Springboot
268 AI coding assistant skills, organized across 12 workflow layers. Sources include Anthropic official, FRM, SKC, LRN, SKA, and other mainstream AI coding frameworks.
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Copied from the file, not written here
Complete Spring Boot skill: architecture patterns, REST API design, data access, and idiomatic Spring Boot code PLUS TDD workflow, security hardening, and full verification loop (build + lint + test + security scan). Incorporates former: springboot-patterns, springboot-quality.
SKILL.md
26.5 KB, as published. Nobody here has run it
Spring Boot Development Patterns
Spring Boot architecture and API patterns for scalable, production-grade services.
When to use
- Building REST APIs with Spring MVC or WebFlux
- Structuring controller → service → repository layers
- Configuring Spring Data JPA, caching, or async processing
- Adding validation, exception handling, or pagination
- Setting up profiles for dev/staging/production environments
- Implementing event-driven patterns with Spring Events or Kafka
REST API Structure
@RestController
@RequestMapping("/api/markets")
@Validated
class MarketController {
private final MarketService marketService;
MarketController(MarketService marketService) {
this.marketService = marketService;
}
@GetMapping
ResponseEntity<Page<MarketResponse>> list(
@RequestParam(defaultValue = "0") int page,
@RequestParam(defaultValue = "20") int size) {
Page<Market> markets = marketService.list(PageRequest.of(page, size));
return ResponseEntity.ok(markets.map(MarketResponse::from));
}
@PostMapping
ResponseEntity<MarketResponse> create(@Valid @RequestBody CreateMarketRequest request) {
Market market = marketService.create(request);
return ResponseEntity.status(HttpStatus.CREATED).body(MarketResponse.from(market));
}
}
Repository Pattern (Spring Data JPA)
public interface MarketRepository extends JpaRepository<MarketEntity, Long> {
@Query("select m from MarketEntity m where m.status = :status order by m.volume desc")
List<MarketEntity> findActive(@Param("status") MarketStatus status, Pageable pageable);
}
Service Layer with Transactions
@Service
public class MarketService {
private final MarketRepository repo;
public MarketService(MarketRepository repo) {
this.repo = repo;
}
@Transactional
public Market create(CreateMarketRequest request) {
MarketEntity entity = MarketEntity.from(request);
MarketEntity saved = repo.save(entity);
return Market.from(saved);
}
}
DTOs and Validation
public record CreateMarketRequest(
@NotBlank @Size(max = 200) String name,
@NotBlank @Size(max = 2000) String description,
@NotNull @FutureOrPresent Instant endDate,
@NotEmpty List<@NotBlank String> categories) {}
public record MarketResponse(Long id, String name, MarketStatus status) {
static MarketResponse from(Market market) {
return new MarketResponse(market.id(), market.name(), market.status());
}
}
Exception Handling
@ControllerAdvice
class GlobalExceptionHandler {
@ExceptionHandler(MethodArgumentNotValidException.class)
ResponseEntity<ApiError> handleValidation(MethodArgumentNotValidException ex) {
String message = ex.getBindingResult().getFieldErrors().stream()
.map(e -> e.getField() + ": " + e.getDefaultMessage())
.collect(Collectors.joining(", "));
return ResponseEntity.badRequest().body(ApiError.validation(message));
}
@ExceptionHandler(AccessDeniedException.class)
ResponseEntity<ApiError> handleAccessDenied() {
return ResponseEntity.status(HttpStatus.FORBIDDEN).body(ApiError.of("Forbidden"));
}
@ExceptionHandler(Exception.class)
ResponseEntity<ApiError> handleGeneric(Exception ex) {
// Log unexpected errors with stack traces
return ResponseEntity.status(HttpStatus.INTERNAL_SERVER_ERROR)
.body(ApiError.of("Internal server error"));
}
}
Caching
Requires @EnableCaching on a configuration class.
@Service
public class MarketCacheService {
private final MarketRepository repo;
public MarketCacheService(MarketRepository repo) {
this.repo = repo;
}
@Cacheable(value = "market", key = "#id")
public Market getById(Long id) {
return repo.findById(id)
.map(Market::from)
.orElseThrow(() -> new EntityNotFoundException("Market not found"));
}
@CacheEvict(value = "market", key = "#id")
public void evict(Long id) {}
}
Async Processing
Requires @EnableAsync on a configuration class.
