CM-Explorer: Dissecting Data Ingestion Problems
Summary: CM-Explorer: system for disentangling correlated violated conditional unit tests over conditional metrics (CMs) to surface minimal subrelations (tuples) that explain ingestion errors. Uses a graph explorer (correlation visualization), relation explorer (tuple browsing) and history explorer (temporal diagnostics) to help stewards find the most relevant tests. (summarized by gpt-5-mini on Feb 09 2026)
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Authors
- 1. Niels Bylois
- 2. Frank Neven
- 3. Stijn Vansummeren
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| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,337 | Automating Large-Scale Data Quality Verification | 2018 | VLDB | 0.00011211329 |
| 3,581 | TensorFlow Data Validation: Data Analysis and Validation in Continuous ML Pipelines | 2020 | SIGMOD | 7.3490316e-05 |
| 5,106 | Probabilistic Demand Forecasting at Scale | 2017 | VLDB | 6.4265568e-05 |
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