| name | fake-driven-testing |
| description | This skill should be used when writing tests, fixing bugs, adding features, or modifying the gateway layer. Use when you need guidance on testing architecture, working with fakes, implementing ABC gateway interfaces, or understanding the defense-in-depth testing strategy. Essential for maintaining test quality and understanding where different types of tests belong. |
Fake-Driven Testing Architecture for Python
Use this skill when: Writing tests, fixing bugs, adding features, or modifying gateway layers in Python projects.
No prerequisites. This skill is self-contained. It focuses on testing architecture, not language-specific style.
Overview
This skill provides a defense-in-depth testing strategy with five layers for Python applications:
┌─────────────────────────────────────────────────┐
│ Layer 5 "smoke": Business Logic Integration Tests (5%) │ ← Smoke tests over real system
├─────────────────────────────────────────────────┤
│ Layer 4 "logic": Business Logic Tests (70%) │ ← Tests over fakes (MOST TESTS)
├─────────────────────────────────────────────────┤
│ Layer 3 "pure": Pure Unit Tests (10%) │ ← Zero dependencies, isolated testing
├─────────────────────────────────────────────────┤
│ Layer 2 "real-sanity": Integration Sanity Tests (10%) │ ← Fast validation with mocking
├─────────────────────────────────────────────────┤
│ Layer 1 "fake-check": Fake Infrastructure Tests (5%) │ ← Verify test doubles work
└─────────────────────────────────────────────────┘
Philosophy: Test business logic extensively over fast in-memory fakes. Use real implementations sparingly for integration validation.
Terminology note: The "gateway layer" (also called adapters/providers) refers to thin wrappers around heavyweight external APIs (databases, filesystems, HTTP APIs, message queues, etc.). The pattern matters more than the name.
Quick Decision: What Should I Read?
Adding a feature or fixing a bug?
→ Read quick-reference.md first, then workflows.md#adding-a-new-feature
Need to understand where to put a test?
→ Read testing-strategy.md
Working with Python-specific patterns?
→ Read python-specific.md
Adding/changing a gateway interface?
→ Read gateway-architecture.md, then workflows.md#adding-a-gateway-method
Wondering where the DI boundary is?
→ Read gateway-architecture.md#the-di-boundary-only-fake-gateways — only gateways get fakes
Need to understand non-ideal states vs exceptions?
→ Read non-ideal-states.md
Found tests using unittest.mock that should use fakes?
→ Read mock-to-fake-conversion.md
Need to implement a specific pattern (CliRunner, builders, etc.)?
→ Read patterns.md
Want to extend the gateway system (e.g., dry-run preview)?
→ Read advanced-extensions.md
Not sure if I'm doing it right?
→ Read anti-patterns.md
Just need a quick lookup?
→ Read quick-reference.md
When to Read Each Reference Document
📖 gateway-architecture.md
Read when:
- Adding or changing gateway/ABC interfaces
- Understanding the ABC/Real/Fake pattern
- Need examples of gateway implementations
- Want to understand what gateways are (and why they're thin)
- Creating a backend (higher-level abstraction that composes gateways)
Contents:
- What are gateway classes? (naming: gateways/adapters/providers)
- The three core implementations (ABC, Real, Fake)
- Code examples for each
- When to add/change gateway methods
- Design principles (keep gateways thin)
- Common gateway types (Database, API, FileSystem, MessageQueue)
- The DI boundary — only gateways get fakes
📖 non-ideal-states.md
Read when:
- Designing return types for gateway operations that can fail
- Deciding between exceptions and discriminated unions
- Implementing error injection in fakes
- Understanding error boundaries (where try/except belongs)
Contents:
- Non-ideal states vs exceptions (the core distinction)
- Decision framework for choosing between them
- How this shapes gateway signatures and fake design
- Error boundaries (try/except only in Real implementations)
- Three test categories per discriminated union operation
- The tracking-on-error decision
- isinstance() for type narrowing (never truthiness)
📖 mock-to-fake-conversion.md
Read when:
- Tests use
unittest.mock.patch or @patch decorators
- An agent wrote tests with mocks instead of gateway fakes
- Converting existing mock-based tests to the gateway pattern
Contents:
- Step-by-step conversion workflow (audit, find/create gateway, inject, rewrite)
- "subprocess.run is never the right gateway boundary"
- Monkeypatch decision tree (when it's still OK)
- Common pitfalls (wrong abstraction level, subprocess-level gateways)
📖 testing-strategy.md
Read when:
- Deciding where to put a test
- Understanding the five testing layers
- Need test distribution guidance (5/70/10/10/5 rule)
- Want to know which layer tests what
Contents:
- Layer 1 "fake-check": Unit tests of fakes (verify test infrastructure)
- Layer 2 "real-sanity": Integration sanity tests with mocking (quick validation)
- Layer 3 "pure": Pure unit tests (zero dependencies, isolated testing)
- Layer 4 "logic": Business logic over fakes (majority of tests)
- Layer 5 "smoke": Business logic integration tests (smoke tests over real systems)
- Decision tree: where should my test go?
