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Stephanie Makori
Stephanie Makori

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Putting It All Together: Application and Infrastructure Workflows with Terraform

Over the past three weeks, I have moved from writing basic Terraform code to building a complete, production-ready workflow that combines application and infrastructure deployment into one unified system.

The biggest takeaway is that Infrastructure as Code must follow the same discipline as software engineering. Version control, testing, code reviews, and CI/CD pipelines are not optional. They are essential for safe and scalable infrastructure.

In this final stage, I built an integrated CI pipeline using GitHub Actions. Every pull request triggers formatting checks, validation, and a Terraform plan. That plan is saved as an immutable artifact, ensuring that what gets reviewed is exactly what gets applied. This removes uncertainty and prevents unexpected changes during deployment.

I also implemented Sentinel policies in Terraform Cloud to enforce rules across all deployments. Restricting instance types prevents costly mistakes, while mandatory tagging ensures every resource is traceable and properly managed. These policies act as guardrails, allowing teams to move quickly without compromising safety.

Another key addition is the cost estimation gate. Terraform Cloud calculates the expected monthly cost before deployment and blocks changes that exceed a defined threshold. This introduces financial accountability directly into the workflow.

What makes this approach powerful is the concept of immutable infrastructure promotion. Instead of rebuilding environments differently, the same reviewed Terraform plan is promoted across environments. This ensures consistency, reduces drift, and aligns infrastructure workflows with modern application deployment practices.

Reflecting on this journey, the most important shift for me was thinking of infrastructure as a controlled, versioned system rather than manual configuration. This mindset is what enables teams to scale safely and confidently.

This is no longer just about writing Terraform. It is about building reliable systems.

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