Energy Efficiency: The New Holy Grail of Data Management Systems Research
Summary: Argues that energy efficiency in data centers requires database-system–level solutions, not just hardware changes, and demonstrates potential savings via two simple experiments. Identifies DBMS hotspots (query execution, storage, buffer/resource management) and urges energy-aware research. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Stavros Harizopoulos (Hewlett Packard Enterprise)
- 2. Mehul A. Shah (Hewlett Packard Enterprise)
- 3. Justin Meza (University of California Los Angeles)
- 4. Parthasarathy Ranganathan (Hewlett Packard Enterprise)
BibTeX Citation
@inproceedings{harizopoulos_cidr09,
address = {Amsterdam, Netherlands},
series = {{CIDR} '09},
title = {{Energy Efficiency: The New Holy Grail of Data Management Systems Research}},
booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
author = {Harizopoulos, Stavros and Shah, Mehul A. and Meza, Justin and Ranganathan, Parthasarathy},
year = {2009}
}Incoming Citations (Sorted by Pagerank)
Showing 10 of 10 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 584 | Workload-Aware Database Monitoring and Consolidation | 2011 | SIGMOD | 0.00016139925 |
| 883 | Analyzing the Energy Efficiency of a Database Server | 2010 | SIGMOD | 0.00013421859 |
| 1,455 | Query Processing Techniques for Solid State Drives | 2009 | SIGMOD | 0.00010733981 |
| 2,559 | dbTouch: Analytics at your Fingertips | 2013 | CIDR | 8.4156672e-05 |
| 3,104 | Energy Management for MapReduce Clusters | 2010 | VLDB | 7.7552953e-05 |
| 5,935 | Towards Energy-Efficient Database Cluster Design | 2012 | VLDB | 6.0361286e-05 |
| 9,858 | Adaptive Energy-Control for In-Memory Database Systems | 2018 | SIGMOD | 5.2061847e-05 |
| 12,039 | Energy Elasticity on Heterogeneous Hardware using Adaptive Resource Reconfiguration LIVE | 2016 | SIGMOD | 5.093636e-05 |
| 12,226 | Green Databases Through Integration of Renewable Energy | 2013 | CIDR | 5.093636e-05 |
| 12,398 | Resiliency-Aware Data Management | 2011 | VLDB | 5.093636e-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 |
|---|---|---|---|---|
| 157 | OLTP Through the Looking Glass, and What We Found There | 2008 | SIGMOD | 0.0002863588 |
| 630 | Performance Tradeoffs in Read-Optimized Databases | 2006 | VLDB | 0.00015591796 |
| 2,561 | Energy Cost, The Key Challenge of Today’s Data Centers: A Power Consumption Analysis of TPC-C Results | 2008 | VLDB | 8.4133111e-05 |
| 3,501 | JouleSort: A Balanced Energy-Efficiency Benchmark | 2007 | SIGMOD | 7.3597311e-05 |
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