Causes of flaky tests

Flaky Tests

Sep 27, 2023

In the dynamic realm of automated testing, flaky tests stand as an permanent challenge that has perplexed developers and quality assurance experts alike. These tests, notorious for their unpredictable outcomes, pose a significant hurdle to the reliability and efficiency of the testing process. To actually address the issue, it becomes imperative to uncover the root causes that underlie this mysterious phenomenon.

Defining Flaky Tests: A Closer Look at the Conundrum

Flaky tests, often termed as non-deterministic tests, exhibit inconsistency in their behavior across different test runs. The same failed test you saw in previous runs could pass the next time These outcomes can wreak havoc on the sanity of developers and the stability of the codebase. This erratic behavior is akin to a mirage in the testing desert, leading teams to question the necessity of their testing suite.

Common Causes of Flakiness: Navigating the Terrain

  1. Concurrency and Parallelism: In a world where tests are executed concurrently to expedite the testing process, race conditions can stealthily creep in, causing tests to interact in unforeseen ways. Shared resources and improper synchronization mechanisms can lead to unexpected outcomes.

  2. Dependency on External Factors: Flaky tests often result from external dependencies like APIs or databases that are beyond the control of the test environment. Network delays, changes in data, or API alterations can all contribute to inconsistent test results.

  3. Timing and Asynchronicity: Tests that involve asynchronous operations can fall prey to timing issues, leading to varying outcomes based on the speed of execution. Timeouts that are too short or too long can equally trigger flakiness.

  4. Front-End and UI Testing: The dynamic nature of front-end development can introduce flakiness due to changes in the DOM, rendering discrepancies, or browser-specific behaviors.

  5. Test Data Management: Flakiness can emerge when tests share or modify the same test data, causing unexpected interactions that produce inconsistent results.

  6. Concurrency Plugins and Frameworks: While concurrency frameworks aim to enhance test execution speed, they can also introduce flakiness if not handled meticulously.

Unearthing Solutions: Taming the Flakiness Beast

  1. Rigorous Debugging and Reruns: When flaky tests strike, a thorough debugging process is vital. Analyze logs, test reports, and test data to identify patterns. Sometimes, simply rerunning the test suite can yield different outcomes, helping narrow down the root cause.

  2. Isolation and Determinism: Design tests to be isolated and deterministic, minimizing dependencies on external factors or shared resources. Mocking and stubbing can aid in achieving this.

  3. Retries and Thresholds: Incorporate retry mechanisms in your test suite to mitigate transient failures. However, tread cautiously, as excessive retries can extend test execution times.

  4. Continuous Monitoring: Integrate test reports and metrics into your workflow to keep a vigilant eye on test flakiness trends. Continuous integration tools like GitHub Actions can help in automating this process.

The Path Forward: A Reliable Testing Landscape

While flaky tests might appear as insurmountable challenges, dedicated efforts in understanding and mitigating their underlying causes can pave the way to more reliable tests. One simple solution is to use BuildPulse, which find and flaky tests, reports on impact, and quarantines them - an end to end solution.

FAQ

Does BuildPulse replace my current CI system?

No.

We use GitHub Actions / CircleCI / Semaphore CI self-hosted functionality to run your builds on our infrastructure.

Other than faster builds, there are no changes to your developers' workflows - you can continue using your CI system as-is.

How is BuildPulse faster than GitHub Actions hosted runners?

We use GitHub’s self-hosted functionality to run your builds on our infrastructure with latest generation + high single-core performance CPUs, also then further optimized for CI-type workloads. We’ve also tuned our VMs and block storage devices, increasing baseline performance while also cutting costs in half.

We also provide a toolkit to further speed up your pipelines, which includes ultra fast remote docker builders, docker layer caching, dependency caching, and more. With all of these improvements, we’ve seen 2x+ performance improvements in build times.

Can I use BuildPulse with other CI providers than GitHub Actions?

Yes! BuildPulse Runners will run jobs for CircleCI, SemaphoreCI - GitLab coming soon.

We aim to support all popular CI systems. If you're using one that's not listed, please contact support@buildpulse.io!

Is there a free trial available?

Yes, you can book a meeting here!

How do you secure my builds?

BuildPulse runs each job in a network- and compute- isolated environment with ephemeral VMs that leave behind a clean state after every run.

Do you support Mac and Windows runners?

This is on our roadmap! Email us at hello@buildpulse.io, or book a demo here!

Is BuildPulse SOC 2 compliant?

