CI/CD workflows can make or break an organization’s software development speed and efficiency. Over time, organizations with the best continuous integration practices have been able to more quickly ship smaller changes to various environments, which ensures that any issues are discovered faster and at a smaller scale. However, as developers commit code more frequently, this leads to added strain on CI/CD systems. Due to increased development velocity, the impact of any single problematic commit or test is magnified—as a failing pipeline can prevent any new code merges— and results in developer frustration.