ShipSquad

AI Workflow: IaC Review Pipeline

Review Terraform, CloudFormation, and Kubernetes configs with AI to catch misconfigurations and security issues.

How This AI Workflow Works

This workflow automates infrastructure as code review using AI agents. Each step is handled by a specialized agent, allowing the entire process to run with minimal human intervention. Category: Engineering.

IaC Review Pipeline applies AI analysis to your Terraform, CloudFormation, and Kubernetes configurations to catch misconfigurations, security issues, and cost problems before infrastructure changes are deployed. Every pull request that modifies infrastructure code triggers AI review that checks for overly permissive IAM policies, unencrypted storage, exposed ports, missing tags, and non-compliant configurations. AI also estimates the monthly cost impact of changes, flagging significant increases before they hit your cloud bill. For teams managing complex multi-cloud infrastructure, this prevents the costly mistakes that are easy to make in declarative infrastructure code — like accidentally opening a database port to the internet or provisioning oversized instances. ShipSquad implements this by integrating IaC scanning tools into your GitHub Actions pipeline, configuring security and compliance policies that match your organization's requirements, and using AI cost estimation from tools like Infracost to surface financial impact alongside security analysis in every infrastructure pull request.

Step-by-Step Workflow

1Integrate IaC scanner into pull requests
2AI checks for security misconfigurations
3Cost estimation for infrastructure changes
4Compliance checking against policies

Recommended Tools

GitHub ActionsDocker AIClaude Code

Frequently Asked Questions

What IaC issues does AI catch?

AI identifies overly permissive IAM policies, exposed ports, unencrypted storage, missing tags, and cost-inefficient resource configurations.

Can AI estimate infrastructure costs?

Yes, AI analyzes resource definitions and estimates monthly costs, flagging significant cost increases before deployment.

Does AI support all IaC tools?

Most AI tools support Terraform, CloudFormation, Kubernetes YAML, and Helm charts with varying levels of analysis depth.

Further Reading

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