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Kubernetes at Scale: Implementing GitOps with ArgoCD

Cloud Infrastructure
February 15, 2026
12 min read
Kubernetes at Scale: Implementing GitOps with ArgoCD

How we transitioned to a pure GitOps workflow to manage 500+ microservices with zero downtime and automated rollbacks.

The Problem with ClickOps

Managing infrastructure manually or via ad-hoc scripts quickly becomes a nightmare at scale. Configuration drift occurs, and tracking changes becomes impossible. Enter GitOps.

Why ArgoCD?

By declaring our entire Kubernetes state in Git repositories, ArgoCD acts as a reconciliation engine. It constantly compares the live cluster state with the Git repository. If someone manually edits a deployment, ArgoCD immediately overwrites it back to the declared state in Git.

Progressive Delivery

We use Argo Rollouts to implement Canary deployments. When a new version of a microservice is merged, it is routed 5% of traffic. We monitor error rates and latency in Datadog automatically. If metrics remain stable, traffic is gradually increased to 100%. If an anomaly is detected, Argo automatically rolls back to the previous stable version in seconds.