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Endure: A Robust Tuning Paradigm for LSM Trees Under Workload Uncertainty

Summary: ENDURE offers robust LSM tuning under workload uncertainty, optimizing compaction policy, size ratio, and memory allocation for throughput robustness. Uncertainty bound defines neighborhood size; yields up to 5x RocksDB throughput, minimal cost on matched workloads. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
12666
Venue
VLDB
Year
2022
Pagerank
5.0770427e-05
Overall Rank
6,394 | 55.57%
DOI
10.14778/3529337.3529345

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Showing 13 of 13 citing papers.

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Outgoing Citations (Sorted by Pagerank)

Showing 42 of 42 cited papers.

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

Rank Cited Paper Year Venue Pagerank
160 Automated Selection of Materialized Views and Indexes for SQL Databases 2000 VLDB 0.00040053897
183 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00036859633
237 An Efficient, Cost-Driven Index Selection Tool for Microsoft SQL Server 1997 VLDB 0.00031727601
258 DB2 Design Advisor: Integrated Automatic Physical Database Design 2004 VLDB 0.00030196528
371 Self-Driving Database Management Systems 2017 CIDR 0.00025382677
407 Database Cracking 2007 CIDR 0.00023941779
495 Automatic SQL Tuning in Oracle 10g 2004 VLDB 0.00021712703
517 AutoAdmin "What-if" Index Analysis Utility 1998 SIGMOD 0.00021193179
568 Optimizing Space Amplification in RocksDB 2017 CIDR 0.00019932335
608 Monkey: Optimal Navigable Key-Value Store 2017 SIGMOD 0.00019233548
662 Database Tuning Advisor for Microsoft SQL Server 2005 2004 VLDB 0.00018478597
704 Query-based Workload Forecasting for Self-Driving Database Management Systems 2018 SIGMOD 0.00017785557
1,169 SuRF: Practical Range Query Filtering with Fast Succinct Tries 2018 SIGMOD 0.00013530267
1,309 Dostoevsky: Better Space-Time Trade-Offs for LSM-Tree Based Key-Value Stores via Adaptive Removal of Superfluous Merging 2018 SIGMOD 0.00012655712
1,368 SlimDB: A Space-Efficient Key-Value Storage Engine For Semi-Sorted Data 2017 VLDB 0.0001235708
1,437 AsterixDB: A Scalable, Open Source BDMS 2014 VLDB 0.00011973401
1,473 Fine-grained Partitioning for Aggressive Data Skipping 2014 SIGMOD 0.00011786148
1,786 Hybrid Transactional/Analytical Processing: A Survey 2017 SIGMOD 0.00010543881
1,932 X-Engine: An Optimized Storage Engine for Large-scale E-commerce Transaction Processing 2019 SIGMOD 0.00010050776
2,112 The Log-Structured Merge-Bush & the Wacky Continuum 2019 SIGMOD 9.5244583e-05
2,153 The Data Calculator*: Data Structure Design and Cost Synthesis from First Principles and Learned Cost Models 2018 SIGMOD 9.418541e-05
2,467 CoPhy: A Scalable, Portable, and Interactive Index Advisor for Large Workloads 2011 VLDB 8.7264908e-05
2,606 Design Continuums and the Path Toward Self-Designing Key-Value Stores that Know and Learn 2019 CIDR 8.4621503e-05
2,788 To Tune or not to Tune? A Lightweight Physical Design Alerter 2006 VLDB 8.121027e-05
3,006 Clay: Fine-Grained Adaptive Partitioning for General Database Schemas 2017 VLDB 7.7285127e-05
3,363 Lethe: A Tunable Delete-Aware LSM Engine 2020 SIGMOD 7.1680649e-05
3,482 Optimal Column Layout for Hybrid Workloads 2019 VLDB 7.0514808e-05
3,533 Database Tuning: principles, experiments, and troubleshooting techniques 2002 SIGMOD 6.9972756e-05
3,545 Rosetta: A Robust Space-Time Optimized Range Filter for Key-Value Stores 2020 SIGMOD 6.9831585e-05
3,567 Accordion: Better Memory Organization for LSM Key-Value Stores 2018 VLDB 6.9606988e-05
3,731 Skipping-oriented Partitioning for Columnar Layouts 2017 VLDB 6.8074069e-05
3,797 Constructing and Analyzing the LSM Compaction Design Space 2021 VLDB 6.7552936e-05
4,572 Leaper: A Learned Prefetcher for Cache Invalidation in LSM-tree based Storage Engines 2020 VLDB 6.068399e-05
4,863 COLT: Continuous On-Line Database Tuning 2006 SIGMOD 5.8646122e-05
4,920 On Performance Stability in LSM-based Storage Systems 2020 VLDB 5.8262404e-05
5,543 Lightweight Cardinality Estimation in LSM-based Systems 2018 SIGMOD 5.4486922e-05
5,578 CliffGuard: A Principled Framework for Finding Robust Database Designs 2015 SIGMOD 5.4231783e-05
6,227 An LSM-based Tuple Compaction Framework for Apache AsterixDB 2020 VLDB 5.1408445e-05
6,429 Self-Managing Technology in Database Management Systems 2004 VLDB 5.0595863e-05
6,440 From Auto-tuning One Size Fits All to Self-designed and Learned Data-intensive Systems 2019 SIGMOD 5.0546781e-05
7,217 Breaking Down Memory Walls in LSM-based Storage Systems 2020 SIGMOD 4.7936491e-05
9,892 Foundations of Automated Database Tuning 2005 SIGMOD 4.2572136e-05
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