Valentine in Action: Matching Tabular Data at Scale
Summary: Open-source Valentine suite for scalable tabular-schema matching. Holistic matching ingests heterogeneous sources, outputs column similarity, and provides a GUI to fabricate datasets and evaluate matching methods for scalable dataset discovery in data lakes. (summarized by gpt-5-nano on Feb 09 2026)
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Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 383 | COMA - A system for flexible combination of schema matching approaches | 2002 | VLDB | 0.00024802484 |
| 1,179 | Table Union Search on Open Data | 2018 | VLDB | 0.00013458551 |
| 1,761 | Tuning Schema Matching Software using Synthetic Scenarios | 2005 | VLDB | 0.00010637364 |
| 2,792 | Incremental Schema Matching | 2006 | VLDB | 8.1185188e-05 |
| 4,485 | OpenII: An Open Source Information Integration Toolkit | 2010 | SIGMOD | 6.142053e-05 |
| 5,658 | XBenchMatch: a Benchmark for XML Schema Matching Tools | 2007 | VLDB | 5.3868097e-05 |
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| Overall Rank | Paper | Year | Venue | Pagerank |
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| 11,747 | CloudMatcher: A Hands-Off Cloud/Crowd Service for Entity Matching | 2018 | VLDB | 4.1905499e-05 |
| 4,538 | Privacy Preserving Schema and Data Matching | 2007 | SIGMOD | 6.0987424e-05 |
| 8,824 | The Role of Schema Matching in Large Enterprises | 2009 | CIDR | 4.4371579e-05 |
| 8,121 | LakeBench: A Benchmark for Discovering Joinable and Unionable Tables in Data Lakes | 2024 | VLDB | 4.5771143e-05 |
| 5,080 | Reducing Uncertainty of Schema Matching via Crowdsourcing | 2013 | VLDB | 5.7081186e-05 |
| 8,919 | Data Lakes Empowered by Knowledge Graph Technologies | 2021 | SIGMOD | 4.4229886e-05 |
| 915 | On Schema Matching with Opaque Column Names and Data Values | 2003 | SIGMOD | 0.00015362622 |
| 8,825 | Analyzing and Revising Data Integration Schemas to Improve Their Matchability | 2008 | VLDB | 4.4371579e-05 |
| 4,414 | CrowdMatcher: Crowd-Assisted Schema Matching | 2014 | SIGMOD | 6.1975384e-05 |
| 304 | Generic Schema Matching with Cupid | 2001 | VLDB | 0.00028282278 |