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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
4608
Venue
SIGMOD
Year
2012
Pagerank
6.8176849e-05
Overall Rank
3,714 | 74.19%
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
2,652 Multi-Objective Parametric Query Optimization 2015 VLDB 8.3662031e-05
3,270 RHEEM: Enabling Cross-Platform Data Processing - May The Big Data Be With You! - 2018 VLDB 7.3013196e-05
3,565 MISO: Souping Up Big Data Query Processing with a Multistore System 2014 SIGMOD 6.9627613e-05
4,876 Approximation Schemes for Many-Objective Query Optimization 2014 SIGMOD 5.8544467e-05
5,048 xPAD: A Platform for Analytic Data Flows 2013 SIGMOD 5.7285145e-05
5,142 A Software-Defined Networking based Approach for Performance Management of Analytical Queries on Distributed Data Stores 2014 SIGMOD 5.6618933e-05
6,079 Opportunistic Physical Design for Big Data Analytics 2014 SIGMOD 5.2194019e-05
9,123 On-Demand State Separation for Cloud Data Warehousing 2022 VLDB 4.3875153e-05
9,607 Polyglot Data Management: State of the Art & Open Challenges 2022 VLDB 4.3136057e-05
9,608 Unified Data Analytics: State-of-the-art and Open Problems 2022 VLDB 4.3136057e-05
9,839 Rapid Adoption of Cloud Data Warehouse Technology Using Datometry Hyper-Q 2018 SIGMOD 4.2698419e-05
10,263 APEROL: Adaptive Parallel Edge-to-cloud Runtime Optimization for Layered Workflow Execution 2026 VLDB 4.1905499e-05
11,592 A Framework for Emulating Database Operations in Cloud Data Warehouses 2020 SIGMOD 4.1905499e-05
13,439 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 0.0024217964
158 HadoopDB: An Architectural Hybrid of MapReduce and DBMS Technologies for Analytical Workloads 2009 VLDB 0.00040401371
789 Hadoop++: Making a Yellow Elephant Run Like a Cheetah (Without It Even Noticing) 2010 VLDB 0.00016602215
1,265 Jaql: A Scripting Language for Large Scale Semistructured Data Analysis 2011 VLDB 0.00012933537
1,615 The Performance of MapReduce: An In-depth Study 2010 VLDB 0.00011137225
1,846 Query Optimization in Heterogeneous DBMS 1992 VLDB 0.00010338936
2,392 Processing Queries Over Generalization Hierarchies in a Multidatabase System 1983 VLDB 8.8934863e-05
2,861 The Garlic Project 1996 SIGMOD 8.0031905e-05
4,255 Parallelizing Query Optimization 2008 VLDB 6.3080082e-05
4,698 Schedule Optimization for Data Processing Flows on the Cloud 2011 SIGMOD 5.9835195e-05
6,106 QoX-Driven ETL Design: Reducing the Cost of ETL Consulting Engagements 2009 SIGMOD 5.2040193e-05
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