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Get Started Free →Cloud infrastructure and DevOps workflow covering AWS, Azure, GCP, Kubernetes, Terraform, CI/CD, monitoring, and cloud-native development.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-04 | ✗→✓ | ▲ Improved | -1% | 0% |
| case-05 | ✗→✓ | ▲ Improved | 40% | 0% |
| case-06 | ✗→✓ | ▲ Improved | 44% | 0% |
| case-12 | ✗→✓ | ▲ Improved | 28% | 0% |
| case-07 | ✗→✓ | ▲ Improved | 39% | 0% |
Comprehensive cloud and DevOps workflow for infrastructure provisioning, container orchestration, CI/CD pipelines, monitoring, and cloud-native application development.
Use this workflow when:
cloud-architect - Cloud architectureaws-skills - AWS developmentazure-functions - Azure developmentgcp-cloud-run - GCP developmentterraform-skill - Terraform IaCterraform-specialist - Advanced TerraformUse @cloud-architect to design multi-cloud architectureUse @terraform-skill to provision AWS infrastructurekubernetes-architect - Kubernetes architecturedocker-expert - Docker containerizationhelm-chart-scaffolding - Helm chartsk8s-manifest-generator - K8s manifestsk8s-security-policies - K8s securityUse @kubernetes-architect to design K8s architectureUse @docker-expert to containerize applicationUse @helm-chart-scaffolding to create Helm chartdeployment-engineer - Deployment engineeringcicd-automation-workflow-automate - CI/CD automationgithub-actions-templates - GitHub Actionsgitlab-ci-patterns - GitLab CIdeployment-pipeline-design - Pipeline designUse @cicd-automation-workflow-automate to set up CI/CD pipelineUse @github-actions-templates to create GitHub Actions workflowobservability-engineer - Observability engineeringgrafana-dashboards - Grafana dashboardsprometheus-configuration - Prometheus setupdatadog-automation - Datadog integrationsentry-automation - Sentry error trackingUse @observability-engineer to set up observability stackUse @grafana-dashboards to create monitoring dashboardscloud-penetration-testing - Cloud pentestingaws-penetration-testing - AWS securityk8s-security-policies - K8s securitysecrets-management - Secrets managementmtls-configuration - mTLS setupUse @cloud-penetration-testing to assess cloud securityUse @secrets-management to configure secretscost-optimization - Cloud cost optimizationdatabase-cloud-optimization-cost-optimize - Database cost optimizationUse @cost-optimization to reduce cloud costsincident-responder - Incident responseincident-runbook-templates - Runbook creationpostmortem-writing - Postmortem documentationUse @incident-runbook-templates to create runbooksSkills: aws-skills, aws-serverless, aws-penetration-testing
Services: EC2, Lambda, S3, RDS, ECS, EKSSkills: azure-functions, azure-ai-projects-py, azure-monitor-opentelemetry-py
Services: Functions, App Service, AKS, Cosmos DBSkills: gcp-cloud-run
Services: Cloud Run, GKE, Cloud Functions, BigQuerydevelopment - Application developmentsecurity-audit - Security testingdatabase - Database operationstesting-qa - Testing workflowsOther measured skills in the registry, with their headline benchmark lift.