@Service
public class NotificationService {
@Async
public CompletableFuture<Void> sendAsync(Notification notification) {
// send email/SMS
return CompletableFuture.completedFuture(null);
}
}
Logging (SLF4J)
@Service
public class ReportService {
private static final Logger log = LoggerFactory.getLogger(ReportService.class);
public Report generate(Long marketId) {
log.info("generate_report marketId={}", marketId);
try {
// logic
} catch (Exception ex) {
log.error("generate_report_failed marketId={}", marketId, ex);
throw ex;
}
return new Report();
}
}
Middleware / Filters
@Component
public class RequestLoggingFilter extends OncePerRequestFilter {
private static final Logger log = LoggerFactory.getLogger(RequestLoggingFilter.class);
@Override
protected void doFilterInternal(HttpServletRequest request, HttpServletResponse response,
FilterChain filterChain) throws ServletException, IOException {
long start = System.currentTimeMillis();
try {
filterChain.doFilter(request, response);
} finally {
long duration = System.currentTimeMillis() - start;
log.info("req method={} uri={} status={} durationMs={}",
request.getMethod(), request.getRequestURI(), response.getStatus(), duration);
}
}
}
Pagination and Sorting
PageRequest page = PageRequest.of(pageNumber, pageSize, Sort.by("createdAt").descending());
Page<Market> results = marketService.list(page);
Error-Resilient External Calls
public <T> T withRetry(Supplier<T> supplier, int maxRetries) {
int attempts = 0;
while (true) {
try {
return supplier.get();
} catch (Exception ex) {
attempts++;
if (attempts >= maxRetries) {
throw ex;
}
try {
Thread.sleep((long) Math.pow(2, attempts) * 100L);
} catch (InterruptedException ie) {
Thread.currentThread().interrupt();
throw ex;
}
}
}
}
Rate Limiting (Filter + Bucket4j)
Security Note: The X-Forwarded-For header is untrusted by default because clients can spoof it.
Only use forwarded headers when:
- Your app is behind a trusted reverse proxy (nginx, AWS ALB, etc.)
- You have registered
ForwardedHeaderFilteras a bean - You have configured
server.forward-headers-strategy=NATIVEorFRAMEWORKin application properties - Your proxy is configured to overwrite (not append to) the
X-Forwarded-Forheader
When ForwardedHeaderFilter is properly configured, request.getRemoteAddr() will automatically
return the correct client IP from the forwarded headers. Without this configuration, use
request.getRemoteAddr() directly—it returns the immediate connection IP, which is the only
trustworthy value.
@Component
public class RateLimitFilter extends OncePerRequestFilter {
private final Map<String, Bucket> buckets = new ConcurrentHashMap<>();
/*
* SECURITY: This filter uses request.getRemoteAddr() to identify clients for rate limiting.
*
* If your application is behind a reverse proxy (nginx, AWS ALB, etc.), you MUST configure
* Spring to handle forwarded headers properly for accurate client IP detection:
*
* 1. Set server.forward-headers-strategy=NATIVE (for cloud platforms) or FRAMEWORK in
* application.properties/yaml
* 2. If using FRAMEWORK strategy, register ForwardedHeaderFilter:
*
* @Bean
* ForwardedHeaderFilter forwardedHeaderFilter() {
* return new ForwardedHeaderFilter();
* }
*
* 3. Ensure your proxy overwrites (not appends) the X-Forwarded-For header to prevent spoofing
* 4. Configure server.tomcat.remoteip.trusted-proxies or equivalent for your container
*
* Without this configuration, request.getRemoteAddr() returns the proxy IP, not the client IP.
* Do NOT read X-Forwarded-For directly—it is trivially spoofable without trusted proxy handling.
*/
@Override
protected void doFilterInternal(HttpServletRequest request, HttpServletResponse response,
FilterChain filterChain) throws ServletException, IOException {
// Use getRemoteAddr() which returns the correct client IP when ForwardedHeaderFilter
// is configured, or the direct connection IP otherwise. Never trust X-Forwarded-For
// headers directly without proper proxy configuration.
String clientIp = request.getRemoteAddr();
Bucket bucket = buckets.computeIfAbsent(clientIp,
k -> Bucket.builder()
.addLimit(Bandwidth.classic(100, Refill.greedy(100, Duration.ofMinutes(1))))
.build());
if (bucket.tryConsume(1)) {
filterChain.doFilter(request, response);
} else {
response.setStatus(HttpStatus.TOO_MANY_REQUESTS.value());
}
}
}
Background Jobs
Use Spring’s @Scheduled or integrate with queues (e.g., Kafka, SQS, RabbitMQ). Keep handlers idempotent and observable.
