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Adaptive Self-Tuning Memory in DB2

Summary: DB2's STMM provides adaptive, self-tuning control of per-heap and cumulative DB memory. Blending control theory and cost-benefit analysis, it allocates memory across statement cache, sort, and buffer pools with fast convergence and stable response. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
9575
Venue
VLDB
Year
2006
Pagerank
0.00017133451
Overall Rank
523 | 96.42%
DOI
-

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{storm_vldb06,
        title = {{Adaptive Self-Tuning Memory in DB2}},
        author = {Storm, Adam J. and Garcia-Arellano, Christian and Lightstone, Sam S. and Diao, Yixin and Surendra, M.},
        journal = {PVLDB},
        series = {{VLDB} '06},
        pages = {1081--1092},
        year = {2006}
}

Incoming Citations (Sorted by Pagerank)

Showing 34 of 34 citing papers.

Rank Citing Paper Year Venue Pagerank
86 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00035316107
234 Self-Driving Database Management Systems 2017 CIDR 0.00023810722
334 An End-to-End Automatic Cloud Database Tuning System Using Deep Reinforcement Learning 2019 SIGMOD 0.00020875082
347 Tuning Database Configuration Parameters with iTuned 2009 VLDB 0.00020651582
861 Automatic Virtual Machine Configuration for Database Workloads 2008 SIGMOD 0.00013543212
1,092 Automated Demand-driven Resource Scaling in Relational Database-as-a-Service 2016 SIGMOD 0.00012221946
1,117 Accelerating Relational Databases by Leveraging Remote Memory and RDMA 2016 SIGMOD 0.00012108907
1,279 AI Meets AI: Leveraging Query Executions to Improve Index Recommendations 2019 SIGMOD 0.00011361878
1,686 Black or White? How to Develop an AutoTuner for Memory-based Analytics 2020 SIGMOD 0.00010008686
1,874 Storage Management in AsterixDB 2014 VLDB 9.5750002e-05
2,740 Facilitating Database Tuning with Hyper-Parameter Optimization: A Comprehensive Experimental Evaluation 2022 VLDB 8.1855759e-05
3,219 iBTune: Individualized Buffer Tuning for Large-scale Cloud Databases 2019 VLDB 7.6283153e-05
3,236 Sharing Buffer Pool Memory in Multi-Tenant Relational Database-as-a-Service 2015 VLDB 7.6108467e-05
3,343 LlamaTune: Sample-Efficient DBMS Configuration Tuning 2022 VLDB 7.4983591e-05
3,586 Make Your Database System Dream of Electric Sheep: Towards Self-Driving Operation 2021 VLDB 7.2834069e-05
3,587 HUNTER: An Online Cloud Database Hybrid Tuning System for Personalized Requirements 2022 SIGMOD 7.2829345e-05
5,171 An Efficient Transfer Learning Based Configuration Adviser for Database Tuning 2024 VLDB 6.3347618e-05
5,226 Breaking Down Memory Walls: Adaptive Memory Management in LSM-based Storage Systems 2021 VLDB 6.3090383e-05
5,591 Flexible Resource Allocation for Relational Database-as-a-Service 2023 VLDB 6.1556906e-05
5,865 Speedup Your Analytics: Automatic Parameter Tuning for Databases and Big Data Systems 2019 VLDB 6.0619534e-05
6,828 Breaking Down Memory Walls in LSM-based Storage Systems 2020 SIGMOD 5.7601608e-05
7,261 LRU-C: Parallelizing Database I/Os for Flash SSDs 2023 VLDB 5.6612613e-05
7,673 ROBUS: Fair Cache Allocation for Data-parallel Workloads 2017 SIGMOD 5.5705944e-05
8,710 Avoiding Read Stalls on Flash Storage 2022 SIGMOD 5.378796e-05
8,723 Your Read is Our Priority in Flash Storage 2022 VLDB 5.3769695e-05
8,818 Resource-Adaptive Query Execution with Paged Memory Management 2025 CIDR 5.3637177e-05
9,775 Twisted Twin: A Collaborative and Competitive Memory Management Approach in HTAP Systems 2025 VLDB 5.2209769e-05
10,105 SCompression: Enhancing Database Knob Tuning Efficiency Through Slice-Based OLTP Workload Compression 2025 VLDB 5.1435736e-05
10,506 This is Going to Sound Crazy, But What If We Used Large Language Models to Boost Automatic Database Tuning Algorithms By Leveraging Prior History? We Will Find Better Configurations More Quickly Than Retraining From Scratch! 2026 SIGMOD 5.093636e-05
10,535 Why Database Manuals Are Not Enough: Efficient and Reliable Configuration Tuning for DBMSs via Code-Driven LLM Agents 2026 VLDB 5.093636e-05
10,888 Saving Private Hash Join 2025 VLDB 5.093636e-05
11,150 Proactive Resume and Pause of Resources for Microsoft Azure SQL Database Serverless 2024 SIGMOD 5.093636e-05
11,182 Object-oriented Unified Encrypted Memory Management for Heterogeneous Memory Architectures 2024 SIGMOD 5.093636e-05
12,579 Dynamic Partitioning of the Cache Hierarchy in Shared Data Centers 2008 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

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

Rank Cited Paper Year Venue Pagerank
184 DB2 Design Advisor: Integrated Automatic Physical Database Design 2004 VLDB 0.00026256101
625 Automatic Performance Diagnosis and Tuning in Oracle 2005 CIDR 0.0001566968
1,706 SQL Memory Management in Oracle9i 2002 VLDB 9.9628446e-05
1,801 Memory Management during Run Generation in External Sorting 1998 SIGMOD 9.7286236e-05
2,184 Managing Memory to Meet Multiclass Workload Response Time Goals 1993 VLDB 9.0045033e-05
2,360 Dynamic Memory Allocation for Multiple-Query Workloads 1993 VLDB 8.6956893e-05
2,466 Goal-Oriented Buffer Management Revisited* 1996 SIGMOD 8.5428771e-05
3,223 Partially Preemptible Hash Joins 1993 SIGMOD 7.6256187e-05
4,104 Memory-Contention Responsive Hash Joins 1994 VLDB 6.8987972e-05
4,955 Dynamic Memory Adjustment for External Mergesort 1997 VLDB 6.4297637e-05
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