Use Case

/

Code Maintenance

Reduce Technical Debt

Model

Claude 3.7 Sonnet

Audit a 2010-era Java Spring MVC e-commerce repo: list the top tech-debt hotspots, rank them by impact, and outline concrete fixes.

Try Query
Claude 3.7 Sonnet
/
coder

ava Spring MVC E-commerce Repository Audit: Technical Debt Analysis

Top Technical Debt Hotspots (Ranked by Impact)

1. Outdated Spring Framework Version

Impact: Critical

  • Security vulnerabilities in older Spring versions (pre-4.x)
  • Missing modern features and performance improvements
  • Limited compatibility with newer Java versions

Recommended Fix:

  • Incrementally upgrade to Spring 5.x
  • Update dependencies in pom.xml/build.gradle
  • Refactor deprecated API usages
  • Implement comprehensive regression testing

2. Monolithic Architecture

Impact: High

  • Difficult to scale individual components
  • Tight coupling between modules
  • Challenging deployment and maintenance

Recommended Fix:

  • Identify bounded contexts for potential microservices
  • Extract shared services to separate modules
  • Implement API gateway pattern
  • Consider gradual migration to microservices architecture

3. Inadequate Test Coverage

Impact: High

  • Regression risks during refactoring
  • Undocumented business logic
  • Difficulty onboarding new developers

Recommended Fix:

  • Implement unit tests for core business logic (JUnit)
  • Add integration tests for critical flows (Spring Test)
  • Set up automated test coverage reporting (JaCoCo)
  • Establish minimum coverage thresholds (70%+)

4. Outdated Authentication Mechanism

Impact: High

  • Security vulnerabilities in older auth patterns
  • Missing modern security features (MFA, OAuth)
  • Poor user experience

Recommended Fix:

  • Migrate to Spring Security 5.x
  • Implement OAuth2/OIDC for authentication
  • Add support for MFA
  • Update password hashing algorithms (bcrypt/Argon2)

5. Direct JDBC/Hibernate Usage

Impact: Medium

  • SQL injection vulnerabilities
  • Inefficient database access patterns
  • Inconsistent transaction management

Recommended Fix:

  • Standardize on Spring Data repositories
  • Implement proper entity relationships
  • Add database migration tool (Flyway/Liquibase)
  • Optimize query performance with proper indexing

6. Lack of API Documentation

Impact: Medium

  • Difficult integration for third parties
  • Knowledge silos within development team
  • Inconsistent API design

Recommended Fix:

  • Implement Swagger/OpenAPI documentation
  • Add comprehensive JavaDocs
  • Create API style guide
  • Document authentication/authorization requirements

7. Frontend/Backend Coupling

Impact: Medium

  • JSP/JSTL templates tightly coupled to controllers
  • Limited reusability of frontend components
  • Difficult to implement modern UI patterns

Recommended Fix:

  • Separate frontend and backend concerns
  • Create RESTful API endpoints
  • Consider migrating to modern frontend framework
  • Implement proper CORS configuration

8. Insufficient Logging and Monitoring

Impact: Medium

  • Difficulty troubleshooting production issues
  • Limited visibility into system performance
  • Lack of audit trail for security events

Recommended Fix:

  • Implement structured logging (SLF4J + Logback)
  • Add request tracing (Spring Cloud Sleuth)
  • Set up centralized logging (ELK stack)
  • Implement health check endpoints

9. Hardcoded Configuration

Impact: Low

  • Environment-specific values in code
  • Difficult deployment across environments
  • Security risks from exposed credentials

Recommended Fix:

  • Externalize configuration (application.properties/YAML)
  • Implement environment-specific profiles
  • Use secret management for sensitive values
  • Add configuration validation on startup

10. Lack of Build Automation

Impact: Low

  • Inconsistent build processes
  • Manual deployment steps
  • No dependency vulnerability scanning

Recommended Fix:

  • Modernize build system (Maven/Gradle)
  • Implement CI/CD pipeline
  • Add dependency vulnerability scanning
  • Automate deployment process

Implementation Roadmap

  1. Immediate (1-2 months):
    • Security vulnerabilities (Spring upgrade, auth fixes)
    • Build automation and CI/CD
    • Logging improvements
  2. Short-term (3-6 months):
    • Test coverage improvements
    • Configuration externalization
    • API documentation
  3. Medium-term (6-12 months):
    • Database access refactoring
    • Frontend/backend separation
    • Monitoring implementation
  4. Long-term (12+ months):
    • Architectural refactoring toward microservices
    • Complete modernization of frontend
    • Advanced security features

Explore Related Use Cases

Experience Ninja's AI Assistant

Try for free today. Plans starting at $5/month.