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Towards Scalable Dataframe Systems

Summary: Scalable dataframe systems via MODIN; scaling pandas-like APIs with a simple dataframe data model and algebra. Signature features: flexible schemas, ordering, row/column equivalence, data/metadata fluidity; a trial-and-error interaction model spurs open data-management research. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h03a9681978c91d52
Venue
VLDB
Year
2020
Pagerank
0.00010895207
Overall Rank
1,370 | 90.80%
DOI
10.14778/3407790.3407807
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{petersohn_vldb20,
        title = {{Towards Scalable Dataframe Systems}},
        author = {Petersohn, Devin and Macke, Stephen and Xin, Doris and Ma, William and Lee, Doris and Mo, Xiangxi and Gonzalez, Joseph E. and Hellerstein, Joseph M. and Joseph, Anthony D. and Parameswaran, Aditya},
        journal = {PVLDB},
        series = {{VLDB} '20},
        volume = {13},
        number = {11},
        pages = {2033--2046},
        doi = {10.14778/3407790.3407807},
        url = {https://doi.org/10.14778/3407790.3407807},
        year = {2020}
}

Incoming Citations (Sorted by Pagerank)

Showing 22 of 22 citing papers.

Rank Citing Paper Year Venue Pagerank
1,195 Balsa: Learning a Query Optimizer Without Expert Demonstrations 2022 SIGMOD 0.00011574218
2,208 Magpie: Python at Speed and Scale using Cloud Backends 2021 CIDR 8.8445332e-05
2,460 Query Processing on Tensor Computation Runtimes 2022 VLDB 8.4308406e-05
3,100 Lux: Always-on Visualization Recommendations for Exploratory Dataframe Workflows 2022 VLDB 7.64814e-05
3,181 A Critique of Modern SQL And A Proposal Towards A Simple and Expressive Query Language 2024 CIDR 7.5603717e-05
3,337 The Composable Data Management System Manifesto 2023 VLDB 7.4077425e-05
3,931 Flexible Rule-Based Decomposition and Metadata Independence in Modin: A Parallel Dataframe System 2022 VLDB 6.9153238e-05
4,817 PolyFrame: A Retargetable Query-based Approach to Scaling Dataframes 2021 VLDB 6.3962636e-05
5,642 DataPrep.EDA: Task-Centric Exploratory Data Analysis for Statistical Modeling in Python 2021 SIGMOD 6.0519777e-05
6,117 ConnectorX: Accelerating Data Loading From Databases to Dataframes 2022 VLDB 5.8787466e-05
6,666 UPLIFT: Parallelization Strategies for Feature Transformations in Machine Learning Workloads 2022 VLDB 5.7144587e-05
7,214 Capturing and Querying Fine-grained Provenance of Preprocessing Pipelines in Data Science 2021 VLDB 5.5814338e-05
7,272 Decentralized Actor Scheduling and Reference-based Storage in Xorbits: a Native Scalable Data Science Engine 2025 VLDB 5.5668569e-05
7,544 Automating and Optimizing Data-Centric What-If Analyses on Native Machine Learning Pipelines 2023 SIGMOD 5.496984e-05
9,256 DQDF: Data-Quality-Aware Dataframes 2022 VLDB 5.2032182e-05
10,285 ElasticNotebook: Enabling Live Migration for Computational Notebooks 2024 VLDB 5.0431349e-05
10,312 Fast and Scalable Data Transfer Across Data Systems 2025 SIGMOD 5.0376863e-05
10,907 stratum: A System Infrastructure for Massive Agent-Centric ML Workloads 2026 VLDB 4.9769913e-05
11,266 Accio: Bolt-on Query Federation 2025 VLDB 4.9769913e-05
11,576 SplitDF: Splitting Dataframes for Memory-Efficient Data Analysis 2024 VLDB 4.9769913e-05
11,908 DPDS: Assisting Data Science with Data Provenance 2022 VLDB 4.9769913e-05
11,940 Leam: An Interactive System for In-situ Visual Text Analysis 2021 CIDR 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 24 of 24 cited papers.

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

Rank Cited Paper Year Venue Pagerank
9 Online Aggregation 1997 SIGMOD 0.00076265429
23 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00055384955
71 DuckDB: an Embeddable Analytical Database 2019 SIGMOD 0.00037724477
95 Potter's Wheel: An Interactive Data Cleaning System 2001 VLDB 0.00034367518
129 Efficient and Extensible Algorithms for Multi Query Optimization 2000 SIGMOD 0.00030395767
390 QPipe: A Simultaneously Pipelined Relational Query Engine 2005 SIGMOD 0.00019265472
669 SharedDB: Killing One Thousand Queries With One Stone 2012 VLDB 0.00014975391
772 VerdictDB: Universalizing Approximate Query Processing 2018 SIGMOD 0.0001409096
1,030 Rate-Based Query Optimization for Streaming Information Sources 2002 SIGMOD 0.00012402072
1,108 Maximizing the Output Rate of Multi-Way Join Queries over Streaming Information Sources 2003 VLDB 0.00011986214
1,268 Querying XML Views of Relational Data 2001 VLDB 0.00011263863
1,568 HELIX: Holistic Optimization for Accelerating Iterative Machine Learning 2019 VLDB 0.00010208225
1,578 SchemaSQL - A Language for Interoperability in Relational Multi-database Systems 1996 VLDB 0.00010182593
1,662 Rapid Sampling for Visualizations with Ordering Guarantees 2015 VLDB 9.9502569e-05
1,697 PIVOT and UNPIVOT: Optimization and Execution Strategies in an RDBMS 2004 VLDB 9.8499097e-05
1,801 Hash joins and hash teams in Microsoft SQL Server 1998 VLDB 9.604827e-05
1,872 Predictive Interaction for Data Transformation 2015 CIDR 9.4606235e-05
1,916 The Analytical Bootstrap: a New Method for Fast Error Estimation in Approximate Query Processing 2014 SIGMOD 9.3822742e-05
2,003 Sample + Seek: Approximating Aggregates with Distribution Precision Guarantee 2016 SIGMOD 9.2071735e-05
4,922 CQL: A Query Language for Manipulating Object-oriented Databases 1989 VLDB 6.3494738e-05
5,025 Adaptive Sampling for Rapidly Matching Histograms 2018 VLDB 6.3078009e-05
6,050 Query Unnesting in Object-Oriented Databases 1998 SIGMOD 5.9020654e-05
6,259 DataSpread: Unifying Databases and Spreadsheets 2015 VLDB 5.8307986e-05
6,994 Skimmer: Rapid Scrolling of Relational Query Results 2012 SIGMOD 5.6241476e-05
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