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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
5.1106557e-05
Overall Rank
9,819 | 34.19%
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.

Rank Citing Paper Year Venue Pagerank
6,650 Physical Visualization Design: Decoupling Interface and System Design 2025 SIGMOD 5.7046144e-05
11,225 Mosaic: An Architecture for Linking Databases and Scalable Interactive Visualizations 2025 SIGMOD 4.9605343e-05
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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 0.00037688945
253 Database Cracking 2007 CIDR 0.00023037921
514 TelegraphCQ: Continuous Dataflow Processing 2003 SIGMOD 0.00017005839
545 Plan-Structured Deep Neural Network Models for Query Performance Prediction 2019 VLDB 0.0001657599
924 Effortless Data Exploration with zenvisage: An Expressive and Interactive Visual Analytics System 2017 VLDB 0.00013033863
1,282 AI Meets AI: Leveraging Query Executions to Improve Index Recommendations 2019 SIGMOD 0.00011197535
1,506 VisTrails: Visualization meets Data Management 2006 SIGMOD 0.00010423054
1,617 Dynamic Prefetching of Data Tiles for Interactive Visualization 2016 SIGMOD 0.00010046563
1,722 SMOKE: Fine-grained Lineage at Interactive Speed 2018 VLDB 9.781628e-05
1,804 IDEBench: A Benchmark for Interactive Data Exploration 2020 SIGMOD 9.5971444e-05
2,190 Lero: A Learning-to-Rank Query Optimizer 2023 VLDB 8.8848923e-05
2,656 Explore-by-Example: An Automatic Query Steering Framework for Interactive Data Exploration 2014 SIGMOD 8.1460698e-05
2,701 On Improving User Response Times in Tableau 2015 SIGMOD 8.0959949e-05
2,828 Cost Models for Big Data Query Processing: Learning, Retrofitting, and Our Findings 2020 SIGMOD 7.9476509e-05
3,428 Revisiting Reuse for Approximate Query Processing 2017 VLDB 7.2957009e-05
5,013 Indexing for Interactive Exploration of Big Data Series 2014 SIGMOD 6.30259e-05
5,546 Database Benchmarking for Supporting Real-Time Interactive Querying of Large Data 2020 SIGMOD 6.071729e-05
5,858 Kyrix: Interactive Visual Data Exploration at Scale 2019 CIDR 5.9508624e-05
6,113 Expand your Training Limits! Generating Training Data for ML-based Data Management 2021 SIGMOD 5.8662826e-05
7,010 Skimmer: Rapid Scrolling of Relational Query Results 2012 SIGMOD 5.6056366e-05
7,274 Continuous Prefetch for Interactive Data Applications 2020 SIGMOD 5.5520518e-05
10,057 The Data Interaction Game 2018 SIGMOD 5.0766855e-05
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