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Runtime Measurements in the Cloud: Observing, Analyzing, and Reducing Variance

Summary: Systematic EC2 performance study with CPU/I/O/network microbenchmarks and a month-long MapReduce workload, plus local comparison. Finds two broad bands tied to VM types; availability zone and timing modulate variance, urging careful wall-clock experiments. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
10019
Venue
VLDB
Year
2010
Pagerank
0.00015095431
Overall Rank
953 | 93.38%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 23 of 23 citing papers.

Rank Citing Paper Year Venue Pagerank
167 The Snowflake Elastic Data Warehouse 2016 SIGMOD 0.00039180521
340 OLTP-Bench: An Extensible Testbed for Benchmarking Relational Databases 2014 VLDB 0.00026841628
794 Hadoop++: Making a Yellow Elephant Run Like a Cheetah (Without It Even Noticing) 2010 VLDB 0.00016605103
1,084 Dhalion: Self-Regulating Stream Processing in Heron 2017 VLDB 0.00014209714
1,534 PerfXplain: Debugging MapReduce Job Performance 2012 VLDB 0.00011468393
1,544 Data Consistency Properties and the Trade-offs in Commercial Cloud Storages: the Consumers’ Perspective 2011 CIDR 0.00011450594
1,827 An Inquiry into Machine Learning-based Automatic Configuration Tuning Services on Real-World Database Management Systems 2021 VLDB 0.00010390548
3,625 Cost Models for Big Data Query Processing: Learning, Retrofitting, and Our Findings 2020 SIGMOD 6.9055212e-05
3,753 Choosing A Cloud DBMS: Architectures and Tradeoffs 2019 VLDB 6.7871241e-05
4,870 Exploiting Cloud Object Storage for High-Performance Analytics 2023 VLDB 5.8613885e-05
5,105 Only Aggressive Elephants are Fast Elephants 2012 VLDB 5.694494e-05
6,463 PLANET: Making Progress with Commit Processing in Unpredictable Environments 2014 SIGMOD 5.0533198e-05
7,684 AutoToken: Predicting Peak Parallelism for Big Data Analytics at Microsoft 2020 VLDB 4.6796855e-05
7,778 Runtime Variation in Big Data Analytics 2023 SIGMOD 4.653651e-05
7,844 InTime: Towards Performance Predictability In Byzantine Fault Tolerant Proof-of-Stake Consensus 2025 SIGMOD 4.6366294e-05
7,913 Resource Bricolage for Parallel Database Systems 2015 VLDB 4.6180739e-05
8,220 PerfGuard: Deploying ML-for-Systems without Performance Regressions, Almost! 2021 VLDB 4.5557328e-05
8,834 ByteCard: Enhancing ByteDance’s Data Warehouse with Learned Cardinality Estimation 2024 SIGMOD 4.4394021e-05
9,411 Kora: A Cloud-Native Event Streaming Platform For Kafka 2023 VLDB 4.3441378e-05
11,341 Juggler: Autonomous Cost Optimization and Performance Prediction of Big Data Applications 2022 SIGMOD 4.1945683e-05
11,817 Lifting the Haze off the Cloud: A Consumer-Centric Market for Database Computation in the Cloud 2017 VLDB 4.1945683e-05
12,065 ClouDiA: A Deployment Advisor for Public Clouds 2013 VLDB 4.1945683e-05
13,487 RAFT at Work: Speeding-Up MapReduce Applications under Task and Node Failures 2011 SIGMOD -
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Outgoing Citations (Sorted by Pagerank)

Showing 2 of 2 cited papers.

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

Rank Cited Paper Year Venue Pagerank
42 A Comparison of Approaches to Large-Scale Data Analysis 2009 SIGMOD 0.00073498298
933 An Evaluation of Alternative Architectures for Transaction Processing in the Cloud 2010 SIGMOD 0.00015232301
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