Skip to content
Latchkey

Terraform vs Pulumi: Which IaC Tool for CI?

Terraform uses declarative HCL with a huge provider ecosystem; Pulumi lets you write infrastructure in general-purpose languages.

Terraform defines infrastructure in HCL and is the most widely adopted IaC tool. Pulumi lets you define the same infrastructure in TypeScript, Python, Go, or C#, using familiar language constructs.

TerraformPulumi
LanguageHCL (declarative)TypeScript, Python, Go, C#
Provider ecosystemLargestLarge (incl. TF bridge)
State backendMany backendsPulumi service or self-managed
TestingPlan/policy toolsNative language unit tests
Team fitOps/platform standardApp devs who prefer code

In CI

Both fit a plan-then-apply pipeline gated on review. Terraform’s declarative HCL and vast provider ecosystem make it the broadly-understood standard, with mature CI patterns and policy tooling. Pulumi lets teams reuse real languages, loops, and unit tests, which can be more natural for app developers. Pulumi can also consume Terraform providers, narrowing the ecosystem gap.

Choosing for pipelines

Want the industry-standard declarative tool with the largest ecosystem and hiring pool: Terraform. Want to express infrastructure in your team’s programming language with native testing: Pulumi. Gate apply on review and protect state in both.

The verdict

Standard declarative IaC with the biggest ecosystem: Terraform. Prefer real languages and native tests: Pulumi. Both work well in a plan/apply CI flow with protected state.

Related guides

References

Run this faster and cheaper on Latchkey managed runners - self-healing included. Start free → 30-day trial · No credit card