Database data-quality monitoring that finds breakage and suggests the fix

The scenario checks the database on a schedule: schema changes, spikes in empty values and shifted distributions. Confident findings go to an audit log and to the team, with a ready fix query attached.

• Data breakage is caught the same day, not in a quarterly report
• Three checks in one: schema, nulls, distributions
• Weak signals are filtered out, so alerts do not become noise
• Every finding ships with a proposed fix

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