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DataHub: Collaborative Data Science & Dataset Version Management at Scale

Summary: Proposes dataset version control with branch/merge/diff/search for large, divergent datasets—bringing git-like semantics to data management. Presents DataHub, a collaborative-analysis platform built on this VCS, and outlines scalability, provenance, storage, and merge challenges. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
h4b068886716380e3
Venue
CIDR
Year
2015
Pagerank
0.0001210322
Overall Rank
1,086 | 92.70%
DOI
-

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{bhardwaj_cidr15,
        address = {Amsterdam, Netherlands},
        series = {{CIDR} '15},
        title = {{DataHub: Collaborative Data Science \& Dataset Version Management at Scale}},
        booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
        author = {Bhardwaj, Anant and Bhattacherjee, Souvik and Chavan, Amit and Deshpande, Amol and Elmore, Aaron J. and Madden, Samuel and Parameswaran, Aditya},
        year = {2015}
}

Incoming Citations (Sorted by Pagerank)

Showing 31 of 31 citing papers.

Rank Citing Paper Year Venue Pagerank
509 Goods: Organizing Google's Datasets 2016 SIGMOD 0.00017071087
624 Data Lake Management: Challenges and Opportunities 2019 VLDB 0.00015479826
1,038 ARDA: Automatic Relational Data Augmentation for Machine Learning 2020 VLDB 0.00012370691
1,355 Principles of Dataset Versioning: Exploring the Recreation/Storage Tradeoff 2015 VLDB 0.0001092646
1,880 Ground: A Data Context Service 2017 CIDR 9.4415148e-05
1,992 OrpheusDB: Bolt-on Versioning for Relational Databases 2017 VLDB 9.2366883e-05
2,280 Decibel: The Relational Dataset Branching System 2016 VLDB 8.7038926e-05
2,550 SQLShare: Results from a Multi-Year SQL-as-a-Service Experiment 2016 SIGMOD 8.3121033e-05
3,275 ForkBase: An Efficient Storage Engine for Blockchain and Forkable Applications 2018 VLDB 7.4691437e-05
3,399 Orca: Scalable Temporal Graph Neural Network Training with Theoretical Guarantees 2023 SIGMOD 7.3349076e-05
3,436 Collaborative Data Analytics with DataHub 2015 VLDB 7.3007741e-05
3,521 Ember: No-Code Context Enrichment via Similarity-Based Keyless Joins 2022 VLDB 7.2351481e-05
4,334 LIMA: Fine-grained Lineage Tracing and Reuse in Machine Learning Systems 2021 SIGMOD 6.6569314e-05
4,672 Data Platform for Machine Learning 2019 SIGMOD 6.4759004e-05
4,905 Data-Sharing Markets: Model, Protocol, and Algorithms to Incentivize the Formation of Data-Sharing Consortia 2023 SIGMOD 6.3624391e-05
5,097 Explaining Dataset Changes for Semantic Data Versioning with Explain-Da-V 2023 VLDB 6.2742361e-05
5,114 ORPHEUSDB: A Lightweight Approach to Relational Dataset Versioning 2017 SIGMOD 6.2680307e-05
5,792 Optimizing Machine Learning Workloads in Collaborative Environments 2020 SIGMOD 5.99349e-05
6,861 Analysis of Indexing Structures for Immutable Data 2020 SIGMOD 5.6608447e-05
7,446 DEX: Query Execution in a Delta-based Storage System 2017 SIGMOD 5.5242729e-05
7,613 The Machine Learning Bazaar: Harnessing the ML Ecosystem for Effective System Development 2020 SIGMOD 5.4839307e-05
8,027 Dependency-Driven Analytics: a Compass for Uncharted Data Oceans 2017 CIDR 5.4043169e-05
8,583 OneProvenance: Efficient Extraction of Dynamic Coarse-Grained Provenance From Database Query Event Logs 2023 VLDB 5.3092552e-05
9,188 SourceSight: Enabling Effective Source Selection 2016 SIGMOD 5.211358e-05
9,294 DataDiff: User-Interpretable Data Transformation Summaries for Collaborative Data Analysis 2018 SIGMOD 5.1995938e-05
9,672 READY: Completeness is in the Eye of the Beholder 2017 CIDR 5.1447969e-05
11,567 Accelerating Merkle Patricia Trie with GPU 2024 VLDB 4.9793485e-05
11,673 Git is for Data 2023 CIDR 4.9793485e-05
11,731 Demystifying the QoS and QoE of Edge-hosted Video Streaming Applications in the Wild with SNESet 2023 SIGMOD 4.9793485e-05
12,019 A Demonstration of RELIC: A System for REtrospective Lineage InferenCe of Data Workflows 2021 VLDB 4.9793485e-05
12,162 Peering through the Dark: An Owl's View of Inter-job Dependencies and Jobs' Impact in Shared Clusters 2019 SIGMOD 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 5 of 5 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
339 A Taxonomy of Time in Databases 1985 SIGMOD 0.00020570509
709 Archiving Scientific Data 2002 SIGMOD 0.00014609018
1,164 A Case for A Collaborative Query Management System 2009 CIDR 0.00011745383
1,809 ORCHESTRA: Rapid, Collaborative Sharing of Dynamic Data 2005 CIDR 9.5935116e-05
1,827 Querying Data Provenance 2010 SIGMOD 9.5545888e-05
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