Test Pyramid Design
When to Use This Skill
Use this skill when:
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Test Pyramid Design tasks - Working on design optimal test pyramids with unit/integration/e2e ratios. identify anti-patterns and recommend architecture-specific testing strategies
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Planning or design - Need guidance on Test Pyramid Design approaches
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Best practices - Want to follow established patterns and standards
Overview
The Test Pyramid, introduced by Mike Cohn, visualizes the ideal distribution of tests across different levels. More granular tests at the bottom (fast, cheap) and fewer broad tests at the top (slow, expensive).
The Classic Test Pyramid
┌───────┐
/ E2E \ ~10%
/ Tests \ (UI, Acceptance)
/─────────────\
/ Integration \ ~20%
/ Tests \ (API, Component)
/───────────────────\
/ Unit Tests \ ~70%
/ (Fast, Cheap) \ (Methods, Classes)
└─────────────────────────┘
Test Level Characteristics
Level Speed Cost Scope Confidence Maintenance
Unit Fastest (ms) Lowest Single unit Low Low
Integration Medium (s) Medium Components Medium Medium
E2E Slowest (min) Highest Full system High High
Common Pyramid Shapes
Healthy Pyramid ✅
/\ Unit: 70%+
/ \ Integration: 20%
/ \ E2E: 10%
/
/________\ Fast feedback, low maintenance
Characteristics:
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Fast CI/CD pipeline
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Quick feedback loop
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Low flakiness
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Easy maintenance
Ice Cream Cone ❌
██████████ E2E: 60% ████████ Integration: 30% ████ Unit: 10%
Problems:
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Slow pipelines (hours)
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Flaky tests
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Expensive maintenance
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Late feedback
Fix: Extract unit tests, reduce E2E scope
Cupcake ❌
██████████ E2E: 40% ██████████ Manual: 50% ████ Unit: 10%
Problems:
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High manual testing cost
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Inconsistent coverage
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Slow release cycles
Fix: Automate critical paths, add integration layer
Hourglass ❌
██ E2E: 10%
██████████ Integration: 70% ██ Unit: 20%
Problems:
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Slow integration tests
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Brittle test fixtures
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Missing unit test coverage
Fix: Push coverage down to unit level
Architecture-Specific Pyramids
Monolithic Application
/\ Unit: 70%
/ \ Integration: 20%
/ \ E2E: 10% /______\
Focus on unit tests for business logic.
Microservices
/\ E2E/Contract: 10%
/ \ Integration: 30%
/ \ Unit: 60% /______\
More integration tests for service boundaries. Add contract tests between services.
Event-Driven Architecture
/\ E2E: 10%
/ \ Integration: 35%
/ \ Unit: 55% /______\
Integration tests for event handlers. Unit tests for event processing logic.
Frontend-Heavy (SPA)
/\ E2E: 15%
/ \ Integration: 25%
/ \ Unit/Component: 60% /______\
Component tests replace some unit tests. Visual regression testing at integration level.
Testing Trophy (Kent C. Dodds)
Alternative for frontend applications:
┌─────┐
│ E2E │ ~5%
┌──┴─────┴──┐
│Integration│ ~50%
┌──┴───────────┴──┐
│ Static │ ~10%
┌──┴─────────────────┴──┐
│ Unit │ ~35%
└────────────────────────┘
Designing Your Pyramid
Step 1: Assess Current State
Count tests by level:
| Level | Count | % Total | Time | Pass Rate |
|---|---|---|---|---|
| E2E | 150 | 45% | 30 min | 85% |
| Integration | 100 | 30% | 10 min | 95% |
| Unit | 80 | 25% | 30 sec | 99% |
Step 2: Identify Anti-Pattern
If You Have... Shape Priority Fix
E2E > 30% Ice Cream Cone Extract to lower levels
Unit < 50% Inverted Add unit tests for logic
Integration > 50% Hourglass Push to unit level
Manual > 20% Cupcake Automate critical paths
Step 3: Set Target Ratios
Based on architecture:
Architecture Unit Integration E2E
Monolith 70% 20% 10%
Microservices 60% 30% 10%
Serverless 50% 40% 10%
Frontend SPA 40% 45% 15%
Step 4: Migration Plan
Prioritize by ROI:
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Quick wins: Convert flaky E2E to integration
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Coverage gaps: Add unit tests for critical logic
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Contract tests: Add for service boundaries
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Remove duplicates: Consolidate redundant E2E tests
Test Level Guidelines
Unit Tests
Should test:
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Business logic
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Algorithms
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Data transformations
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Validation rules
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Edge cases
Should NOT test:
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External services
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Database queries
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File system operations
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Third-party libraries
Integration Tests
Should test:
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Database repository operations
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API endpoints
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Message handlers
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External service adapters
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Component interactions
Should NOT test:
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Pure business logic (use unit tests)
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Full user journeys (use E2E)
E2E Tests
Should test:
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Critical user journeys
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Happy paths
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Smoke tests
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Cross-system workflows
Should NOT test:
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Edge cases (use unit tests)
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API contracts (use integration tests)
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Everything (be selective)
.NET Example: Test Project Structure
src/ MyApp.Domain/ # Business logic MyApp.Application/ # Use cases MyApp.Infrastructure/ # Data access MyApp.Api/ # HTTP endpoints
tests/ MyApp.Domain.Tests/ # Unit tests (70%) Features/ Orders/ CreateOrderTests.cs OrderValidationTests.cs
MyApp.Application.Tests/ # Integration tests (20%) Features/ Orders/ CreateOrderHandlerTests.cs
MyApp.Api.Tests/ # E2E tests (10%) Features/ Orders/ OrdersEndpointTests.cs
Test Distribution Verification
// Build script or CI check public class TestDistributionTests { [Fact] public void TestPyramidRatiosAreHealthy() { var unitTests = CountTestsInAssembly("MyApp.Domain.Tests"); var integrationTests = CountTestsInAssembly("MyApp.Application.Tests"); var e2eTests = CountTestsInAssembly("MyApp.Api.Tests");
var total = unitTests + integrationTests + e2eTests;
Assert.True(unitTests / total >= 0.60, "Unit tests should be ≥60%");
Assert.True(e2eTests / total <= 0.15, "E2E tests should be ≤15%");
}
}
Metrics and Monitoring
Pipeline Health
Metric Healthy Warning Critical
Unit test time < 1 min 1-5 min
5 min
Integration time < 5 min 5-15 min
15 min
E2E test time < 10 min 10-30 min
30 min
Flaky test rate < 1% 1-5%
5%
Coverage Balance
Track coverage by pyramid level:
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Unit coverage of business logic: ≥90%
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Integration coverage of APIs: ≥80%
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E2E coverage of critical paths: 100%
Integration Points
Inputs from:
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Architecture documents → Pyramid shape
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Risk assessment → E2E scope
Outputs to:
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test-strategy-planning skill → Strategy document
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CI/CD configuration → Pipeline stages
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automation-strategy skill → Automation scope