testing▌

Unit testing patterns for Spring Security authorization annotations and role-based access control. \n \n Covers @PreAuthorize , @Secured , and @RolesAllowed method-level security with @WithMockUser test fixtures \n Includes role-based access control (RBAC), expression-based authorization, and custom PermissionEvaluator testing \n Provides MockMvc patterns for testing secured REST endpoints and parameterized role testing strategies \n Demonstrates both allow and deny scenarios, owner-based access

JUnit 5 parameterized testing patterns for running single test methods with multiple input combinations. \n \n Supports multiple data sources: @ValueSource for simple values, @CsvSource for tabular data, @MethodSource for complex objects, @EnumSource for enum testing, and custom ArgumentsProvider implementations \n Includes boundary value testing, edge case coverage, and systematic validation of multiple scenarios with reduced test duplication \n Offers custom display names for readable test out

Test Spring @ConfigurationProperties bindings, validation, and type conversions without full context startup. \n \n Use ApplicationContextRunner to test property binding in isolation, covering simple properties, nested structures, collections, and type conversions \n Verify validation constraints with @Validated annotations, ensuring invalid values fail appropriately and valid configurations pass \n Test default values, profile-specific configurations, and property name mapping (kebab-case to ca

Comprehensive testing strategies for LangChain4j applications with mocks, containers, and RAG validation. \n \n Provides unit testing patterns with mock models, integration testing via Testcontainers, and end-to-end workflows for RAG systems, AI Services, and tool execution \n Covers testing pyramid approach: 70% unit tests with mocks, 20% integration tests with real services, 10% end-to-end tests \n Includes specialized patterns for streaming responses, memory management, guardrail assertions,

Unit testing REST controllers in isolation with MockMvc and mocked service dependencies. \n \n Covers testing all HTTP methods (GET, POST, PUT, PATCH, DELETE) with status code and response body validation using JsonPath assertions \n Includes patterns for request parameter binding, validation errors, exception handling, and content negotiation across different Accept and Content-Type headers \n Uses standalone MockMvc setup with Mockito to mock service layer dependencies, keeping tests focused o

Unit testing patterns for Spring @ExceptionHandler and @ControllerAdvice global exception handlers. \n \n Test exception-to-error-response transformations and HTTP status codes using MockMvc with setControllerAdvice() to register handlers \n Verify error response structure includes required fields (timestamp, status, error, message) and test field-level validation errors from MethodArgumentNotValidException \n Cover multiple exception types with appropriate status codes (404, 409, 401, 403, 500)

Unit testing JSON serialization and deserialization with Spring's @JsonTest and Jackson. \n \n Covers serialization/deserialization of POJOs, custom serializers/deserializers, field name mappings with @JsonProperty , and null handling using JacksonTester for type-safe assertions \n Includes patterns for testing nested objects, lists, date/time formatting, and polymorphic types with @JsonTypeInfo \n Provides Maven and Gradle setup, best practices for avoiding circular references and null inclusio

JUnit 5 patterns for testing utility classes, static methods, and pure functions without mocking complexity. \n \n Covers testing strategies for string manipulation, calculations, collections, data validation, and format utilities with edge case and boundary condition handling \n Uses AssertJ assertions for readable test code and @ParameterizedTest for testing multiple similar scenarios efficiently \n Emphasizes null handling, empty inputs, extreme values, and floating-point precision as critica

Structured framework for designing statistically rigorous A/B tests with mandatory validation gates. \n \n Enforces hypothesis lock, metric freezing, and sample size calculation before any implementation begins \n Includes hard gates at three critical points: hypothesis validation, assumptions review, and execution readiness \n Defines primary, secondary, and guardrail metrics to prevent harmful wins and ensure valid interpretation \n Covers test type selection, duration estimation, and strict r

Comprehensive React component testing with Jest and React Testing Library covering configuration, mocking, async patterns, and best practices. \n \n Covers Jest configuration for JavaScript and TypeScript projects, including setup files, module mapping, and coverage thresholds \n Provides query strategies prioritizing accessibility (getByRole, getByLabelText) and explains getBy, queryBy, and findBy variants \n Includes mocking patterns for modules, functions, API calls via MSW, context, and chil