Categorize real-time analytics data quality issues so the right owner can act.
Sort each live-data failure by the primary quality dimension it violates. Accuracy Completeness Timeliness Consistency Retry behavior counts the same order twice Revenue converted using yesterday's exchange rate PayPal refunds absent from the stream Region field missing for 18 percent of events Warehouse scans arrive 20 minutes after dispatch decisions Dashboard tile shows data older than its freshness SLO Sales and success use different churn definitions Store reports mix UTC and local business day boundaries
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