at scale Thread Safety & Multi-threading: Locks, Semaphores, and Interlocked
3. Modern C# 12+ Features
Primary Constructors & Collection Expressions Pattern Matching: Switch expressions and Recursive patterns Required Members & Init-Only properties Native AOT (Ahead of Time): Deployment for serverless/edge
4. Enterprise Design Patterns in .NET
Dependency Injection (DI): Lifetime management and Captive Dependencies The Options Pattern: Type-safe configuration management The Factory & Builder Patterns in Modern .NET Middleware Architecture: Building custom ASP.NET Core pipelines
5. Dynamic Programming & Reflection
Reflection & Attributes: Building custom frameworks Expression Trees: Building dynamic LINQ queries Source Generators: Compile-time code generation for speed Dynamic Types & ExpandoObject: When and when not to use them
6. Testing & Quality Architecture
Unit Testing Patterns: xUnit, Moq, and FluentAssertions Integration Testing with WebApplicationFactory Mutation Testing: Testing the quality of your tests TDD (Test Driven Development) for Senior Architects
7. Modern Web API Architectures
Minimal APIs vs Controllers: Choice of architecture Rate Limiting & Throttling in ASP.NET Core Versioning Strategies: URL vs Header vs Media Type Real-time Web with SignalR and WebSockets
8. FAANG .NET Architect Interview
Case Study: Designing a High-Throughput Payment Gateway in .NET Case Study: Solving Memory Leaks and CPU Spikes in Production