Data Observability
Real-time monitoring of data quality, pipeline health, and source freshness across 637,000+ funds
ETL Pipeline
Sources
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Processing
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Database
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API Layer
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Live Data Pipeline
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Total Funds
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Countries
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Active Pipelines
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Quality Score
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Data Freshness
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Macro Observations
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Star Ratings
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ESG Coverage
Avg NAV Age
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Holdings Coverage
Statistical Anomaly Monitor
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Fund Data Sources
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Macro Economic Sources
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Source Freshness
| Source | Region | Last Updated | Status |
|---|---|---|---|
| SEC EDGAR (N-PORT) | USA | Weekly | Live |
| AMFI (India NAV) | India | Daily | Live |
| IMF Data API | Global | Weekly | Live |
| US Macro Data | USA | Weekly | Live |
| European Macro Data | Eurozone | Weekly | Live |
| Market Price Data (NAV) | Global | Daily | Live |
| Global Development Data | Global | Weekly | Live |
| CVM Brazil | LatAm | Manual (GCS warm) | Manual |
| Morningstar MCP | Global | On-demand | Limited |
Country Coverage
| Country | Funds | Managers | Holdings | AUM (USD) | Name Coverage |
|---|---|---|---|---|---|
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Data Quality Dimensions
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Completeness
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Accuracy
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Freshness
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Consistency
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Coverage
Quality Dimensions
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Data Completeness
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Avg Score
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High ≥80%
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Medium ≥50%
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Low <50%
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Unscored
Score by Dimension
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Country × Dimension Heatmap
Lowest Completeness Funds (top 20)
| Fund | Ticker | Country | Type | Score |
|---|
