FluxQuery: An Execution Framework for Highly Interactive Query Workloads

Summary: FluxQuery proposes a cyclic scan-based execution model for highly interactive workloads where user intent evolves during query design. It models workload variability and uses cyclic processing to support thousands of concurrent queries with low memory and CPU, delivering interactive response times. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: h1b6fe6b4f3808e0e
Venue: SIGMOD
Year: 2016
Pagerank: 5.9755208e-05
Overall Rank: 5,831 | 60.81%
DOI: 10.1145/2882903.2882945

Incoming Non-self Citations Over Time

Authors

1. Roee Ebenstein (Ohio State University)
2. Niranjan Kamat (Ohio State University)
3. Arnab Nandi (Ohio State University)

BibTeX Citation

@inproceedings{ebenstein_sigmod16,
        title = {{FluxQuery: An Execution Framework for Highly Interactive Query Workloads}},
        author = {Ebenstein, Roee and Kamat, Niranjan and Nandi, Arnab},
        series = {{SIGMOD} '16},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2882903.2882945},
        url = {https://dl.acm.org/doi/10.1145/2882903.2882945},
        year = {2016}
}

Incoming Citations (Sorted by Pagerank)

Showing 6 of 6 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,408	Northstar: An Interactive Data Science System	2018	VLDB	0.00010738859
1,423	Procella: Unifying serving and analytical data at YouTube	2019	VLDB	0.00010715412
6,165	Guided Exploration of User Groups	2020	VLDB	5.8617079e-05
6,638	Data Tweening: Incremental Visualization of Data Transforms	2017	VLDB	5.7237652e-05
6,652	Combining Design and Performance in a Data Visualization Management System	2017	CIDR	5.7190063e-05
8,019	AJoin: Ad-hoc Stream Joins at Scale	2020	VLDB	5.4045347e-05

Outgoing Citations (Sorted by Pagerank)

Showing 20 of 20 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
14	MonetDB/X100: Hyper-Pipelining Query Execution	2005	CIDR	0.00064013679
53	Eddies: Continuously Adaptive Query Processing	2000	SIGMOD	0.000408505
57	On Random Sampling over Joins	1999	SIGMOD	0.00040095727
135	Ripple Joins for Online Aggregation	1999	SIGMOD	0.00029858107
200	Continuously Adaptive Continuous Queries over Streams	2002	SIGMOD	0.00025444144
519	Query by Output	2009	SIGMOD	0.00016937515
669	SharedDB: Killing One Thousand Queries With One Stone	2012	VLDB	0.00014975391
970	Integrating Scale Out and Fault Tolerance in Stream Processing using Operator State Management	2013	SIGMOD	0.00012776109
1,431	Approximate Join Processing Over Data Streams	2003	SIGMOD	0.00010676907
1,796	Dynamic Pipeline Scheduling for Improving Interactive Query Performance	2001	VLDB	9.6147923e-05
1,918	Predictable Performance for Unpredictable Workloads	2009	VLDB	9.375192e-05
2,607	dbTouch: Analytics at your Fingertips	2013	CIDR	8.2260445e-05
2,720	TPC-DS, Taking Decision Support Benchmarking to the Next Level	2002	SIGMOD	8.0936194e-05
3,005	Gestural Query Specification	2014	VLDB	7.7609244e-05
3,093	Parallel Query Scheduling and Optimization with Time- and Space-Shared Resources	1997	VLDB	7.6542899e-05
3,729	Memory-Limited Execution of Windowed Stream Joins	2004	VLDB	7.0664086e-05
4,012	Deployment of Query Plans on Multicores	2015	VLDB	6.8540959e-05
5,900	Crescando	2010	SIGMOD	5.9519287e-05
7,012	SnapToQuery: Providing Interactive Feedback during Exploratory Query Specification	2015	VLDB	5.6192097e-05
8,395	Query Expansion Based on Clustered Results	2011	VLDB	5.3386292e-05

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#	Overall Rank	Paper	Year	Venue
1	200	Continuously Adaptive Continuous Queries over Streams	2002	SIGMOD
2	3,553	Interactive Analysis of Web-Scale Data	2009	CIDR
3	7,466	Update-Pattern-Aware Modeling and Processing of Continuous Queries	2005	SIGMOD
4	4,100	On-the-fly Progress Detection in Iterative Stream Queries	2009	VLDB
5	7,864	Changing Flights in Mid-air: A Model for Safely Modifying Continuous Queries	2011	SIGMOD
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8	3,586	Schema-based Scheduling of Event Processors and Buffer Minimization for Queries on Structured Data Streams	2004	VLDB
9	5,573	Database Benchmarking for Supporting Real-Time Interactive Querying of Large Data	2020	SIGMOD
10	4,345	FluXQuery: An Optimizing XQuery Processor for Streaming XML Data	2004	VLDB