A Performance Study of Big Data on Small Nodes
Summary: Big Data on small nodes vs big servers—ARM big.LITTLE vs Xeon for Hadoop MR, MySQL, Shark, with energy, time and cost metrics. No universal winner: I/O-heavy MR favors Xeon; DB queries favor ARM; CPU-intensive MR ~4× cheaper on ARM with minor tweaks. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Dumitrel Loghin
- 2. Bogdan Marius Tudor
- 3. Hao Zhang
- 4. Beng Chin Ooi
- 5. Yong Meng Teo
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 11,838 | Energy Elasticity on Heterogeneous Hardware using Adaptive Resource Reconfiguration LIVE | 2016 | SIGMOD | 4.1945683e-05 |
| 11,880 | An Experimental Evaluation of Datacenter Workloads On Low-Power Embedded Micro Servers | 2016 | VLDB | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 542 | Shark: SQL and Rich Analytics at Scale | 2013 | SIGMOD | 0.00020595648 |
| 694 | Analyzing the Energy Efficiency of a Database Server | 2010 | SIGMOD | 0.00018061803 |
| 3,180 | Energy Management for MapReduce Clusters | 2010 | VLDB | 7.4302009e-05 |
| 7,025 | One DBMS for all: the Brawny Few and the Wimpy Crowd | 2014 | SIGMOD | 4.8570885e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,375 | Efficient Big Data Processing in Hadoop MapReduce | 2012 | VLDB | 4.347384e-05 |
| 9,504 | Supporting Scalable Analytics with Latency Constraints | 2015 | VLDB | 4.3341665e-05 |
| 6,114 | Database Processing-in-Memory: An Experimental Study | 2020 | VLDB | 5.204248e-05 |
| 2,337 | Efficient Processing of Data Warehousing Queries in a Split Execution Environment | 2011 | SIGMOD | 9.0098186e-05 |
| 2,674 | Minimal MapReduce Algorithms | 2013 | SIGMOD | 8.3328645e-05 |
| 42 | A Comparison of Approaches to Large-Scale Data Analysis | 2009 | SIGMOD | 0.00073498298 |
| 6,061 | Towards Energy-Efficient Database Cluster Design | 2012 | VLDB | 5.2304505e-05 |
| 694 | Analyzing the Energy Efficiency of a Database Server | 2010 | SIGMOD | 0.00018061803 |
| 1,615 | The Performance of MapReduce: An In-depth Study | 2010 | VLDB | 0.00011132319 |
| 11,880 | An Experimental Evaluation of Datacenter Workloads On Low-Power Embedded Micro Servers | 2016 | VLDB | 4.1945683e-05 |