Observability
- Structured logging (JSON) via Logback encoder
- Metrics: Micrometer + Prometheus/OTel
- Tracing: Micrometer Tracing with OpenTelemetry or Brave backend
Production Defaults
- Prefer constructor injection, avoid field injection
- Enable
spring.mvc.problemdetails.enabled=truefor RFC 7807 errors (Spring Boot 3+) - Configure HikariCP pool sizes for workload, set timeouts
- Use
@Transactional(readOnly = true)for queries - Enforce null-safety via
@NonNullandOptionalwhere appropriate
Remember: Keep controllers thin, services focused, repositories simple, and errors handled centrally. Optimize for maintainability and testability.
Quality Suite
Spring Boot TDD Workflow
TDD guidance for Spring Boot services with 80%+ coverage (unit + integration).
When to Use
- New features or endpoints
- Bug fixes or refactors
- Adding data access logic or security rules
Workflow
- Write tests first (they should fail)
- Implement minimal code to pass
- Refactor with tests green
- Enforce coverage (JaCoCo)
Unit Tests (JUnit 5 + Mockito)
@ExtendWith(MockitoExtension.class)
class MarketServiceTest {
@Mock MarketRepository repo;
@InjectMocks MarketService service;
@Test
void createsMarket() {
CreateMarketRequest req = new CreateMarketRequest("name", "desc", Instant.now(), List.of("cat"));
when(repo.save(any())).thenAnswer(inv -> inv.getArgument(0));
Market result = service.create(req);
assertThat(result.name()).isEqualTo("name");
verify(repo).save(any());
}
}
Patterns:
- Arrange-Act-Assert
- Avoid partial mocks; prefer explicit stubbing
- Use
@ParameterizedTestfor variants
Web Layer Tests (MockMvc)
@WebMvcTest(MarketController.class)
class MarketControllerTest {
@Autowired MockMvc mockMvc;
@MockBean MarketService marketService;
@Test
void returnsMarkets() throws Exception {
when(marketService.list(any())).thenReturn(Page.empty());
mockMvc.perform(get("/api/markets"))
.andExpect(status().isOk())
.andExpect(jsonPath("$.content").isArray());
}
}
Integration Tests (SpringBootTest)
@SpringBootTest
@AutoConfigureMockMvc
@ActiveProfiles("test")
class MarketIntegrationTest {
@Autowired MockMvc mockMvc;
@Test
void createsMarket() throws Exception {
mockMvc.perform(post("/api/markets")
.contentType(MediaType.APPLICATION_JSON)
.content("""
{"name":"Test","description":"Desc","endDate":"2030-01-01T00:00:00Z","categories":["general"]}
"""))
.andExpect(status().isCreated());
}
}
Persistence Tests (DataJpaTest)
@DataJpaTest
@AutoConfigureTestDatabase(replace = AutoConfigureTestDatabase.Replace.NONE)
@Import(TestContainersConfig.class)
class MarketRepositoryTest {
@Autowired MarketRepository repo;
@Test
void savesAndFinds() {
MarketEntity entity = new MarketEntity();
entity.setName("Test");
repo.save(entity);
Optional<MarketEntity> found = repo.findByName("Test");
assertThat(found).isPresent();
}
}
Testcontainers
- Use reusable containers for Postgres/Redis to mirror production
- Wire via
@DynamicPropertySourceto inject JDBC URLs into Spring context
Coverage (JaCoCo)
Maven snippet:
<plugin>
<groupId>org.jacoco</groupId>
<artifactId>jacoco-maven-plugin</artifactId>
<version>0.8.14</version>
<executions>
<execution>
<goals><goal>prepare-agent</goal></goals>
</execution>
<execution>
<id>report</id>
<phase>verify</phase>
<goals><goal>report</goal></goals>
</execution>
</executions>
</plugin>
Assertions
- Prefer AssertJ (
assertThat) for readability - For JSON responses, use
jsonPath - For exceptions:
assertThatThrownBy(...)
Test Data Builders
class MarketBuilder {
private String name = "Test";
MarketBuilder withName(String name) { this.name = name; return this; }
Market build() { return new Market(null, name, MarketStatus.ACTIVE); }
}
CI Commands
- Maven:
mvn -T 4 testormvn verify - Gradle:
./gradlew test jacocoTestReport
Remember: Keep tests fast, isolated, and deterministic. Test behavior, not implementation details.
