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 |
|---|---|---|---|---|
| 11,846 | Energy Elasticity on Heterogeneous Hardware using Adaptive Resource Reconfiguration LIVE | 2016 | SIGMOD | 4.1905499e-05 |
| 11,888 | An Experimental Evaluation of Datacenter Workloads On Low-Power Embedded Micro Servers | 2016 | VLDB | 4.1905499e-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 |
|---|---|---|---|---|
| 539 | Shark: SQL and Rich Analytics at Scale | 2013 | SIGMOD | 0.00020615453 |
| 692 | Analyzing the Energy Efficiency of a Database Server | 2010 | SIGMOD | 0.00018045529 |
| 3,186 | Energy Management for MapReduce Clusters | 2010 | VLDB | 7.4218249e-05 |
| 7,026 | One DBMS for all: the Brawny Few and the Wimpy Crowd | 2014 | SIGMOD | 4.8524257e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,360 | Efficient Big Data Processing in Hadoop MapReduce | 2012 | VLDB | 4.3476444e-05 |
| 9,505 | Supporting Scalable Analytics with Latency Constraints | 2015 | VLDB | 4.3300131e-05 |
| 6,116 | Database Processing-in-Memory: An Experimental Study | 2020 | VLDB | 5.1995375e-05 |
| 2,340 | Efficient Processing of Data Warehousing Queries in a Split Execution Environment | 2011 | SIGMOD | 9.001663e-05 |
| 2,714 | Minimal MapReduce Algorithms | 2013 | SIGMOD | 8.2426646e-05 |
| 42 | A Comparison of Approaches to Large-Scale Data Analysis | 2009 | SIGMOD | 0.00073570328 |
| 6,065 | Towards Energy-Efficient Database Cluster Design | 2012 | VLDB | 5.2254299e-05 |
| 692 | Analyzing the Energy Efficiency of a Database Server | 2010 | SIGMOD | 0.00018045529 |
| 1,615 | The Performance of MapReduce: An In-depth Study | 2010 | VLDB | 0.00011137225 |
| 11,888 | An Experimental Evaluation of Datacenter Workloads On Low-Power Embedded Micro Servers | 2016 | VLDB | 4.1905499e-05 |