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Developer Tools

How do you test an AI security assistant on your languages and frameworks?

Build a coverage matrix of your languages, frameworks and weakness classes, test two cases per cell, and treat untested cells as unsupported until proven.

Oct 18, 20264 min read
Developer Tools

How do you test a Python release on TestPyPI before publishing?

Upload to TestPyPI with twine, install with an index URL, add an extra index for dependencies, and avoid its traps. A short rehearsal for every release.

Oct 18, 20264 min read
Developer Tools

What does a Terraform version constraint like ~> 1.2 actually allow?

The ~> operator lets only the right-most version part rise. See what ~> 1.0.4 and ~> 1.1 allow, and how to choose constraints for providers and modules.

Oct 18, 20263 min read
Developer Tools

Terraform validate, plan or a security scan: what does each catch?

Validate checks syntax and consistency, plan shows proposed changes, and a security scan checks risky settings. Use all three, in that order.

Oct 18, 20263 min read
Developer Tools

When is it safe to use terraform apply with the target option?

The target option plans only some resources. HashiCorp says to use it in exceptional cases only. Here is the security risk and what to do instead.

Oct 18, 20263 min read
Developer Tools

What is Terraform state locking and when is force-unlock safe?

State locking stops two runs from writing state at once. Learn what force-unlock does, why it needs a lock ID, and the one case where using it is safe.

Oct 18, 20263 min read
Developer Tools

How do you back up and recover Terraform state safely?

Terraform state maps your code to real resources and often holds sensitive values. How to version, encrypt, lock and restore it without leaking secrets.

Oct 18, 20263 min read
Developer Tools

How should you store Terraform registry credentials in CI?

Terraform can read host tokens from TF_TOKEN environment variables instead of the CLI config file. How the naming works, and a safer setup for pipelines.

Oct 18, 20263 min read
Developer Tools

How do you reconcile Terraform state after changes made outside Terraform?

Use terraform plan -refresh-only to update state to match changes made outside Terraform, such as during an incident, without changing your infrastructure.

Oct 18, 20263 min read

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