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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
4607
Venue
SIGMOD
Year
2012
Pagerank
6.8238962e-05
Overall Rank
3,710 | 74.20%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 14 of 14 citing papers.

Rank Citing Paper Year Venue Pagerank
2,659 Multi-Objective Parametric Query Optimization 2015 VLDB 8.3604734e-05
3,265 RHEEM: Enabling Cross-Platform Data Processing - May The Big Data Be With You! - 2018 VLDB 7.3083672e-05
3,562 MISO: Souping Up Big Data Query Processing with a Multistore System 2014 SIGMOD 6.9694564e-05
4,874 Approximation Schemes for Many-Objective Query Optimization 2014 SIGMOD 5.8594632e-05
5,050 xPAD: A Platform for Analytic Data Flows 2013 SIGMOD 5.7340229e-05
5,142 A Software-Defined Networking based Approach for Performance Management of Analytical Queries on Distributed Data Stores 2014 SIGMOD 5.6673393e-05
6,075 Opportunistic Physical Design for Big Data Analytics 2014 SIGMOD 5.223901e-05
9,125 On-Demand State Separation for Cloud Data Warehousing 2022 VLDB 4.3917246e-05
9,607 Polyglot Data Management: State of the Art & Open Challenges 2022 VLDB 4.3177432e-05
9,608 Unified Data Analytics: State-of-the-art and Open Problems 2022 VLDB 4.3177432e-05
9,840 Rapid Adoption of Cloud Data Warehouse Technology Using Datometry Hyper-Q 2018 SIGMOD 4.2739372e-05
10,263 APEROL: Adaptive Parallel Edge-to-cloud Runtime Optimization for Layered Workflow Execution 2026 VLDB 4.1945683e-05
11,588 A Framework for Emulating Database Operations in Cloud Data Warehouses 2020 SIGMOD 4.1945683e-05
13,426 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
3 Pig Latin: A Not-So-Foreign Language for Data Processing 2008 SIGMOD 0.0024183614
157 HadoopDB: An Architectural Hybrid of MapReduce and DBMS Technologies for Analytical Workloads 2009 VLDB 0.00040397359
794 Hadoop++: Making a Yellow Elephant Run Like a Cheetah (Without It Even Noticing) 2010 VLDB 0.00016605103
1,265 Jaql: A Scripting Language for Large Scale Semistructured Data Analysis 2011 VLDB 0.00012947629
1,615 The Performance of MapReduce: An In-depth Study 2010 VLDB 0.00011132319
1,839 Query Optimization in Heterogeneous DBMS 1992 VLDB 0.00010349298
2,391 Processing Queries Over Generalization Hierarchies in a Multidatabase System 1983 VLDB 8.9022915e-05
2,854 The Garlic Project 1996 SIGMOD 8.0103732e-05
4,261 Parallelizing Query Optimization 2008 VLDB 6.31244e-05
4,700 Schedule Optimization for Data Processing Flows on the Cloud 2011 SIGMOD 5.9882572e-05
6,102 QoX-Driven ETL Design: Reducing the Cost of ETL Consulting Engagements 2009 SIGMOD 5.2087887e-05
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