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Continuous Cloud-Scale Query Optimization and Processing

Summary: Continuous, runtime-driven optimization in Scope for cloud-scale queries, with live statistics collection. In-flight plan reoptimization mitigates missing stats and skew, delivering latency gains on production clusters; extends to MapReduce and UDF-heavy workloads. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
10756
Venue
VLDB
Year
2013
Pagerank
5.5801669e-05
Overall Rank
5,297 | 63.16%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 9 of 9 citing papers.

Rank Citing Paper Year Venue Pagerank
2,083 Towards a Learning Optimizer for Shared Clouds 2019 VLDB 9.5834572e-05
3,625 Cost Models for Big Data Query Processing: Learning, Retrofitting, and Our Findings 2020 SIGMOD 6.9055212e-05
4,174 Computation Reuse in Analytics Job Service at Microsoft 2018 SIGMOD 6.3856219e-05
5,014 Dynamically Optimizing Queries over Large Scale Data Platforms 2014 SIGMOD 5.7586174e-05
6,757 KEA: Tuning an Exabyte-Scale Data Infrastructure 2021 SIGMOD 4.9372134e-05
7,387 Bubble Execution: Resource-aware Reliable Analytics at Cloud Scale 2018 VLDB 4.7438193e-05
7,778 Runtime Variation in Big Data Analytics 2023 SIGMOD 4.653651e-05
8,158 MONSOON: Multi-Step Optimization and Execution of Queries with Partially Obscured Predicates 2020 SIGMOD 4.5730772e-05
11,531 Fangorn: Adaptive Execution Framework for Heterogeneous Workloads on Shared Clusters 2021 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 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
109 Dremel: Interactive Analysis of Web-Scale Datasets 2010 VLDB 0.00048186983
115 Eddies: Continuously Adaptive Query Processing 2000 SIGMOD 0.00046221215
182 LEO - DB2's LEarning Optimizer 2001 VLDB 0.00036962631
220 Efficient Mid-Query Re-Optimization of Sub-Optimal Query Execution Plans 1998 SIGMOD 0.00033194808
339 Optimization of Dynamic Query Evaluation Plans 1994 SIGMOD 0.00026851113
508 Dynamic Query Evaluation Plans 1989 SIGMOD 0.00021463742
650 Robust Query Processing through Progressive Optimization 2004 SIGMOD 0.00018659177
913 Tenzing A SQL Implementation On The MapReduce Framework 2011 VLDB 0.00015408131
1,265 Jaql: A Scripting Language for Large Scale Semistructured Data Analysis 2011 VLDB 0.00012947629
2,747 Stubby: A Transformation-based Optimizer for MapReduce Workflows 2012 VLDB 8.1828918e-05
2,817 Recurring Job Optimization in Scope 2012 SIGMOD 8.0677653e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
12,519 Scalable Continuous Query Processing by Tracking Hotspots 2006 VLDB 4.1945683e-05
2,568 Towards Cost-Optimal Query Processing in the Cloud 2021 VLDB 8.5239227e-05
7,805 Scaling a Declarative Cluster Manager Architecture with Query Optimization Techniques 2023 VLDB 4.6462265e-05
7,387 Bubble Execution: Resource-aware Reliable Analytics at Cloud Scale 2018 VLDB 4.7438193e-05
7,067 JetScope: Reliable and Interactive Analytics at Cloud Scale 2015 VLDB 4.8440936e-05
22 SCOPE: Easy and Efficient Parallel Processing of Massive Data Sets 2008 VLDB 0.0008456613
6,040 Steering Query Optimizers: A Practical Take on Big Data Workloads 2021 SIGMOD 5.2412035e-05
3,625 Cost Models for Big Data Query Processing: Learning, Retrofitting, and Our Findings 2020 SIGMOD 6.9055212e-05
4,061 Advanced Partitioning Techniques for Massively Distributed Computation 2012 SIGMOD 6.483587e-05
4,132 Advanced Join Strategies for Large-Scale Distributed Computation 2014 VLDB 6.4241067e-05