Springboot Security
Spring Boot Security Review
Use when adding auth, handling input, creating endpoints, or dealing with secrets.
When to use
- Adding authentication (JWT, OAuth2, session-based)
- Implementing authorization (@PreAuthorize, role-based access)
- Validating user input (Bean Validation, custom validators)
- Configuring CORS, CSRF, or security headers
- Managing secrets (Vault, environment variables)
- Adding rate limiting or brute-force protection
- Scanning dependencies for CVEs
Authentication
- Prefer stateless JWT or opaque tokens with revocation list
- Use
httpOnly,Secure,SameSite=Strictcookies for sessions - Validate tokens with
OncePerRequestFilteror resource server
@Component
public class JwtAuthFilter extends OncePerRequestFilter {
private final JwtService jwtService;
public JwtAuthFilter(JwtService jwtService) {
this.jwtService = jwtService;
}
@Override
protected void doFilterInternal(HttpServletRequest request, HttpServletResponse response,
FilterChain chain) throws ServletException, IOException {
String header = request.getHeader(HttpHeaders.AUTHORIZATION);
if (header != null && header.startsWith("Bearer ")) {
String token = header.substring(7);
Authentication auth = jwtService.authenticate(token);
SecurityContextHolder.getContext().setAuthentication(auth);
}
chain.doFilter(request, response);
}
}
Authorization
- Enable method security:
@EnableMethodSecurity - Use
@PreAuthorize("hasRole('ADMIN')")or@PreAuthorize("@authz.canEdit(#id)") - Deny by default; expose only required scopes
@RestController
@RequestMapping("/api/admin")
public class AdminController {
@PreAuthorize("hasRole('ADMIN')")
@GetMapping("/users")
public List<UserDto> listUsers() {
return userService.findAll();
}
@PreAuthorize("@authz.isOwner(#id, authentication)")
@DeleteMapping("/users/{id}")
public ResponseEntity<Void> deleteUser(@PathVariable Long id) {
userService.delete(id);
return ResponseEntity.noContent().build();
}
}
Input Validation
- Use Bean Validation with
@Validon controllers - Apply constraints on DTOs:
@NotBlank,@Email,@Size, custom validators - Sanitize any HTML with a whitelist before rendering
// BAD: No validation
@PostMapping("/users")
public User createUser(@RequestBody UserDto dto) {
return userService.create(dto);
}
// GOOD: Validated DTO
public record CreateUserDto(
@NotBlank @Size(max = 100) String name,
@NotBlank @Email String email,
@NotNull @Min(0) @Max(150) Integer age
) {}
@PostMapping("/users")
public ResponseEntity<UserDto> createUser(@Valid @RequestBody CreateUserDto dto) {
return ResponseEntity.status(HttpStatus.CREATED)
.body(userService.create(dto));
}
SQL Injection Prevention
- Use Spring Data repositories or parameterized queries
- For native queries, use
:parambindings; never concatenate strings
// BAD: String concatenation in native query
@Query(value = "SELECT * FROM users WHERE name = '" + name + "'", nativeQuery = true)
// GOOD: Parameterized native query
@Query(value = "SELECT * FROM users WHERE name = :name", nativeQuery = true)
List<User> findByName(@Param("name") String name);
// GOOD: Spring Data derived query (auto-parameterized)
List<User> findByEmailAndActiveTrue(String email);
Password Encoding
- Always hash passwords with BCrypt or Argon2 — never store plaintext
- Use
PasswordEncoderbean, not manual hashing
@Bean
public PasswordEncoder passwordEncoder() {
return new BCryptPasswordEncoder(12); // cost factor 12
}
// In service
public User register(CreateUserDto dto) {
String hashedPassword = passwordEncoder.encode(dto.password());
return userRepository.save(new User(dto.email(), hashedPassword));
}
CSRF Protection
- For browser session apps, keep CSRF enabled; include token in forms/headers
- For pure APIs with Bearer tokens, disable CSRF and rely on stateless auth
http
.csrf(csrf -> csrf.disable())
.sessionManagement(sm -> sm.sessionCreationPolicy(SessionCreationPolicy.STATELESS));
