When we talk about metrics in software delivery, a lot of developers think of execution metrics — things like throughput, delivery and number of deploys. But in reality, those metrics don’t motivate anyone — at least not without connecting them to a bigger picture. I’ve worked in software for 23 years. I’m a three-time founder and four-time CTO, responsible for leading a 200+ member distributed engineering organization.

Testing is vital because it helps you discover bugs before you release software, enabling you to deliver a high-quality product to your customers. Sometimes, though, tests are flaky and unreliable. Tests may be unreliable because of newly-written code or external factors. These flaky tests, also known as flappers, fail to produce accurate and consistent results. If your tests are flaky, they cannot help you find (and fix) all your bugs, which negatively impacts user experience.

With CircleCI, there are many different CI/CD flows that can be automated. One such flow is the use of Infrastructure-as-Code (IaC) to build cloud environments. For example, you can use CircleCI to automate the process of building Terraform plans and applying them, in order to create massive production setups in AWS, Azure, GCP, and other cloud environments.