- Test distribution examples
📖 python-specific.md
Read when:
- Working with pytest fixtures
- Need Python mocking patterns
- Testing Flask/FastAPI/Django applications
- Understanding Python testing tools
- Need Python-specific commands
Contents:
- pytest fixtures and parametrization
- Mocking with unittest.mock and pytest-mock
- Testing web frameworks (Flask, FastAPI, Django)
- Python testing commands
- Type hints in tests
- Python packaging for test utilities
📖 workflows.md
Read when:
- Adding a new feature (step-by-step)
- Fixing a bug (step-by-step)
- Adding a gateway method (complete checklist)
- Changing an interface (what to update)
- Managing dry-run features
Contents:
- Adding a new feature (TDD workflow)
- Fixing a bug (reproduce → fix → regression test)
- Adding a gateway method (8-step checklist with examples)
- Changing an interface (update all layers)
- Managing dry-run features (wrapping pattern)
- Testing with builder patterns
📖 patterns.md
Read when:
- Implementing constructor injection for fakes
- Adding mutation tracking to fakes
- Using CliRunner for CLI tests
- Building complex test scenarios with builders
- Testing dry-run behavior
- Need code examples of specific patterns
Contents:
- Constructor injection (how and why)
- Mutation tracking properties (read-only access)
- Using CliRunner (not subprocess)
- Builder patterns for complex scenarios
- Simulated environment pattern
- Error injection pattern
- Dry-run testing pattern
📖 anti-patterns.md
Read when:
- Unsure if your approach is correct
- Want to avoid common mistakes
- Reviewing code for bad patterns
- Debugging why tests are slow/brittle
Contents:
- ❌ Testing speculative features
- ❌ Hardcoded paths in tests (catastrophic)
- ❌ Not updating all layers
- ❌ Using subprocess in unit tests
- ❌ Complex logic in gateway classes
- ❌ Fakes with I/O operations
- ❌ Testing implementation details
- ❌ Incomplete test coverage for gateways
📖 quick-reference.md
Read when:
- Quick lookup for file locations
- Finding example tests to reference
- Looking up common fixtures
- Need command reference
- Want test distribution guidelines
Contents:
- Decision tree (where to add test)
- File location map (source + tests)
- Common fixtures (tmp_path, CliRunner, etc.)
- Common test patterns (code snippets)
- Example tests to reference
- Useful commands (pytest, ty, etc.)
- Quick checklist for adding gateway methods
Quick Navigation by Task
I'm adding a new feature
- Quick start:
quick-reference.md → Decision tree
- Step-by-step:
workflows.md#adding-a-new-feature
- Patterns:
patterns.md (CliRunner, builders)
- Avoid:
anti-patterns.md (speculative tests, hardcoded paths)
I'm fixing a bug
- Step-by-step:
workflows.md#fixing-a-bug
- Patterns:
patterns.md#constructor-injection-for-fakes
- Examples:
quick-reference.md#example-tests-to-reference
I'm adding/changing a gateway method
- Understanding:
gateway-architecture.md
- Step-by-step:
workflows.md#adding-a-gateway-method
- Checklist:
quick-reference.md#quick-checklist-adding-a-new-gateway-method
- Avoid:
anti-patterns.md#not-updating-all-layers
I don't know where my test should go
- Decision tree:
quick-reference.md#decision-tree
- Detailed guide:
testing-strategy.md
- Examples:
quick-reference.md#example-tests-to-reference
I need to implement a pattern
- All patterns:
patterns.md
- Examples:
quick-reference.md#common-test-patterns
I think I'm doing something wrong
- Anti-patterns:
anti-patterns.md
- Correct approach:
workflows.md
Visual Layer Guide
┌──────────────────────────────────────────────────────────────┐
│ Layer 5 "smoke": Business Logic Integration Tests (5%) │
│ ┌──────────────────────────────────────────────────────────┐ │
│ │ Real database, filesystem, APIs, actual subprocess │ │
│ │ Purpose: Smoke tests, catch integration issues │ │
│ │ When: Sparingly, for critical workflows │ │
│ │ Speed: Seconds per test │ │
│ │ Location: tests/e2e/ or tests/integration/ │ │
│ └──────────────────────────────────────────────────────────┘ │
└──────────────────────────────────────────────────────────────┘
┌──────────────────────────────────────────────────────────────┐
