member key for observation and an admin key only when an automation must change resources.
Keep organization, project, and environment explicit in unattended jobs.
- Discover with MCP
search, the OpenAPI document, or a CLIlistcommand. - Read current state before creating a named resource.
- Prefer
manifest planbeforemanifest applyfor multi-resource changes. - Stop on authentication, authorization, billing, validation, and not-found errors; do not retry them blindly.
- Ask for approval when an operation is marked
dangerousordestructive. - Verify the resulting state and application URL after a write.