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)
Incoming Non-self Citations Over Time
Authors
- 1. Anant Bhardwaj (Massachusetts Institute of Technology)
- 2. Souvik Bhattacherjee (University of Maryland)
- 3. Amit Chavan (University of Maryland)
- 4. Amol Deshpande (University of Maryland)
- 5. Aaron J. Elmore (Massachusetts Institute of Technology; University of Chicago)
- 6. Samuel Madden (Massachusetts Institute of Technology)
- 7. Aditya Parameswaran (Massachusetts Institute of Technology; University of Illinois Urbana-Champaign)
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.
Previous
Page 1 / 1
Next
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 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 4,990 | Explaining Dataset Changes for Semantic Data Versioning with Explain-Da-V | 2023 | VLDB |
| 2 | 4,592 | Data Platform for Machine Learning | 2019 | SIGMOD |
| 3 | 11,518 | Building a Shared Conceptual Model of Complex, Heterogeneous Data Systems: A Demonstration | 2022 | CIDR |
| 4 | 7,065 | Dataset Relationship Management | 2019 | CIDR |
| 5 | 9,129 | DataDiff: User-Interpretable Data Transformation Summaries for Collaborative Data Analysis | 2018 | SIGMOD |
| 6 | 2,235 | Decibel: The Relational Dataset Branching System | 2016 | VLDB |
| 7 | 13,482 | Effective Data Versioning for Collaborative Data Analytics | 2020 | SIGMOD |
| 8 | 11,355 | Git is for Data | 2023 | CIDR |
| 9 | 1,349 | Principles of Dataset Versioning: Exploring the Recreation/Storage Tradeoff | 2015 | VLDB |
| 10 | 3,402 | Collaborative Data Analytics with DataHub | 2015 | VLDB |