Yes, BuildPulse is SOC 2 Type 2 compliant.

Contact us at hello@buildpulse.io for more information.

How are BuildPulse Runners priced?

BuildPulse Runners charges on a per-second basis, which depend on the runner-type used. See our pricing page for more details.

How long does implementation/integration with BuildPulse take?

The minimum implementation involves 2 steps: Signing up for BuildPulse, and changing 1 in your GitHub Actions yaml file.

If you're using Semaphore CI or Circle CI, it's a 4 line change. See our Getting Started guide for more details.

Does BuildPulse replace my current CI system?

No.

We use GitHub Actions / CircleCI / Semaphore CI self-hosted functionality to run your builds on our infrastructure.

Other than faster builds, there are no changes to your developers' workflows - you can continue using your CI system as-is.

How is BuildPulse faster than GitHub Actions hosted runners?

We use GitHub’s self-hosted functionality to run your builds on our infrastructure with latest generation + high single-core performance CPUs, also then further optimized for CI-type workloads. We’ve also tuned our VMs and block storage devices, increasing baseline performance while also cutting costs in half.

We also provide a toolkit to further speed up your pipelines, which includes ultra fast remote docker builders, docker layer caching, dependency caching, and more. With all of these improvements, we’ve seen 2x+ performance improvements in build times.

Can I use BuildPulse with other CI providers than GitHub Actions?

Yes! BuildPulse Runners will run jobs for CircleCI, SemaphoreCI - GitLab coming soon.

We aim to support all popular CI systems. If you're using one that's not listed, please contact support@buildpulse.io!

Is there a free trial available?

Yes, you can book a meeting here!

How do you secure my builds?

BuildPulse runs each job in a network- and compute- isolated environment with ephemeral VMs that leave behind a clean state after every run.

Do you support Mac and Windows runners?

This is on our roadmap! Email us at hello@buildpulse.io, or book a demo here!

Is BuildPulse SOC 2 compliant?

Yes, BuildPulse is SOC 2 Type 2 compliant.

Contact us at hello@buildpulse.io for more information.

How are BuildPulse Runners priced?

BuildPulse Runners charges on a per-second basis, which depend on the runner-type used. See our pricing page for more details.

How long does implementation/integration with BuildPulse take?

The minimum implementation involves 2 steps: Signing up for BuildPulse, and changing 1 in your GitHub Actions yaml file.

If you're using Semaphore CI or Circle CI, it's a 4 line change. See our Getting Started guide for more details.

Does BuildPulse replace my current CI system?

No.

We use GitHub Actions / CircleCI / Semaphore CI self-hosted functionality to run your builds on our infrastructure.

Other than faster builds, there are no changes to your developers' workflows - you can continue using your CI system as-is.

How is BuildPulse faster than GitHub Actions hosted runners?

We use GitHub’s self-hosted functionality to run your builds on our infrastructure with latest generation + high single-core performance CPUs, also then further optimized for CI-type workloads. We’ve also tuned our VMs and block storage devices, increasing baseline performance while also cutting costs in half.

We also provide a toolkit to further speed up your pipelines, which includes ultra fast remote docker builders, docker layer caching, dependency caching, and more. With all of these improvements, we’ve seen 2x+ performance improvements in build times.

Can I use BuildPulse with other CI providers than GitHub Actions?

Yes! BuildPulse Runners will run jobs for CircleCI, SemaphoreCI - GitLab coming soon.

We aim to support all popular CI systems. If you're using one that's not listed, please contact support@buildpulse.io!

Is there a free trial available?

Yes, you can book a meeting here!

How do you secure my builds?

BuildPulse runs each job in a network- and compute- isolated environment with ephemeral VMs that leave behind a clean state after every run.

Do you support Mac and Windows runners?

This is on our roadmap! Email us at hello@buildpulse.io, or book a demo here!

Is BuildPulse SOC 2 compliant?

Yes, BuildPulse is SOC 2 Type 2 compliant.

Contact us at hello@buildpulse.io for more information.

How are BuildPulse Runners priced?

BuildPulse Runners charges on a per-second basis, which depend on the runner-type used. See our pricing page for more details.

How long does implementation/integration with BuildPulse take?

The minimum implementation involves 2 steps: Signing up for BuildPulse, and changing 1 in your GitHub Actions yaml file.

If you're using Semaphore CI or Circle CI, it's a 4 line change. See our Getting Started guide for more details.

Ready for Takeoff?

Ready for Takeoff?

Ready for Takeoff?