│ Layer 4 "logic": Business Logic Tests (70%) ← MOST TESTS │
│ ┌──────────────────────────────────────────────────────────┐ │
│ │ FakeDatabase, FakeApiClient, FakeFileSystem │ │
│ │ Purpose: Test features and business logic extensively │ │
│ │ When: For EVERY feature and bug fix │ │
│ │ Speed: Milliseconds per test │ │
│ │ Location: tests/unit/, tests/services/, tests/commands/ │ │
│ └──────────────────────────────────────────────────────────┘ │
└──────────────────────────────────────────────────────────────┘
┌──────────────────────────────────────────────────────────────┐
│ Layer 3 "pure": Pure Unit Tests (10%) │
│ ┌──────────────────────────────────────────────────────────┐ │
│ │ Zero dependencies, no fakes, no mocks │ │
│ │ Purpose: Test isolated utilities and helpers │ │
│ │ When: For pure functions, data structures, parsers │ │
│ │ Speed: Milliseconds per test │ │
│ │ Location: tests/unit/ │ │
│ └──────────────────────────────────────────────────────────┘ │
└──────────────────────────────────────────────────────────────┘
┌──────────────────────────────────────────────────────────────┐
│ Layer 2 "real-sanity": Integration Sanity Tests (10%) │
│ ┌──────────────────────────────────────────────────────────┐ │
│ │ RealDatabase with mocked connections │ │
│ │ Purpose: Quick validation, catch syntax errors │ │
│ │ When: When adding/changing real implementation │ │
│ │ Speed: Fast (mocked) │ │
│ │ Location: tests/integration/test_real_*.py │ │
│ └──────────────────────────────────────────────────────────┘ │
└──────────────────────────────────────────────────────────────┘
┌──────────────────────────────────────────────────────────────┐
│ Layer 1 "fake-check": Fake Infrastructure Tests (5%) │
│ ┌──────────────────────────────────────────────────────────┐ │
│ │ Test FakeDatabase itself │ │
│ │ Purpose: Verify test infrastructure is reliable │ │
│ │ When: When adding/changing fake implementation │ │
│ │ Speed: Milliseconds per test │ │
│ │ Location: tests/unit/fakes/test_fake_*.py │ │
│ └──────────────────────────────────────────────────────────┘ │
└──────────────────────────────────────────────────────────────┘
Key Principles
- Thin gateway layer: Wrap external state, push complexity to business logic
- Fast tests over fakes: 70% of tests should use in-memory fakes
- Defense in depth: Fakes → sanity tests → pure unit → business logic → integration
- Test what you're building: No speculative tests, only active work
- Update all layers: When changing interfaces, update ABC/Real/Fake
- The DI boundary: Only gateways get fakes; everything above them is tested with real logic and fake gateways
Layer Selection Guide
Distinguishing Layer 3 "pure" from Layer 4 "logic":
-
Layer 3 "pure" (Pure Unit Tests): ZERO dependencies - no fakes, no mocks, no external state
- Testing string utilities:
sanitize_branch_name("feat/FOO") → "feat-foo"
- Testing parsers:
parse_git_status("## main") → {"branch": "main"}
- Testing data structures:
LinkedList.append() without any external dependencies
-
Layer 4 "logic" (Business Logic Tests): Uses fakes for external dependencies
- Testing commands:
create_worktree(fake_git, name="feature")
- Testing workflows:
submit_pr(fake_gh, fake_git, ...)
- Testing business logic that coordinates multiple integrations
If your test imports a Fake*, it belongs in Layer 4 "logic", not Layer 3 "pure".
Default Testing Strategy
When in doubt:
- Write test over fakes (Layer 4 "logic") for business logic
- Write pure unit test (Layer 3 "pure") for utilities/helpers with no dependencies
- Use
pytest with fixtures
- Use
tmp_path fixture (not hardcoded paths)
- Follow examples in
quick-reference.md
Summary
For quick tasks: Start with quick-reference.md
For understanding: Start with testing-strategy.md or gateway-architecture.md
For step-by-step guidance: Use workflows.md
For implementation details: Use patterns.md
For error handling design: Check non-ideal-states.md
For converting mocks to fakes: Check mock-to-fake-conversion.md
For validation: Check anti-patterns.md
For Python specifics: Check python-specific.md