Terraform vs Pulumi
IaC.
Terraform strengths
HCL DSL: simple, declarative, focused on resource provisioning. Lower learning curve for ops teams.
Mature ecosystem: thousands of providers, broad community knowledge, established patterns and modules.
Tooling support: terraform-cloud, terragrunt, atlantis, terratest. Production-grade ecosystem.
Pulumi strengths
Real programming languages: Python, TypeScript, Go, .NET, Java. Loops, abstractions, type safety.
Better for complex logic. Generating resources programmatically (per-service, per-environment) is natural.
Testing: write unit tests for infrastructure code in your language's testing framework.
Trade-offs
Terraform: limited expressiveness in HCL. Complex logic ends up as ugly templating or external scripts.
Pulumi: programming language flexibility comes with the ability to write hard-to-understand code. Discipline required.
Pulumi: smaller community than Terraform. Patterns less established; fewer Stack Overflow answers.
How to decide
Greenfield project, programming-heavy team: Pulumi. Type safety and testing pay off.
Greenfield project, ops-heavy team or sysadmin background: Terraform. Lower learning curve.
Existing Terraform: stay. Migration cost rarely pays back; the ecosystem advantage compounds.
Migration considerations
Pulumi supports importing Terraform state. Side-by-side operation possible during migration.
Migration is a multi-month project for serious infrastructure. Plan accordingly.
Hybrid is fine. Terraform for AWS infrastructure; Pulumi for application-level resources. Use the right tool per layer.