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DB2 Design Advisor: Integrated Automatic Physical Database Design

Summary: Integrated automatic physical design of four features: indexes, materialized views, shared-nothing partitioning, and multidimensional clustering. Hybrid design with modular components and workload reduction for scalable, near-optimal recommendations. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
9127
Venue
VLDB
Year
2004
Pagerank
0.0003022091
Overall Rank
258 | 98.21%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 50 of 68 citing papers.

Rank Citing Paper Year Venue Pagerank
359 Self-Driving Database Management Systems 2017 CIDR 0.0002592783
514 An End-to-End Automatic Cloud Database Tuning System Using Deep Reinforcement Learning 2019 SIGMOD 0.0002124895
663 Adaptive Self-Tuning Memory in DB2 2006 VLDB 0.00018469455
679 Skew-Aware Automatic Database Partitioning in Shared-Nothing, Parallel OLTP Systems 2012 SIGMOD 0.00018215154
757 Database Architecture Evolution: Mammals Flourished long before Dinosaurs became Extinct 2009 VLDB 0.00017078358
1,017 Automatic Physical Database Tuning: A Relaxation-based Approach 2005 SIGMOD 0.00014634307
1,343 NoDB: Efficient Query Execution on Raw Data Files 2012 SIGMOD 0.00012482538
1,611 Qd-tree: Learning Data Layouts for Big Data Analytics 2020 SIGMOD 0.00011147324
1,855 AI Meets AI: Leveraging Query Executions to Improve Index Recommendations 2019 SIGMOD 0.00010315245
2,020 Magic mirror in my hand, which is the best in the land? An Experimental Evaluation of Index Selection Algorithms 2020 VLDB 9.762624e-05
2,047 Automatically Indexing Millions of Databases in Microsoft Azure SQL Database 2019 SIGMOD 9.6920209e-05
2,229 Self-organizing Tuple Reconstruction in Column-stores 2009 SIGMOD 9.2350274e-05
2,367 Here are my Data Files. Here are my Queries. Where are my Results? 2011 CIDR 8.9511058e-05
2,413 Automated Partitioning Design in Parallel Database Systems 2011 SIGMOD 8.8672223e-05
2,470 CoPhy: A Scalable, Portable, and Interactive Index Advisor for Large Workloads 2011 VLDB 8.7333019e-05
2,484 Efficient Use of the Query Optimizer for Automated Physical Design 2007 VLDB 8.6864279e-05
2,787 To Tune or not to Tune? A Lightweight Physical Design Alerter 2006 VLDB 8.1263608e-05
2,828 Automatic Physical Design Tuning: Workload as a Sequence 2006 SIGMOD 8.0548516e-05
3,072 Constrained Physical Design Tuning 2008 VLDB 7.6114086e-05
3,076 Learning a Partitioning Advisor for Cloud Databases 2020 SIGMOD 7.6107677e-05
3,142 Active Learning for ML Enhanced Database Systems 2020 SIGMOD 7.4815444e-05
3,169 QueryFormer: A Tree Transformer Model for Query Plan Representation 2022 VLDB 7.4498425e-05
3,284 Configuration-Parametric Query Optimization for Physical Design Tuning 2008 SIGMOD 7.2790444e-05
3,488 Optimal Column Layout for Hybrid Workloads 2019 VLDB 7.0479329e-05
3,891 Slalom: Coasting Through Raw Data via Adaptive Partitioning and Indexing 2017 VLDB 6.659442e-05
3,896 Updating a Cracked Database 2007 SIGMOD 6.6575888e-05
3,905 Native Store Extension for SAP HANA 2019 VLDB 6.6408563e-05
3,952 Exact Cardinality Query Optimization for Optimizer Testing 2009 VLDB 6.5939652e-05
3,973 Apache Hive: From MapReduce to Enterprise-grade Big Data Warehousing 2019 SIGMOD 6.5758017e-05
4,240 Make Your Database System Dream of Electric Sheep: Towards Self-Driving Operation 2021 VLDB 6.3318228e-05
4,506 Stochastic Database Cracking: Towards Robust Adaptive Indexing in Main-Memory Column-Stores 2012 VLDB 6.1319277e-05
4,623 Automated Generation of Materialized Views in Oracle 2020 VLDB 6.0411909e-05
4,802 Resource Elasticity for Large-Scale Machine Learning 2015 SIGMOD 5.9114415e-05
4,864 COLT: Continuous On-Line Database Tuning 2006 SIGMOD 5.8689388e-05
5,060 Index Interactions in Physical Design Tuning: Modeling, Analysis, and Applications 2009 VLDB 5.7273583e-05
5,113 Columnstore and B+ tree – Are Hybrid Physical Designs Important? 2018 SIGMOD 5.687445e-05
5,118 AdaptDB: Adaptive Partitioning for Distributed Joins 2017 VLDB 5.6820984e-05
5,337 Learned Index Benefits: Machine Learning Based Index Performance Estimation 2022 VLDB 5.5635208e-05
5,376 Holistic Indexing in Main-memory Column-stores 2015 SIGMOD 5.5417421e-05
5,815 StatAdvisor: Recommending Statistical Views 2009 VLDB 5.3165295e-05
5,834 Efficient Detection of Empty-Result Queries 2006 VLDB 5.3103189e-05
5,924 HMAB: Self-Driving Hierarchy of Bandits for Integrated Physical Database Design Tuning 2023 VLDB 5.2719183e-05
6,157 Compression Aware Physical Database Design 2011 VLDB 5.1801143e-05
6,398 Endure: A Robust Tuning Paradigm for LSM Trees Under Workload Uncertainty 2022 VLDB 5.0819209e-05
7,010 QueryScope: Visualizing Queries for Repeatable Database Tuning 2008 VLDB 4.8634875e-05
7,127 Guided automated learning for query workload re-optimization 2019 VLDB 4.8230386e-05
7,128 Jigsaw: A Data Storage and Query Processing Engine for Irregular Table Partitioning 2021 SIGMOD 4.8230171e-05
7,445 An Automated, Yet Interactive and Portable DB Designer 2010 SIGMOD 4.7278675e-05
7,603 Automated design of multidimensional clustering tables for relational databases 2004 VLDB 4.6985903e-05
8,131 Sibyl: Forecasting Time-Evolving Query Workloads 2024 SIGMOD 4.5784634e-05
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Outgoing Citations (Sorted by Pagerank)

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Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

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