Name a canonical table or API for each KPI, plus a human owner with authority to resolve discrepancies. Document lineage visibly on the page. When finance and product disagree, show reconciliation notes so discussions move forward instead of spiraling into blame.
Publish exact update times, expected delays, and alert thresholds. Automate extracts and validation tests, then notify owners when thresholds fail. Consistency builds habit; leaders learn when to check and how much volatility to expect, strengthening confidence in decisions and commitments.
Limit exposure without hiding signal. Redact personal data, lock sensitive drill-throughs, and log access. For shared snapshots, aggregate to safe levels and watermark exports. Clear boundaries reassure legal, protect customers, and let executives circulate insights freely across teams and partners.
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