deployment-automation

This is a deployment automation guide with example manifests and CI scripts. I found no direct signs of malicious code, credential harvesting, or obfuscated payloads. The main security concerns are supply-chain hygiene and operational best practices: pin Helm chart versions and Git revisions (avoid targetRevision: HEAD), ensure HELM_REPO_URL and kubeconfig secrets are from trusted sources and follow least privilege, and prefer image digests or tags pinned to known-good builds for test and runtime images. Running arbitrary third-party test images and writing kubeconfig to the runner filesystem are normal for CI-based deployments but require secure CI runners and properly scoped credentials to reduce risk.