Claude Code testing

Critical Business Logic Has No Test Coverage

Your test suite covers utility functions and simple CRUD operations but completely misses the critical business logic: payment processing, access control checks, data transformations, and state machine transitions. The parts of your code that are most likely to cause catastrophic failures if broken have zero test coverage.

Claude Code tends to generate tests for the easiest-to-test code (pure functions, simple helpers) while skipping the complex, stateful, integration-heavy code that actually needs testing the most. The coverage report may show 70% overall but the missing 30% contains all the high-risk logic.

This becomes painfully apparent when a 'small refactor' of the payment flow introduces a bug that charges customers the wrong amount, and no test catches it before production.

Error Messages You Might See

Payment charged wrong amount in production User accessed admin panel without admin role Data export missing records for edge case State transition allowed that should be blocked
Payment charged wrong amount in productionUser accessed admin panel without admin roleData export missing records for edge caseState transition allowed that should be blocked

Common Causes

  • Complex setup avoided — Tests for payment flows require Stripe test mode, database seeding, and multi-step setup that AI skips
  • External service dependencies — Code that calls external APIs is left untested because mocking the API is complex
  • State machine transitions untested — Status changes (pending -> processing -> completed -> failed) and their edge cases have no coverage
  • Error handling paths untested — Only the happy path is tested; what happens on timeout, invalid input, or partial failure is unknown
  • Coverage metrics misleading — Line coverage is high because simple code is tested, but branch coverage on critical paths is zero

How to Fix It

  1. Identify critical paths first — List your top 10 most important features (payment, auth, data export). These get tests first regardless of overall coverage
  2. Write integration tests for critical flows — Test the full flow from request to database, using test databases and service test modes (Stripe test keys)
  3. Test every state transition — For each status field, test every valid transition AND verify invalid transitions are rejected
  4. Test error handling explicitly — Force errors (network timeouts, invalid data, permission denied) and verify the app handles them gracefully
  5. Use branch coverage, not line coverage — Configure your coverage tool to report branch coverage. Aim for 100% branch coverage on critical paths

Real developers can help you.

Luca Liberati Luca Liberati I work on monoliths and microservices, backends and frontends, manage K8s clusters and love to design apps architecture Taufan Taufan I’m a product-focused engineer and tech leader who builds scalable systems and turns ideas into production-ready platforms. Over the past years, I’ve worked across startups and fast-moving teams, leading backend architecture, improving system reliability, and shipping products used by thousands of users. My strength is not just writing code — but connecting product vision, technical execution, and business impact. Pratik Pratik SWE with 15+ years of experience building and maintaining web apps and extensive BE infrastructure Jared Hasson Jared Hasson Full time lead founding dev at a cyber security saas startup, with 10 yoe and a bachelor's in CS. Building & debugging software products is what I've spent my time on for forever Daniel Vázquez Daniel Vázquez Software Engineer with over 10 years of experience on Startups, Government, big tech industry & consulting. Jen Jacobsen Jen Jacobsen I’m a Full-Stack Developer with over 10 years of experience building modern web and mobile applications. I enjoy working across the full product lifecycle — turning ideas into real, well-built products that are intuitive for users and scalable for businesses. I particularly enjoy building mobile apps, modern web platforms, and solving complex technical problems in a way that keeps systems clean, reliable, and easy to maintain. Anthony Akpan Anthony Akpan Developer with 8 years of experience building softwares fro startups Yovel Cohen Yovel Cohen I got a lot of experience in building Long-horizon AI Agents in production, Backend apps that scale to millions of users and frontend knowledge as well. Caio Rodrigues Caio Rodrigues I'm a full-stack developer focused on building practical and scalable web applications. My main experience is with **React, TypeScript, and modern frontend architectures**, where I prioritize clean code, component reusability, and maintainable project structures. I have strong experience working with **dynamic forms, state management (Redux / React Hook Form), and complex data-driven interfaces**. I enjoy solving real-world problems by turning ideas into reliable software that companies can actually use in their daily operations. Beyond coding, I care about **software quality and architecture**, following best practices for componentization, code organization, and performance optimization. I'm also comfortable working across the stack when needed, integrating APIs, handling business logic, and helping transform prototypes into production-ready systems. My goal is always to deliver solutions that are **simple, efficient, and genuinely useful for the people using them.** prajwalfullstack prajwalfullstack Hi Im a full stack developer, a vibe coded MVP to Market ready product, I'm here to help

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Frequently Asked Questions

What should I test first when coverage is low?

Prioritize by risk: payment processing, authentication and authorization, data mutations that can't be undone, and any code that handles money or personal data. These are the paths where bugs cause the most damage.

How do I test code that calls external APIs?

Use the service's test mode (Stripe test keys, SendGrid sandbox) for integration tests. Use recorded HTTP responses (nock, VCR, responses) for unit tests. Test both success and error responses from the API.

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