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Continuous Integration and Delivery Pipelines Questions

Design and implement continuous integration and continuous delivery pipelines that reliably build, test, validate, and deploy applications and infrastructure. Topics include pipeline as code practices, defining stages and triggers for builds and tests, automated testing strategies across unit, integration, smoke, and end to end tests, gating and environment promotion, branching and release strategies, artifact management and versioning, and deployment patterns such as rolling updates, blue green deployments, and canary releases. Candidates should be able to design rollback and recovery procedures, integrate infrastructure provisioning into pipelines, select and configure pipeline tooling such as Jenkins, GitHub Actions, GitLab CI, Azure Pipelines, or cloud vendor pipeline services, and reason about observability and reporting for pipeline health and test execution. Practical considerations include environment parity, pipeline security, secrets handling, pipeline as code best practices, and trade offs between speed and safety.

MediumTechnical
61 practiced
How would you instrument CI/CD pipelines to provide observability: collect failure rates, median runtime, build queue length, flaky-test frequency, and historical trends? Describe which metrics to capture, how to label them (repo, job, branch), what dashboards/alerts to create, and how to surface this to engineering teams.
EasyTechnical
40 practiced
Describe the different types of automated tests (unit, integration, contract, smoke, end-to-end) and recommend where each should run in the pipeline (PR, merge, nightly). For each type, explain trade-offs around runtime, flakiness, and confidence.
EasyTechnical
35 practiced
Briefly explain rolling updates, blue-green deployments, and canary releases. For each pattern state a simple example use case and list one operational requirement or limitation (e.g., traffic-switching, duplicate infrastructure costs, monitoring needs).
MediumTechnical
43 practiced
Design a GitHub Actions CI pipeline for a Node.js microservice: requirements — on PR run lint and unit tests; on merge to main build a Docker image, run integration tests against an ephemeral PostgreSQL service, tag the image with semantic version and commit SHA, and push to Docker Hub. Describe workflow file structure, caching strategy, secrets usage, and how to minimize run-time.
MediumTechnical
31 practiced
Explain how you would harden CI/CD pipelines against software supply-chain attacks. Cover secure build environments, dependency scanning and pinning, SBOM generation, artifact signing, least-privilege for pipeline service accounts, and measures to harden runners/agents.

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