Secrets Management
- No secrets in source; load from env or vault
- Keep
application.ymlfree of credentials; use placeholders - Rotate tokens and DB credentials regularly
# BAD: Hardcoded in application.yml
spring:
datasource:
password: mySecretPassword123
# GOOD: Environment variable placeholder
spring:
datasource:
password: ${DB_PASSWORD}
# GOOD: Spring Cloud Vault integration
spring:
cloud:
vault:
uri: https://vault.example.com
token: ${VAULT_TOKEN}
Security Headers
http
.headers(headers -> headers
.contentSecurityPolicy(csp -> csp
.policyDirectives("default-src 'self'"))
.frameOptions(HeadersConfigurer.FrameOptionsConfig::sameOrigin)
.xssProtection(Customizer.withDefaults())
.referrerPolicy(rp -> rp.policy(ReferrerPolicyHeaderWriter.ReferrerPolicy.NO_REFERRER)));
CORS Configuration
- Configure CORS at the security filter level, not per-controller
- Restrict allowed origins — never use
*in production
@Bean
public CorsConfigurationSource corsConfigurationSource() {
CorsConfiguration config = new CorsConfiguration();
config.setAllowedOrigins(List.of("https://app.example.com"));
config.setAllowedMethods(List.of("GET", "POST", "PUT", "DELETE"));
config.setAllowedHeaders(List.of("Authorization", "Content-Type"));
config.setAllowCredentials(true);
config.setMaxAge(3600L);
UrlBasedCorsConfigurationSource source = new UrlBasedCorsConfigurationSource();
source.registerCorsConfiguration("/api/**", config);
return source;
}
// In SecurityFilterChain:
http.cors(cors -> cors.configurationSource(corsConfigurationSource()));
Rate Limiting
- Apply Bucket4j or gateway-level limits on expensive endpoints
- Log and alert on bursts; return 429 with retry hints
// Using Bucket4j for per-endpoint rate limiting
@Component
public class RateLimitFilter extends OncePerRequestFilter {
private final Map<String, Bucket> buckets = new ConcurrentHashMap<>();
private Bucket createBucket() {
return Bucket.builder()
.addLimit(Bandwidth.classic(100, Refill.intervally(100, Duration.ofMinutes(1))))
.build();
}
@Override
protected void doFilterInternal(HttpServletRequest request, HttpServletResponse response,
FilterChain chain) throws ServletException, IOException {
String clientIp = request.getRemoteAddr();
Bucket bucket = buckets.computeIfAbsent(clientIp, k -> createBucket());
if (bucket.tryConsume(1)) {
chain.doFilter(request, response);
} else {
response.setStatus(HttpStatus.TOO_MANY_REQUESTS.value());
response.getWriter().write("{\"error\": \"Rate limit exceeded\"}");
}
}
}
Dependency Security
- Run OWASP Dependency Check / Snyk in CI
- Keep Spring Boot and Spring Security on supported versions
- Fail builds on known CVEs
Logging and PII
- Never log secrets, tokens, passwords, or full PAN data
- Redact sensitive fields; use structured JSON logging
File Uploads
- Validate size, content type, and extension
- Store outside web root; scan if required
Checklist Before Release
- Auth tokens validated and expired correctly
- Authorization guards on every sensitive path
- All inputs validated and sanitized
- No string-concatenated SQL
- CSRF posture correct for app type
- Secrets externalized; none committed
- Security headers configured
- Rate limiting on APIs
- Dependencies scanned and up to date
- Logs free of sensitive data
Remember: Deny by default, validate inputs, least privilege, and secure-by-configuration first.
Springboot Verification
Spring Boot Verification Loop
Run before PRs, after major changes, and pre-deploy.
When to use
- Before opening a pull request for a Spring Boot service
- After major refactoring or dependency upgrades
- Pre-deployment verification for staging or production
- Running full build → lint → test → security scan pipeline
- Validating test coverage meets thresholds
Phase 1: Build
mvn -T 4 clean verify -DskipTests
# or
./gradlew clean assemble -x test
If build fails, stop and fix.
