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One of the biggest challenges in system integration testing is managing test data and external dependencies. In modern applications, multiple modules and services interact with each other, often relying on APIs, databases, and third-party services. Without proper control over these dependencies, tests can become flaky, slow, or unreliable.

A common issue is inconsistent test data. If one service expects a specific dataset and another service modifies it, tests may fail for reasons unrelated to actual defects. To mitigate this, teams should define consistent, reusable test datasets that can be easily reset between test runs. Data versioning and environment isolation are key practices that prevent accidental interference between tests.

Another challenge is handling dependencies on external services. Waiting for live APIs, third-party integrations, or network-dependent services can slow down system integration testing and introduce uncertainty. One solution is to use mocks or stubs that simulate these services. This allows teams to control responses, test edge cases, and run tests in isolation without relying on live systems.

Platforms like Keploy make this process much easier. By capturing real API traffic, Keploy automatically generates test cases and mocks for dependent services, reducing manual setup and maintenance effort. Teams can simulate complex interactions realistically, ensuring that tests remain reliable and scalable as systems evolve.

Ultimately, effective system integration testing requires careful planning around data and dependencies. By combining reusable datasets, smart mocking, and automation tools like Keploy, teams can reduce flaky tests, accelerate testing cycles, and maintain confidence in system behavior—even as applications grow in complexity.

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