What are the absolute must-follow Infrastructure as Code best practices for a two-person development team using Terraform to manage our AWS infrastructure?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the absolute must-follow Infrastructure as Code best practices for a two-person development team using Terraform to manage our AWS infrastructure?
5 real searches · 1 real-search pass
site:developer.hashicorp.com/terraform/language/backend/s3 use_lockfile state locking S3 backendGoogle ↗
OBSERVEDOther / navigational
site:developer.hashicorp.com/terraform/cli/commands/plan saved plan sensitive data terraform applyGoogle ↗
OBSERVEDOther / navigational
site:docs.aws.amazon.com IAM best practices temporary credentials roles least privilege CloudTrailGoogle ↗
OBSERVEDOther / navigational
site:developer.hashicorp.com/terraform/language/modules module structure version pinning providers lock fileGoogle ↗
OBSERVEDOther / navigational
site:docs.aws.amazon.com prescriptive-guidance terraform AWS CI CD OIDC GitHub Actions credentialsGoogle ↗
OBSERVEDOther / navigational
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (5)
Classes come from the query-classifier (a local Laya model). 4 of 5 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT5 real searches · gpt-6
site:developer.hashicorp.com/terraform/language/backend/s3 use_lockfile state locking S3 backend Google ↗
site:developer.hashicorp.com/terraform/cli/commands/plan saved plan sensitive data terraform apply Google ↗
site:docs.aws.amazon.com IAM best practices temporary credentials roles least privilege CloudTrail Google ↗
site:developer.hashicorp.com/terraform/language/modules module structure version pinning providers lock file Google ↗
site:docs.aws.amazon.com prescriptive-guidance terraform AWS CI CD OIDC GitHub Actions credentials Google ↗
- Security best practices · docs.aws.amazon.com
- AWS Prescriptive Guidance - Best practices for using the Terraform AWS Provider · docs.aws.amazon.com
- Style Guide - Configuration Language | Terraform · developer.hashicorp.com
- Provider Requirements - Configuration Language | Terraform · developer.hashicorp.com
- Standard Module Structure | Terraform · developer.hashicorp.com
- terraform plan command reference | Terraform · developer.hashicorp.com
- Backends: State Storage and Locking | Terraform · developer.hashicorp.com
- AWS – Best practices for using the Terraform AWS Provider · docs.aws.amazon.com
Queries
5 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
site:developer.hashicorp.com/terraform/language/backend/s3 use_lockfile state locking S3 backend OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
site:developer.hashicorp.com/terraform/cli/commands/plan saved plan sensitive data terraform apply OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
site:docs.aws.amazon.com IAM best practices temporary credentials roles least privilege CloudTrail OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
site:developer.hashicorp.com/terraform/language/modules module structure version pinning providers lock file OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
site:docs.aws.amazon.com prescriptive-guidance terraform AWS CI CD OIDC GitHub Actions credentials OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |