> For the complete documentation index, see [llms.txt](https://murray-love-code.gitbook.io/murray-love-code-docs/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://murray-love-code.gitbook.io/murray-love-code-docs/use-cases/data-operations.md).

# data operations

Data leaders should own definitions, grain, joins, calendars, currency rules and quality status. Operations leaders should own runtime budgets, dependency monitoring, evidence retention, incident response and revocation.

For customer concentration, for example, a percentage may be permitted while customer names remain restricted. The answer must still identify which certified revenue definition and reporting period it uses.


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