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Optimizing Dataflow Systems for Scalable Interactive Visualization

Summary: VegaPlus fuses visualization with back-end optimization for dashboards. An optimizer reasons about plans on Vega and the DBMS, accounts for UI-driven changes, and can rewrite plans; benchmarks on seven dashboards show gains vs standard optimizers. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h370ed448e2ae80b2
Venue
SIGMOD
Year
2024
Pagerank
5.1276108e-05
Overall Rank
9,787 | 34.23%
DOI
10.1145/3639276
PDF
Download (CC BY 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{yang_sigmod24,
        title = {{Optimizing Dataflow Systems for Scalable Interactive Visualization}},
        author = {Yang, Junran and Joo, Hyekang Kevin and Yerramreddy, Sai and Moritz, Dominik and Battle, Leilani},
        series = {{SIGMOD} '24},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3639276},
        url = {https://dl.acm.org/doi/10.1145/3639276},
        year = {2024}
}

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

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Outgoing Citations (Sorted by Pagerank)

Showing 22 of 22 cited papers.

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

Rank Cited Paper Year Venue Pagerank
71 DuckDB: an Embeddable Analytical Database 2019 SIGMOD 0.00037724477
252 Database Cracking 2007 CIDR 0.00023101361
511 TelegraphCQ: Continuous Dataflow Processing 2003 SIGMOD 0.00017058115
560 Plan-Structured Deep Neural Network Models for Query Performance Prediction 2019 VLDB 0.00016408613
924 Effortless Data Exploration with zenvisage: An Expressive and Interactive Visual Analytics System 2017 VLDB 0.0001305096
1,280 AI Meets AI: Leveraging Query Executions to Improve Index Recommendations 2019 SIGMOD 0.00011224914
1,502 VisTrails: Visualization meets Data Management 2006 SIGMOD 0.00010454991
1,609 Dynamic Prefetching of Data Tiles for Interactive Visualization 2016 SIGMOD 0.00010079636
1,713 SMOKE: Fine-grained Lineage at Interactive Speed 2018 VLDB 9.8129981e-05
1,797 IDEBench: A Benchmark for Interactive Data Exploration 2020 SIGMOD 9.6143465e-05
2,209 Lero: A Learning-to-Rank Query Optimizer 2023 VLDB 8.8360101e-05
2,648 Explore-by-Example: An Automatic Query Steering Framework for Interactive Data Exploration 2014 SIGMOD 8.172373e-05
2,697 On Improving User Response Times in Tableau 2015 SIGMOD 8.1166572e-05
2,833 Cost Models for Big Data Query Processing: Learning, Retrofitting, and Our Findings 2020 SIGMOD 7.9539771e-05
3,417 Revisiting Reuse for Approximate Query Processing 2017 VLDB 7.3184905e-05
4,989 Indexing for Interactive Exploration of Big Data Series 2014 SIGMOD 6.3234684e-05
5,573 Database Benchmarking for Supporting Real-Time Interactive Querying of Large Data 2020 SIGMOD 6.0774723e-05
5,844 Kyrix: Interactive Visual Data Exploration at Scale 2019 CIDR 5.9704482e-05
6,141 Expand your Training Limits! Generating Training Data for ML-based Data Management 2021 SIGMOD 5.8708409e-05
6,994 Skimmer: Rapid Scrolling of Relational Query Results 2012 SIGMOD 5.6241476e-05
7,255 Continuous Prefetch for Interactive Data Applications 2020 SIGMOD 5.5704712e-05
10,021 The Data Interaction Game 2018 SIGMOD 5.0935279e-05
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