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iBTune: Individualized Buffer Tuning for Large-scale Cloud Databases

Summary: iBTune automates per-instance buffer tuning in cloud DBs under a fixed memory budget. It uses similarity-based miss-ratio inference and a pairwise deep neural network to bound response time, enabling memory reduction across 10k OLTP instances. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11820
Venue
VLDB
Year
2019
Pagerank
6.8328808e-05
Overall Rank
3,692 | 74.35%
DOI
10.14778/3339490.3339503

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 26 of 26 citing papers.

Rank Citing Paper Year Venue Pagerank
1,699 Are We Ready For Learned Cardinality Estimation? 2021 VLDB 0.00010848882
1,721 Cloud-Native Database Systems at Alibaba: Opportunities and Challenges 2019 VLDB 0.00010741822
1,816 An Inquiry into Machine Learning-based Automatic Configuration Tuning Services on Real-World Database Management Systems 2021 VLDB 0.00010438512
2,337 PolarDB Serverless: A Cloud Native Database for Disaggregated Data Centers 2021 SIGMOD 9.0092781e-05
3,655 Facilitating Database Tuning with Hyper-Parameter Optimization: A Comprehensive Experimental Evaluation 2022 VLDB 6.8723042e-05
3,871 MagicScaler: Uncertainty-aware, Predictive Autoscaling 2023 VLDB 6.6738199e-05
3,995 ResTune: Resource Oriented Tuning Boosted by Meta-Learning for Cloud Databases 2021 SIGMOD 6.5475871e-05
4,110 RobustPeriod: Robust Time-Frequency Mining for Multiple Periodicity Detection 2021 SIGMOD 6.4358092e-05
4,151 openGauss: An Autonomous Database System 2021 VLDB 6.4020605e-05
4,227 Cosine: A Cloud-Cost Optimized Self-Designing Key-Value Storage Engine 2022 VLDB 6.3381409e-05
4,377 HUNTER: An Online Cloud Database Hybrid Tuning System for Personalized Requirements 2022 SIGMOD 6.2331947e-05
4,572 Leaper: A Learned Prefetcher for Cache Invalidation in LSM-tree based Storage Engines 2020 VLDB 6.068399e-05
4,799 Towards Dynamic and Safe Configuration Tuning for Cloud Databases 2022 SIGMOD 5.9082876e-05
5,645 Database Workload Characterization with Query Plan Encoders 2022 VLDB 5.3928148e-05
5,787 Machine Learning for Databases 2021 VLDB 5.3256401e-05
5,920 Breaking Down Memory Walls: Adaptive Memory Management in LSM-based Storage Systems 2021 VLDB 5.2686888e-05
5,941 Eraser: Eliminating Performance Regression on Learned Query Optimizer 2024 VLDB 5.2594013e-05
6,376 A Unified and Efficient Coordinating Framework for Autonomous DBMS Tuning 2023 SIGMOD 5.0861082e-05
7,676 E2ETune: End-to-End Knob Tuning via Fine-tuned Generative Language Model 2025 VLDB 4.6770108e-05
8,454 Towards Resource Efficiency: Practical Insights into Large-Scale Spark Workloads at ByteDance 2024 VLDB 4.5022073e-05
9,605 Waffle: In-memory Grid Index for Moving Objects with Reinforcement Learning-based Configuration Tuning System 2022 VLDB 4.3136057e-05
9,792 Eigen+: Memory Over-Subscription for Alibaba Cloud Databases 2025 SIGMOD 4.2777144e-05
9,955 SCompression: Enhancing Database Knob Tuning Efficiency Through Slice-Based OLTP Workload Compression 2025 VLDB 4.2332427e-05
10,047 AgentTune: An Agent-Based Large Language Model Framework for Database Knob Tuning 2026 SIGMOD 4.1905499e-05
10,164 ESTune: Bayesian Uncertainty-Guided Early Stopping for Database Configuration Tuning 2026 SIGMOD 4.1905499e-05
11,227 Auto-Tuning with Reinforcement Learning for Permissioned Blockchain Systems 2023 VLDB 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 11 of 11 cited papers.

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

Rank Cited Paper Year Venue Pagerank
101 The Case for Learned Index Structures 2018 SIGMOD 0.00049778866
183 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00036859633
306 The LRU-K Page Replacement Algorithm For Database Disk Buffering 1993 SIGMOD 0.00028255083
371 Self-Driving Database Management Systems 2017 CIDR 0.00025382677
661 Adaptive Self-Tuning Memory in DB2 2006 VLDB 0.00018488168
704 Query-based Workload Forecasting for Self-Driving Database Management Systems 2018 SIGMOD 0.00017785557
1,321 Automated Demand-driven Resource Scaling in Relational Database-as-a-Service 2016 SIGMOD 0.00012605455
1,498 P-Store: An Elastic Database System with Predictive Provisioning 2018 SIGMOD 0.00011660631
1,932 X-Engine: An Optimized Storage Engine for Large-scale E-commerce Transaction Processing 2019 SIGMOD 0.00010050776
3,431 Sharing Buffer Pool Memory in Multi-Tenant Relational Database-as-a-Service 2015 VLDB 7.0984188e-05
4,075 Towards Predicting Query Execution Time for Concurrent and Dynamic Database Workloads 2013 VLDB 6.4699689e-05
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5,008 iTuned: A Tool for Configuring and Visualizing Database Parameters 2010 SIGMOD 5.7577872e-05
2,976 In-Memory Performance for Big Data 2015 VLDB 7.7865451e-05
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8,795 Resource-Adaptive Query Execution with Paged Memory Management 2025 CIDR 4.4446768e-05
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423 Tuning Database Configuration Parameters with iTuned 2009 VLDB 0.00023628474
510 An End-to-End Automatic Cloud Database Tuning System Using Deep Reinforcement Learning 2019 SIGMOD 0.00021420477
4,799 Towards Dynamic and Safe Configuration Tuning for Cloud Databases 2022 SIGMOD 5.9082876e-05
3,995 ResTune: Resource Oriented Tuning Boosted by Meta-Learning for Cloud Databases 2021 SIGMOD 6.5475871e-05