User Journey

Each rule runs daily over its entity and produces a score: pass if the score clears the threshold, warn if it is just under, fail if it is well under. Scores are trended over 14 days. The degrading rule (media-asset count per property) crosses from pass into warn and fail as the window advances, populating the alert path and the seeded audit entry.

Click Explain and the metered step hypothesises a cause — usually a concentration of failures in recently-ingested rows, i.e. an upstream pipeline change — and recommends a backfill plus a freshness guard. The lineage graph makes that traceable: it shows #01 Marketplace writing booking and payment, events rolling up into #24 KPIs and #23 BI, and cost flowing into #27 FinOps. Data quality is the layer that tells the rest of the ecosystem whether those reads can be trusted.