GitLab CI vs GitHub Actions vs Jenkins: Choosing Without Regretting It Later

A practical comparison of GitLab CI, GitHub Actions and Jenkins that skips the feature table. What actually decides the choice is where your code lives, whether the runner can reach the deploy target, and who owns the control plane at 2am. Includes the cost mechanics, the security failure modes, and a decision procedure you can run in an afternoon.

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Your Deploy Key Is a Root Shell: GitHub Actions VPS Deployment Over SSH, Done Carefully

A deploy key in GitHub secrets is a shell on your production server, handed to a container you don't control, running code from maintainers you've never met. Here's how to build the pipeline so a leaked key isn't worth much: forced commands, scoped sudo, pinned actions and a real approval gate.

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