
2/26/2026 · Regnard Raquedan
What this post added
This post details the integration of GitLab CI/CD pipelines with Google Cloud's Agent Engine for deploying AI agents. It covers configuring IAM using Workload Identity Federation for secure, keyless authentication, setting up a `.gitlab-ci.yml` file with pre-defined security scanning templates (dependency scanning, SAST, secret detection), and utilizing the Google Agent Development Kit (ADK) CLI for the actual deployment. The post also outlines how to test the deployed agent using `curl` and highlights the security benefits of this approach, such as eliminating long-lived credentials and providing a complete audit trail.