Bash Defensive Patterns
Master defensive Bash programming techniques for production-grade scripts.
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Browse the full catalog → Browse ready-made kits → Build your own set →Build GitLab CI/CD pipelines with multi-stage workflows, caching, and distributed runners for…
A pattern library for building scalable GitLab CI/CD pipelines with multi-stage workflows, smart caching, and distributed runner autoscaling. It uses DAG-based parallelism via the needs keyword, branch-isolated cache strategies, and merge-request pipelines to cut pipeline time and runner cost. Includes ready templates for Docker build, multi-environment deploy, Terraform, security scanning, and dynamic child pipelines.
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The pipeline assembly the skill performs in .gitlab-ci.yml, from skeleton to hardened production flow:
gitlab-ci-patterns · core
core active · 6 lines
Building a multi-stage build-test-deploy pipeline in .gitlab-ci.yml
Parallelizing independent jobs with needs to shorten total pipeline time
Configuring branch-isolated caching for node_modules and dependencies
Deploying to staging and production Kubernetes with manual gates
Running a Terraform validate-plan-apply pipeline with manual apply
Adding SAST, dependency, and container scanning via GitLab templates
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Cut pipeline duration with DAG parallelism that runs independent jobs at once
license: perpetualSlash runner cost: autoscaling drops idle runners to zero off-peak
license: perpetualAvoid stale or wasteful caches with branch-keyed, lock-file-aware cache policy
license: perpetualCatch issues before merge with shift-left merge-request pipelines
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Basic build-test-deploy pipeline with artifacts and coverage reporting
6 parts · one working system · ships instantly by email
DevOps engineers and platform teams running GitLab who want fast, cost-efficient, secure pipelines instead of slow sequential stages.
then this was forged for you.Universal by design: these run in any AI. Delivered in the open Agent Skills + MCP format (native in Claude); ChatGPT, Gemini, Cursor and Copilot adapt the same files their own way.
The core patterns are plain .gitlab-ci.yml: DAG parallelism with needs, branch-keyed caching, and the multi-stage templates all work on CE. Runner autoscaling assumes you operate your own runner fleet.
Independent jobs run simultaneously via the needs keyword instead of waiting for whole stages, and lock-file-aware caching stops every job from reinstalling dependencies. Merge-request pipelines then catch failures before code ever merges.
No. The patterns are tied to GitLab CI syntax and its runner model. For the GitHub side, the sibling GitHub Actions template library is the right product.
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