GitLab CI/CD: Architecting, Deploying, and Optimizing Pipelines

Continuous Integration with GitLab

Project Status Meeting 3

In our third project status meeting, we recap how refactoring the CI/CD pipeline—by isolating job containers from service containers—has dramatically eased pressure on the production database. This separation ensures your jobs complete reliably without impacting live traffic.

Note

Container isolation in CI/CD jobs reduces database locks and prevents resource contention.
Consider adopting this pattern early for any large-scale pipeline.

Pipeline Optimization Overview

The image is a project status meeting chart showing tasks assigned to Alice, with their statuses ranging from "Completed" to "Not started."

Key improvements so far:

  • Separated build/test jobs from long-running service containers
  • Reduced concurrent connections on production DB by 40%
  • Improved average job runtime by 25%

Deployment Stage Roadmap

With the core optimizations complete, Alice and her team are now focusing on the next steps: defining deployment requirements, selecting orchestration tools, and automating rollout strategies. Below is the current project status, highlighting priorities, assignees, and outstanding issues.

The image is a project status meeting chart listing tasks, their priorities, assigned person, status, and comments/issues. Tasks range from "Completed" to "Not started," all assigned to Alice.

TaskPriorityAssigneeStatusComments / Issues
Define k8s deployment specsHighAliceIn ProgressWaiting on service account permissions
CI to CD handoff automationMediumAliceNot StartedEvaluate GitLab release job
Helm chart templatingLowAliceNot StartedResearch community charts
Canary and blue/green rolloutHighAliceNot StartedDrafting rollback procedures

Warning

Before scaling up in Kubernetes, double-check resource requests/limits to prevent OOM kills and scheduler evictions.

Next Sessions & Resources

In upcoming meetings, we’ll cover:

  • Kubernetes Fundamentals: pods, services, deployments
  • Helm & Chart Management: templating and versioning
  • Automated Rollbacks & Monitoring: integrating health checks

For a head start on Kubernetes concepts, see Kubernetes Basics.

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