From manual deploys to AI-supervised operations
How a high-traffic reviews aggregator moved from docker-compose to Kubernetes with unified CI/CD, then handed daily operations to Metatron, Digital Care’s AI control plane.
The client runs a high-traffic reviews aggregator built as microservices. All containers ran through docker-compose and every deployment was manual: no isolated environments, no repeatable release process, and operations that depended entirely on individual engineers.
Move the platform to Kubernetes as the single orchestrator, unify CI/CD for all applications, and then take the operational load off the team for good.
Modernized the platform. Then put an AI on call.
Kubernetes migration
Deployed a new Kubernetes cluster and moved every microservice off docker-compose onto declaratively described workloads.
Three environments
Dev, stage and prod: changes are tested and rehearsed before they ever reach users.
CI/CD on GitLab
Build and deploy pipelines in DinD mode: extra isolation, convenient scaling, automatic releases without downtime.
Monitoring
Prometheus + Grafana across all services: resource consumption and availability visible per service.
Metatron as the control plane
Our AI agent watches the whole platform: every Alertmanager alert picked up and investigated automatically, evidence-backed root cause in Slack in minutes. On-call engineers freed from routine investigation.