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The Struggle To Test Microservices Before Merging

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Originally posted on . When you talk about testing, the fuzzy definition of testing phases comes up right away. Is a test involving all the services an integration test? Or an end-to-end test? Is a test of meeting API spec a contract test? Or a unit test? Specifically, the idea of an integration test can cover a number of things:




  • Contract testing

  • Tests using mocks

  • API integration tests



But rather than splitting hairs about what is being tested, I think a better question is “what is the purpose of integration tests?” If the purpose of integration testing is to see how our updated service interacts with the rest of our stack, then we want to run this testing before merging our code with production or pre-production environments.



Proper integration testing can help catch issues early, reducing the chances of defects reaching production. However, the (PRs).






Integration Testing on Your Laptop: Drawbacks of Mocks



I got my start in the tech industry doing support for an online classroom tool. During a conversation with engineering, I asked about test coverage. The team told me they had automated tests that simulated normal update actions for a virtual classroom. “How many students are in your test case?” I asked. “Oh, a whole bunch, like 50. We wanted to make sure it could handle large classes.” I then explained that the largest virtual classroom I’d seen in the real world was about 2,000 students, and our whole UX really broke at those scales. This points out how a totally contrived testing scenario, no matter how carefully engineered, can fail to simulate real-world situations.



Integration testing using mocks does not require a full environment setup or bringing up many dependencies. With startup times near zero and a testing stack you can run on your laptop, this means very fast feedback.



and offers substantial value. These tests assess real behaviors and interactions, providing a realistic view of the system’s functionality. Typically, such tests are run post-merge in a staging or pre-production environment, often referred to as end-to-end (E2E) testing. This approach ensures comprehensive coverage and high accuracy, but by only running tests after branches are merged, the dev loop is made much longer, with developers waiting hours or days for test feedback.



What’s worse, in a microservice environment the odds are good that most significant failures are found at the stage of integration testing. We can’t have developers waiting days to get test feedback when it’s highly likely those tests will fail.






Testing in a Real Environment Before Merging



What we really want is a realistic environment that can be used by any developer, even at an early stage of working on a PR. Achieving the benefits of API and frontend-level testing pre-merge would save effort on writing and maintaining mocks while testing real system behaviors. This can be done using canary-style testing in a shared baseline environment, akin to canary rollouts but in a pre-production context. To clarify that concept: We want to try running a new version of code on a shared staging environment, where that experimental code won’t break staging for all the other development teams, the same way a canary deploy can go out, break in production and not take down the service for everyone.



Request routing can be used to run API and E2E tests on PRs in a real shared environment with all dependencies, providing early and accurate feedback. Companies like Lyft effectively use this approach to streamline their testing processes.



The implementation of a request routing solution to let “test” versions of services interact with a cluster while also not breaking or modifying flows for other developers can be super effective for your testing process, but it’s not without technical lift to implement, that’s where Signadot comes in.






Share a Single Environment Pre-merge



Signadot is a tool to let teams of any scale implement high-quality pre-merge testing with a shared staging cluster. Signadot enables teams to share and maintain a single environment while running tests on select services.



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