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Data Freshness SLA Basics

Set and measure freshness

Freshness SLAs state how recent data should be for key tables/dashboards, identify owners, set alerts on delays, show freshness badges to users, and trigger runbooks when freshness breaks.

Define

Set max staleness per dataset/dashboard with owners.

Monitor

Alert on lateness; show freshness indicators to users.

Fix

Follow runbooks to catch up; communicate delays and ETAs.

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