Data Quality Dashboard
Real-time health of streaming telemetry across all pipelines.
Valid Events
5.2M
+4.1% vs yesterday
Rejected Events
32K
+12.3% vs yesterday
Anomaly Rate
1.8%
stable
Data Latency (ms)
240
-18ms vs yesterday
Data Quality Score Over Time
Recent Data Issues
| Timestamp | Severity | Issue Type | Affected Stream | Root Cause | Status |
|---|
Ingestion Monitoring
Throughput, error rate, and log trace across all ingestion streams.
Active Streams
28
all healthy
Avg Throughput
1.12M/s
+6.2% peak hr
Avg Lag
220 ms
under SLO
Error Rate
0.31%
within band
Event Ingestion Throughput (events/sec)
Playback
Ad Telemetry
User Engagement
Ingestion Streams Health
| Stream Name | Status | Events Received | Errors | Lag (ms) | Last Updated |
|---|
Ingestion Logs
Anomaly Detection Console
Ensemble model output (Isolation Forest + ARIMA) and investigation workflow.
Total Anomalies Today
28
7-day avg 24
Critical Anomalies
6
+2 vs avg
Model Confidence
94%
trending up
Streams Affected
7
of 28 active
Anomaly Score Over Time
Recent Anomalies
| Timestamp | Stream | Score | Severity | Model | Status |
|---|
Incident Correlation Center
Active incidents with correlated anomaly context and root-cause analysis.
Open Incidents
4
2 acknowledged
Critical
1
SLA breach risk
Avg Duration
42 min
-12 min vs avg
MTTR
1.3 hr
trending down
Correlation Map
Data Source
Ingestion
Validation
ML Model
API
Dashboard View
Correlated Events
| Timestamp | Component | Event Type | Impact | Notes |
|---|
Feedback Loop & Model Improvement
Track investigations, capture QA feedback, and continuously improve detection.
Open Reviews
3
2 due today
Awaiting Retrain
1
scheduled 18:00 UTC
Model Updates
2
this week
Closed Loops
7
7-day total
Feedback Timeline
10:45
Anomaly opened
US-East HVOD
11:10
QA assigned
A. Rivera
11:45
Root cause identified
CDN cache
12:15
Retrain request
Model Ops
Feedback Items
| Incident ID | Owner | Root Cause | Resolution | Model Update | Status |
|---|