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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
259
Venue
CIDR
Year
2015
Pagerank
0.00012269438
Overall Rank
1,077 | 92.62%
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
514 Goods: Organizing Google's Datasets 2016 SIGMOD 0.00017178673
749 Data Lake Management: Challenges and Opportunities 2019 VLDB 0.00014379989
1,121 ARDA: Automatic Relational Data Augmentation for Machine Learning 2020 VLDB 0.00012093059
1,349 Principles of Dataset Versioning: Exploring the Recreation/Storage Tradeoff 2015 VLDB 0.00011069122
1,902 Ground: A Data Context Service 2017 CIDR 9.506714e-05
1,946 OrpheusDB: Bolt-on Versioning for Relational Databases 2017 VLDB 9.4334506e-05
2,235 Decibel: The Relational Dataset Branching System 2016 VLDB 8.8913373e-05
2,592 SQLShare: Results from a Multi-Year SQL-as-a-Service Experiment 2016 SIGMOD 8.3657526e-05
3,208 ForkBase: An Efficient Storage Engine for Blockchain and Forkable Applications 2018 VLDB 7.635872e-05
3,402 Collaborative Data Analytics with DataHub 2015 VLDB 7.4418927e-05
3,589 Ember: No-Code Context Enrichment via Similarity-Based Keyless Joins 2022 VLDB 7.2812353e-05
3,634 Orca: Scalable Temporal Graph Neural Network Training with Theoretical Guarantees 2023 SIGMOD 7.2358691e-05
4,240 LIMA: Fine-grained Lineage Tracing and Reuse in Machine Learning Systems 2021 SIGMOD 6.809685e-05
4,592 Data Platform for Machine Learning 2019 SIGMOD 6.6139071e-05
4,785 Data-Sharing Markets: Model, Protocol, and Algorithms to Incentivize the Formation of Data-Sharing Consortia 2023 SIGMOD 6.5084717e-05
4,990 Explaining Dataset Changes for Semantic Data Versioning with Explain-Da-V 2023 VLDB 6.4105738e-05
5,026 ORPHEUSDB: A Lightweight Approach to Relational Dataset Versioning 2017 SIGMOD 6.3970621e-05
5,699 Optimizing Machine Learning Workloads in Collaborative Environments 2020 SIGMOD 6.1170243e-05
6,744 Analysis of Indexing Structures for Immutable Data 2020 SIGMOD 5.7859151e-05
7,300 DEX: Query Execution in a Delta-based Storage System 2017 SIGMOD 5.6509215e-05
7,473 The Machine Learning Bazaar: Harnessing the ML Ecosystem for Effective System Development 2020 SIGMOD 5.609366e-05
7,878 Dependency-Driven Analytics: a Compass for Uncharted Data Oceans 2017 CIDR 5.5246167e-05
8,950 OneProvenance: Efficient Extraction of Dynamic Coarse-Grained Provenance From Database Query Event Logs 2023 VLDB 5.345946e-05
9,019 SourceSight: Enabling Effective Source Selection 2016 SIGMOD 5.3309706e-05
9,129 DataDiff: User-Interpretable Data Transformation Summaries for Collaborative Data Analysis 2018 SIGMOD 5.318789e-05
9,492 READY: Completeness is in the Eye of the Beholder 2017 CIDR 5.2625108e-05
11,231 Accelerating Merkle Patricia Trie with GPU 2024 VLDB 5.093636e-05
11,355 Git is for Data 2023 CIDR 5.093636e-05
11,417 Demystifying the QoS and QoE of Edge-hosted Video Streaming Applications in the Wild with SNESet 2023 SIGMOD 5.093636e-05
11,716 A Demonstration of RELIC: A System for REtrospective Lineage InferenCe of Data Workflows 2021 VLDB 5.093636e-05
11,862 Peering through the Dark: An Owl's View of Inter-job Dependencies and Jobs' Impact in Shared Clusters 2019 SIGMOD 5.093636e-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
335 A Taxonomy of Time in Databases 1985 SIGMOD 0.00020869676
701 Archiving Scientific Data 2002 SIGMOD 0.00014870915
1,149 A Case for A Collaborative Query Management System 2009 CIDR 0.0001194728
1,781 ORCHESTRA: Rapid, Collaborative Sharing of Dynamic Data 2005 CIDR 9.7739542e-05
1,912 Querying Data Provenance 2010 SIGMOD 9.4946756e-05
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