Repeatable tools: CLI, PowerShell, APIs
For scale, prefer scripts and APIs over manual clicks. CLI (Command-Line Interface): repeatable commands and scripts. PowerShell: scripting and automation. API (Application Programming Interface): integrate into tools and pipelines. Faster and more consistent changes.

