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Optimizing Analytic Data Flows for Multiple Execution Engines

Summary: Optimizes analytic data flows across DBMS, MapReduce, and orchestration engines for a single objective: performance. Introduces data shipping, function shipping, and operation decomposition, with cross-engine flow graphs and demonstrated performance gains. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
4669
Venue
SIGMOD
Year
2012
Pagerank
7.5747814e-05
Overall Rank
3,275 | 77.54%
DOI
10.1145/2213836.2213963

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{simitsis_sigmod12,
        title = {{Optimizing Analytic Data Flows for Multiple Execution Engines}},
        author = {Simitsis, Alkis and Wilkinson, Kevin and Castellanos, Malu and Dayal, Umeshwar},
        series = {{SIGMOD} '12},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2213836.2213963},
        url = {https://dl.acm.org/doi/10.1145/2213836.2213963},
        year = {2012}
}

Incoming Citations (Sorted by Pagerank)

Showing 14 of 14 citing papers.

Rank Citing Paper Year Venue Pagerank
2,540 Multi-Objective Parametric Query Optimization 2015 VLDB 8.45187e-05
3,351 RHEEM: Enabling Cross-Platform Data Processing - May The Big Data Be With You! - 2018 VLDB 7.4937347e-05
3,783 MISO: Souping Up Big Data Query Processing with a Multistore System 2014 SIGMOD 7.1298683e-05
5,124 Approximation Schemes for Many-Objective Query Optimization 2014 SIGMOD 6.3567981e-05
5,187 A Software-Defined Networking based Approach for Performance Management of Analytical Queries on Distributed Data Stores 2014 SIGMOD 6.3279213e-05
5,319 xPAD: A Platform for Analytic Data Flows 2013 SIGMOD 6.2671857e-05
5,720 Opportunistic Physical Design for Big Data Analytics 2014 SIGMOD 6.1092082e-05
9,154 On-Demand State Separation for Cloud Data Warehousing 2022 VLDB 5.3123022e-05
9,741 Polyglot Data Management: State of the Art & Open Challenges 2022 VLDB 5.227679e-05
9,742 Unified Data Analytics: State-of-the-art and Open Problems 2022 VLDB 5.227679e-05
9,988 Rapid Adoption of Cloud Data Warehouse Technology Using Datometry Hyper-Q 2018 SIGMOD 5.1831838e-05
10,551 APEROL: Adaptive Parallel Edge-to-cloud Runtime Optimization for Layered Workflow Execution 2026 VLDB 5.093636e-05
11,784 A Framework for Emulating Database Operations in Cloud Data Warehouses 2020 SIGMOD 5.093636e-05
13,627 The Farm - where Pig Scripts are bred and raised 2013 SIGMOD -
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Outgoing Citations (Sorted by Pagerank)

Showing 11 of 11 cited papers.

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

Rank Cited Paper Year Venue Pagerank
6 Pig Latin: A Not-So-Foreign Language for Data Processing 2008 SIGMOD 0.0010686205
120 HadoopDB: An Architectural Hybrid of MapReduce and DBMS Technologies for Analytical Workloads 2009 VLDB 0.00031680027
660 Hadoop++: Making a Yellow Elephant Run Like a Cheetah (Without It Even Noticing) 2010 VLDB 0.00015198804
1,021 Jaql: A Scripting Language for Large Scale Semistructured Data Analysis 2011 VLDB 0.00012606673
1,436 The Performance of MapReduce: An In-depth Study 2010 VLDB 0.00010797443
1,595 Query Optimization in Heterogeneous DBMS 1992 VLDB 0.00010249433
2,577 Processing Queries Over Generalization Hierarchies in a Multidatabase System 1983 VLDB 8.3947293e-05
3,112 The Garlic Project 1996 SIGMOD 7.7417186e-05
3,726 Parallelizing Query Optimization 2008 VLDB 7.1697834e-05
4,117 Schedule Optimization for Data Processing Flows on the Cloud 2011 SIGMOD 6.8919486e-05
5,979 QoX-Driven ETL Design: Reducing the Cost of ETL Consulting Engagements 2009 SIGMOD 6.0212043e-05
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