Hadoop's Adolescence: An analysis of Hadoop usage in scientific workloads
Summary: First user-centered measurement of Hadoop use in scientific workloads across three clusters. Underuse of Hadoop features and tools coexists with diverse resource usage and interactive/iterative workloads, signaling strong need for automatic tuning and ecosystem optimizations. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Kai Ren
- 2. YongChul Kwon
- 3. Magdalena Balazinska
- 4. Bill Howe
Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,875 | An Architecture for Compiling UDF-centric Workflows | 2015 | VLDB | 0.00010243959 |
| 2,959 | SQLShare: Results from a Multi-Year SQL-as-a-Service Experiment | 2016 | SIGMOD | 7.8116974e-05 |
| 3,811 | Changing the Face of Database Cloud Services with Personalized Service Level Agreements | 2015 | CIDR | 6.7372095e-05 |
| 6,079 | Opportunistic Physical Design for Big Data Analytics | 2014 | SIGMOD | 5.2194019e-05 |
| 7,690 | ROBUS: Fair Cache Allocation for Data-parallel Workloads | 2017 | SIGMOD | 4.6723821e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 8 of 8 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 |
| 4 | Pregel: A System for Large-Scale Graph Processing | 2010 | SIGMOD | 0.0019040811 |
| 42 | A Comparison of Approaches to Large-Scale Data Analysis | 2009 | SIGMOD | 0.00073570328 |
| 866 | Profiling, What-if Analysis, and Cost-based Optimization of MapReduce Programs | 2011 | VLDB | 0.00015771189 |
| 981 | Interactive Analytical Processing in Big Data Systems: A Cross-Industry Study of MapReduce Workloads | 2012 | VLDB | 0.00014866268 |
| 1,339 | SkewTune: Mitigating Skew in MapReduce Applications | 2012 | SIGMOD | 0.00012492978 |
| 1,533 | PerfXplain: Debugging MapReduce Job Performance | 2012 | VLDB | 0.00011462982 |
| 2,035 | Generating Example Data for Dataflow Programs | 2009 | SIGMOD | 9.7131385e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
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| 6,108 | Automating Distributed Tiered Storage Management in Cluster Computing | 2020 | VLDB | 5.2030492e-05 |
| 9,360 | Efficient Big Data Processing in Hadoop MapReduce | 2012 | VLDB | 4.3476444e-05 |
| 2,476 | A Platform for Scalable One-Pass Analytics using MapReduce | 2011 | SIGMOD | 8.6907971e-05 |
| 7,510 | Hone: "Scaling Down" Hadoop on Shared-Memory Systems | 2013 | VLDB | 4.7135369e-05 |
| 4,859 | The "Big Data" Ecosystem at LinkedIn | 2013 | SIGMOD | 5.8680444e-05 |
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| 789 | Hadoop++: Making a Yellow Elephant Run Like a Cheetah (Without It Even Noticing) | 2010 | VLDB | 0.00016602215 |
| 1,615 | The Performance of MapReduce: An In-depth Study | 2010 | VLDB | 0.00011137225 |
| 12,109 | Optimization Strategies for A/B Testing on HADOOP | 2013 | VLDB | 4.1905499e-05 |