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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
h3558e97d9ca1e3ea
Venue
VLDB
Year
2006
Pagerank
0.00017347275
Overall Rank
496 | 96.68%
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 35 of 35 citing papers.

Rank Citing Paper Year Venue Pagerank
74 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00037164008
224 Self-Driving Database Management Systems 2017 CIDR 0.00023973185
309 An End-to-End Automatic Cloud Database Tuning System Using Deep Reinforcement Learning 2019 SIGMOD 0.0002143249
313 Tuning Database Configuration Parameters with iTuned 2009 VLDB 0.00021288111
830 Automatic Virtual Machine Configuration for Database Workloads 2008 SIGMOD 0.00013571967
1,048 Accelerating Relational Databases by Leveraging Remote Memory and RDMA 2016 SIGMOD 0.00012302514
1,058 Automated Demand-driven Resource Scaling in Relational Database-as-a-Service 2016 SIGMOD 0.00012225863
1,282 AI Meets AI: Leveraging Query Executions to Improve Index Recommendations 2019 SIGMOD 0.00011197535
1,700 Black or White? How to Develop an AutoTuner for Memory-based Analytics 2020 SIGMOD 9.8224761e-05
1,882 Storage Management in AsterixDB 2014 VLDB 9.4243119e-05
2,779 Facilitating Database Tuning with Hyper-Parameter Optimization: A Comprehensive Experimental Evaluation 2022 VLDB 8.0085666e-05
2,929 iBTune: Individualized Buffer Tuning for Large-scale Cloud Databases 2019 VLDB 7.830745e-05
3,005 Sharing Buffer Pool Memory in Multi-Tenant Relational Database-as-a-Service 2015 VLDB 7.7460817e-05
3,057 LlamaTune: Sample-Efficient DBMS Configuration Tuning 2022 VLDB 7.6865211e-05
3,486 HUNTER: An Online Cloud Database Hybrid Tuning System for Personalized Requirements 2022 SIGMOD 7.2428834e-05
3,575 Make Your Database System Dream of Electric Sheep: Towards Self-Driving Operation 2021 VLDB 7.1769215e-05
5,046 Breaking Down Memory Walls: Adaptive Memory Management in LSM-based Storage Systems 2021 VLDB 6.2884087e-05
5,113 ROBUS: Fair Cache Allocation for Data-parallel Workloads 2017 SIGMOD 6.2569879e-05
5,304 An Efficient Transfer Learning Based Configuration Adviser for Database Tuning 2024 VLDB 6.1758143e-05
5,413 Flexible Resource Allocation for Relational Database-as-a-Service 2023 VLDB 6.1283496e-05
5,979 Speedup Your Analytics: Automatic Parameter Tuning for Databases and Big Data Systems 2019 VLDB 5.910201e-05
6,954 Breaking Down Memory Walls in LSM-based Storage Systems 2020 SIGMOD 5.6196724e-05
7,393 LRU-C: Parallelizing Database I/Os for Flash SSDs 2023 VLDB 5.5202899e-05
8,876 Avoiding Read Stalls on Flash Storage 2022 SIGMOD 5.2452058e-05
8,900 Twisted Twin: A Collaborative and Competitive Memory Management Approach in HTAP Systems 2025 VLDB 5.2400828e-05
8,912 Your Read is Our Priority in Flash Storage 2022 VLDB 5.236464e-05
9,014 Resource-Adaptive Query Execution with Paged Memory Management 2025 CIDR 5.2235585e-05
9,599 Saving Private Hash Join 2025 VLDB 5.1376962e-05
9,999 Object-oriented Unified Encrypted Memory Management for Heterogeneous Memory Architectures 2024 SIGMOD 5.0845476e-05
10,323 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 5.0241309e-05
10,324 Why Database Manuals Are Not Enough: Efficient and Reliable Configuration Tuning for DBMSs via Code-Driven LLM Agents 2026 VLDB 5.0241309e-05
10,366 SCompression: Enhancing Database Knob Tuning Efficiency Through Slice-Based OLTP Workload Compression 2025 VLDB 5.0091669e-05
10,386 Buoy: Efficient and Effective Cache Replacement for Prefix Caching 2027 SIGMOD 4.9605343e-05
11,556 Proactive Resume and Pause of Resources for Microsoft Azure SQL Database Serverless 2024 SIGMOD 4.9605343e-05
12,918 Dynamic Partitioning of the Cache Hierarchy in Shared Data Centers 2008 VLDB 4.9605343e-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
189 DB2 Design Advisor: Integrated Automatic Physical Database Design 2004 VLDB 0.00025846085
583 Automatic Performance Diagnosis and Tuning in Oracle 2005 CIDR 0.00015964021
1,652 SQL Memory Management in Oracle9i 2002 VLDB 9.9624199e-05
1,824 Memory Management during Run Generation in External Sorting 1998 SIGMOD 9.545532e-05
2,224 Managing Memory to Meet Multiclass Workload Response Time Goals 1993 VLDB 8.8023428e-05
2,385 Dynamic Memory Allocation for Multiple-Query Workloads 1993 VLDB 8.5255503e-05
2,423 Goal-Oriented Buffer Management Revisited* 1996 SIGMOD 8.4781834e-05
3,236 Partially Preemptible Hash Joins 1993 SIGMOD 7.4849664e-05
4,136 Memory-Contention Responsive Hash Joins 1994 VLDB 6.7717644e-05
4,677 Dynamic Memory Adjustment for External Mergesort 1997 VLDB 6.4575536e-05
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