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What a Real CI/CD Pipeline Does

A CI/CD pipeline is not just a build script that runs on a server. It is the engineering team's quality gate, security checkpoint, and deployment vehicle — all in one automated process.

A well-built CI pipeline catches problems before they reach production: unit test failures, integration test failures, static analysis findings, container image vulnerabilities, and dependency license violations. Each failure is a problem that would have been more expensive to find later.

A well-built CD pipeline makes production deployment boring: the same process runs every time, the deployment is observable, and if something goes wrong, the rollback is as automated as the deployment.

Continuous Integration

The CI stage runs on every commit or pull request. It should complete fast enough that developers don't context-switch while waiting: typically under ten minutes for most applications. It must be deterministic — the same code produces the same result every time.

We build CI pipelines with stages that reflect the quality requirements of the application: dependency install and cache management, compilation or transpilation, unit tests with coverage thresholds, integration tests against ephemeral dependencies, static analysis, container image build, and container vulnerability scanning using tools such as Trivy or Google Cloud's Artifact Registry vulnerability scanning.

Continuous Deployment

The CD stage takes the validated artifact from CI and deploys it through the environment chain: development, staging, and production — with appropriate gates between each environment. For Kubernetes workloads, we implement GitOps with ArgoCD: the deployment state is defined in a Git repository, ArgoCD reconciles the cluster state to match, and deployment history is the Git history.

Deployment strategies we implement: rolling deployments (default for most workloads), blue-green (for zero-downtime cutover with instant rollback), and canary (for progressive traffic shifting to validate a new version before full rollout).

Toolchain

We implement CI/CD on the toolchain appropriate for the organization's context: GitHub Actions for teams using GitHub (the most flexible and widely supported), Cloud Build for GCP-native workflows with tight GCP service integration, or Tekton for teams that need a Kubernetes-native pipeline platform. For Kubernetes deployment, ArgoCD is our default GitOps tool.