COLT: Continuous On-Line Database Tuning
Summary: COLT provides online self-tuning by monitoring workload and adaptively changing the physical configuration to boost query performance. It adapts index selection and tuning resources to workload patterns via profiling, demonstrated in PostgreSQL. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Karl Schnaitter (University of California Santa Cruz)
- 2. Serge Abiteboul (INRIA; University of Paris)
- 3. Tova Milo (Tel Aviv University)
- 4. Neoklis Polyzotis (University of California Santa Cruz)
BibTeX Citation
@inproceedings{schnaitter_sigmod06,
title = {{COLT: Continuous On-Line Database Tuning}},
author = {Schnaitter, Karl and Abiteboul, Serge and Milo, Tova and Polyzotis, Neoklis},
series = {{SIGMOD} '06},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/1142473.1142592},
url = {https://dl.acm.org/doi/10.1145/1142473.1142592},
year = {2006}
}
Incoming Citations (Sorted by Pagerank)
Showing 7 of 7 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,679 | Self-organizing Tuple Reconstruction in Column-stores | 2009 | SIGMOD | 0.00010029136 |
| 1,927 | Here are my Data Files. Here are my Queries. Where are my Results? | 2011 | CIDR | 9.4703074e-05 |
| 2,866 | Optimal Column Layout for Hybrid Workloads | 2019 | VLDB | 8.0175489e-05 |
| 3,830 | Stochastic Database Cracking: Towards Robust Adaptive Indexing in Main-Memory Column-Stores | 2012 | VLDB | 7.0877801e-05 |
| 5,766 | Endure: A Robust Tuning Paradigm for LSM Trees Under Workload Uncertainty | 2022 | VLDB | 6.094771e-05 |
| 5,978 | From Auto-tuning One Size Fits All to Self-designed and Learned Data-intensive Systems | 2019 | SIGMOD | 6.0212877e-05 |
| 11,073 | AXE: A Task Decomposition Approach to Learned LSM Tuning | 2025 | VLDB | 5.093636e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 7 of 7 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 87 | Automated Selection of Materialized Views and Indexes for SQL Databases | 2000 | VLDB | 0.00035281619 |
| 156 | An Efficient, Cost-Driven Index Selection Tool for Microsoft SQL Server | 1997 | VLDB | 0.00028636811 |
| 184 | DB2 Design Advisor: Integrated Automatic Physical Database Design | 2004 | VLDB | 0.00026256101 |
| 387 | AutoAdmin "What-if" Index Analysis Utility | 1998 | SIGMOD | 0.00019442332 |
| 638 | Materialized View Selection in a Multidimensional Database | 1997 | VLDB | 0.000154719 |
| 768 | Automatic Physical Database Tuning: A Relaxation-based Approach | 2005 | SIGMOD | 0.00014173242 |
| 854 | Index Selection in a Self-Adaptive Data Base Management System | 1976 | SIGMOD | 0.00013581028 |
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