Phase 2: Static Analysis
Maven (common plugins):
mvn -T 4 spotbugs:check pmd:check checkstyle:check
Gradle (if configured):
./gradlew checkstyleMain pmdMain spotbugsMain
Phase 3: Tests + Coverage
mvn -T 4 test
mvn jacoco:report # verify 80%+ coverage
# or
./gradlew test jacocoTestReport
Report:
- Total tests, passed/failed
- Coverage % (lines/branches)
Unit Tests
Test service logic in isolation with mocked dependencies:
@ExtendWith(MockitoExtension.class)
class UserServiceTest {
@Mock private UserRepository userRepository;
@InjectMocks private UserService userService;
@Test
void createUser_validInput_returnsUser() {
var dto = new CreateUserDto("Alice", "[email protected]");
var expected = new User(1L, "Alice", "[email protected]");
when(userRepository.save(any(User.class))).thenReturn(expected);
var result = userService.create(dto);
assertThat(result.name()).isEqualTo("Alice");
verify(userRepository).save(any(User.class));
}
@Test
void createUser_duplicateEmail_throwsException() {
var dto = new CreateUserDto("Alice", "[email protected]");
when(userRepository.existsByEmail(dto.email())).thenReturn(true);
assertThatThrownBy(() -> userService.create(dto))
.isInstanceOf(DuplicateEmailException.class);
}
}
Integration Tests with Testcontainers
Test against a real database instead of H2:
@SpringBootTest
@Testcontainers
class UserRepositoryIntegrationTest {
@Container
static PostgreSQLContainer<?> postgres = new PostgreSQLContainer<>("postgres:16-alpine")
.withDatabaseName("testdb");
@DynamicPropertySource
static void configureProperties(DynamicPropertyRegistry registry) {
registry.add("spring.datasource.url", postgres::getJdbcUrl);
registry.add("spring.datasource.username", postgres::getUsername);
registry.add("spring.datasource.password", postgres::getPassword);
}
@Autowired private UserRepository userRepository;
@Test
void findByEmail_existingUser_returnsUser() {
userRepository.save(new User("Alice", "[email protected]"));
var found = userRepository.findByEmail("[email protected]");
assertThat(found).isPresent();
assertThat(found.get().getName()).isEqualTo("Alice");
}
}
API Tests with MockMvc
Test controller layer with full Spring context:
@WebMvcTest(UserController.class)
class UserControllerTest {
@Autowired private MockMvc mockMvc;
@MockBean private UserService userService;
@Test
void createUser_validInput_returns201() throws Exception {
var user = new UserDto(1L, "Alice", "[email protected]");
when(userService.create(any())).thenReturn(user);
mockMvc.perform(post("/api/users")
.contentType(MediaType.APPLICATION_JSON)
.content("""
{"name": "Alice", "email": "[email protected]"}
"""))
.andExpect(status().isCreated())
.andExpect(jsonPath("$.name").value("Alice"));
}
@Test
void createUser_invalidEmail_returns400() throws Exception {
mockMvc.perform(post("/api/users")
.contentType(MediaType.APPLICATION_JSON)
.content("""
{"name": "Alice", "email": "not-an-email"}
"""))
.andExpect(status().isBadRequest());
}
}
Phase 4: Security Scan
# Dependency CVEs
mvn org.owasp:dependency-check-maven:check
# or
./gradlew dependencyCheckAnalyze
# Secrets in source
grep -rn "password\s*=\s*\"" src/ --include="*.java" --include="*.yml" --include="*.properties"
grep -rn "sk-\|api_key\|secret" src/ --include="*.java" --include="*.yml"
# Secrets (git history)
git secrets --scan # if configured
Common Security Findings
# Check for System.out.println (use logger instead)
grep -rn "System\.out\.print" src/main/ --include="*.java"
# Check for raw exception messages in responses
grep -rn "e\.getMessage()" src/main/ --include="*.java"
# Check for wildcard CORS
grep -rn "allowedOrigins.*\*" src/main/ --include="*.java"
Phase 5: Lint/Format (optional gate)
mvn spotless:apply # if using Spotless plugin
./gradlew spotlessApply
Phase 6: Diff Review
git diff --stat
git diff
Checklist:
- No debugging logs left (
System.out,log.debugwithout guards) - Meaningful errors and HTTP statuses
- Transactions and validation present where needed
- Config changes documented
Output Template
VERIFICATION REPORT
===================
Build: [PASS/FAIL]
Static: [PASS/FAIL] (spotbugs/pmd/checkstyle)
Tests: [PASS/FAIL] (X/Y passed, Z% coverage)
Security: [PASS/FAIL] (CVE findings: N)
Diff: [X files changed]
Overall: [READY / NOT READY]
Issues to Fix:
1. ...
2. ...
Continuous Mode
- Re-run phases on significant changes or every 30–60 minutes in long sessions
- Keep a short loop:
mvn -T 4 test+ spotbugs for quick feedback
Remember: Fast feedback beats late surprises. Keep the gate strict—treat warnings as defects in production systems.