Testing Overview
Apache Superset follows a comprehensive testing strategy that ensures code quality, reliability, and maintainability. This section covers all aspects of testing in the Superset ecosystem, from unit tests to end-to-end testing workflows.
Testing Philosophy
Superset embraces a testing pyramid approach:
- Unit Tests: Fast, isolated tests for individual components and functions
- Integration Tests: Tests that verify component interactions and API endpoints
- End-to-End Tests: Full user journey testing in browser environments
Testing Documentation
Frontend Testing
- Frontend Testing - Jest, React Testing Library, and component testing strategies
Backend Testing
- Backend Testing - pytest, database testing, and API testing patterns
End-to-End Testing
- E2E Testing - Playwright testing for complete user workflows
CI/CD Integration
- CI/CD - Continuous integration, automated testing, and deployment pipelines
Testing Tools & Frameworks
Frontend
- Jest: JavaScript testing framework for unit and integration tests
- React Testing Library: Component testing utilities focused on user behavior
- Playwright: Modern end-to-end testing for web applications
- Storybook: Component development and visual testing environment
Backend
- pytest: Python testing framework with powerful fixtures and plugins
- SQLAlchemy Test Utilities: Database testing and transaction management
- Flask Test Client: API endpoint testing and request simulation
- Factory Boy: Test data generation and model factories
Best Practices
Writing Effective Tests
- Test Behavior, Not Implementation: Focus on what the code should do, not how it does it
- Keep Tests Independent: Each test should be able to run in isolation
- Use Descriptive Names: Test names should clearly describe what is being tested
- Arrange, Act, Assert: Structure tests with clear setup, execution, and verification phases
Test Organization
- Colocation: Place test files near the code they test
- Naming Conventions: Use consistent naming patterns for test files and functions
- Test Categories: Organize tests by type (unit, integration, e2e)
- Test Data Management: Use factories and fixtures for consistent test data
Running Tests
Quick Commands
# Frontend unit tests
npm run test
# Backend unit tests
pytest tests/unit_tests/
# End-to-end tests
npm run playwright:test
# All tests with coverage
npm run test:coverage
Test Development Workflow
- Write Failing Test: Start with a test that describes the desired behavior
- Implement Feature: Write the minimum code to make the test pass
- Refactor: Improve code quality while keeping tests green
- Verify Coverage: Ensure adequate test coverage for new code
Testing in Development
Test-Driven Development (TDD)
- Write tests before implementation
- Use tests to guide design decisions
- Maintain fast feedback loops
Continuous Testing
- Run tests automatically on code changes
- Integrate testing into development workflow
- Use pre-commit hooks for test validation
Getting Started
- Set up Testing Environment: Follow the development setup guide
- Run Existing Tests: Familiarize yourself with the test suite
- Write Your First Test: Start with a simple unit test
- Learn Testing Patterns: Study existing tests for patterns and conventions
Topics to be covered:
- Testing strategy and pyramid
- Test-driven development (TDD) for plugins
- Continuous integration and automated testing
- Code coverage and quality metrics
- Testing tools and frameworks overview
- Mock data and test fixtures
- Performance testing and benchmarking
- Accessibility testing automation
- Cross-browser and device testing
- Regression testing strategies
Testing Levels
Unit Testing
- Component testing - Individual React components
- Function testing - Data transformation and utility functions
- Hook testing - Custom React hooks
- Service testing - API clients and business logic
Integration Testing
- API integration - Backend service communication
- Component integration - Multi-component workflows
- Data flow testing - End-to-end data processing
- Plugin lifecycle testing - Installation and activation
End-to-End Testing
- User workflow testing - Complete user journeys
- Cross-browser testing - Browser compatibility
- Performance testing - Load and stress testing
- Accessibility testing - Screen reader and keyboard navigation
Testing Tools
- Jest - Unit and integration testing framework
- React Testing Library - Component testing utilities
- Playwright - End-to-end testing (replacing Cypress)
- Storybook - Component development and testing
- MSW - API mocking for testing
This documentation is under active development. Check back soon for updates!