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Software Architecture Fitness Functions Cheat Sheet

Software Architecture Fitness Functions Cheat Sheet

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Updated 2026-05-17
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Software architecture fitness functions are automated, objective tests that verify whether a system's architecture adheres to specified design goals and quality attributes. Originating from evolutionary computing, where fitness functions measure how well solutions meet objectives, architectural fitness functions enable continuous architecture verification by treating architectural characteristics—such as layering rules, dependency constraints, and quality metrics—as executable assertions within your build pipeline. Unlike manual code reviews or documentation that drift over time, fitness functions provide immediate feedback on architectural violations, allowing teams to govern evolutionary architectures where systems change safely and predictably. The key insight: if an architectural characteristic matters, make it testable—whether that's preventing domain logic from depending on infrastructure, enforcing bounded context isolation in DDD, or ensuring performance stays within thresholds.

What This Cheat Sheet Covers

This topic spans 15 focused tables and 83 indexed concepts. Below is a complete table-by-table outline of this topic, spanning foundational concepts through advanced details.

Table 1: Core Fitness Function CategoriesTable 2: ArchUnit for JavaTable 3: NetArchTest and ArchUnitNET for .NET/C#Table 4: Python Architecture TestingTable 5: JavaScript and TypeScript Architecture TestingTable 6: Dependency Rules and Layered ArchitectureTable 7: Clean and Hexagonal Architecture TestingTable 8: Cyclic Dependency DetectionTable 9: Metrics-Based Fitness FunctionsTable 10: Non-Functional Requirements TestingTable 11: Domain-Driven Design ValidationTable 12: CI/CD Integration and Build-Time ChecksTable 13: Advanced Concepts and ToolsTable 14: Tool-Specific EcosystemsTable 15: Implementation Best Practices

Table 1: Core Fitness Function Categories

CategoryExampleDescription
Atomic
noClasses().that().resideInAPackage("..domain..").should().dependOnClassesThat().resideInAPackage("..infrastructure..")
• Tests a single architectural characteristic in isolation
• focuses on one concern like dependency direction or naming convention
Holistic
Performance test combining response time < 200ms AND throughput > 1000 req/s AND memory < 512MB
• Evaluates multiple characteristics together
• assesses how combined concerns interact (e.g., security + performance).
Triggered
Tests run on git commit or pull request via CI/CD pipeline
• Executes in response to specific events like code push, deployment, or scheduled cron
• provides feedback at discrete checkpoints
Continuous
Production monitoring of API latency with alerts when p99 exceeds threshold
• Runs persistently in production or staging
• monitors live system behavior and alerts on violations in real-time

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