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Structural Designs Meet Optimality: Exploring Optimized LSM-tree Structures in A Colossal Configuration Space

Summary: LSM-tree design space generalized beyond fixed leveled/Tiered patterns: per-level runs, size ratios, and Bloom filters are optimized jointly. Key insight is a large last level for point lookups plus a runs/ratio correlation yielding Moose/Smoose, outperforming RocksDB baselines across mixed workloads. (summarized by gpt-5.4-mini on May 24 2026)

Paper ID
h586477f728f14ffd
Venue
SIGMOD
Year
2024
Pagerank
5.2118872e-05
Overall Rank
9,181 | 38.28%
DOI
10.1145/3654978

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{liu_sigmod24,
        title = {{Structural Designs Meet Optimality: Exploring Optimized LSM-tree Structures in A Colossal Configuration Space}},
        author = {Liu, Junfeng and Wang, Fan and Mo, Dingheng and Luo, Siqiang},
        series = {{SIGMOD} '24},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3654978},
        url = {https://dl.acm.org/doi/10.1145/3654978},
        year = {2024}
}

Incoming Citations (Sorted by Pagerank)

Showing 9 of 9 citing papers.

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Outgoing Citations (Sorted by Pagerank)

Showing 37 of 37 cited papers.

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

Rank Cited Paper Year Venue Pagerank
185 CockroachDB: The Resilient Geo-Distributed SQL Database 2020 SIGMOD 0.00026072278
236 LinkBench: a Database Benchmark Based on the Facebook Social Graph 2013 SIGMOD 0.00023671522
258 bLSM: A General Purpose Log Structured Merge Tree 2012 SIGMOD 0.00022939599
400 Monkey: Optimal Navigable Key-Value Store 2017 SIGMOD 0.00019129175
436 Optimizing Space Amplification in RocksDB 2017 CIDR 0.00018319035
746 Spanner: Becoming a SQL System 2017 SIGMOD 0.00014286107
754 Dostoevsky: Better Space-Time Trade-Offs for LSM-Tree Based Key-Value Stores via Adaptive Removal of Superfluous Merging 2018 SIGMOD 0.00014236015
891 SuRF: Practical Range Query Filtering with Fast Succinct Tries 2018 SIGMOD 0.00013245926
1,313 X-Engine: An Optimized Storage Engine for Large-scale E-commerce Transaction Processing 2019 SIGMOD 0.00011060108
1,422 The Log-Structured Merge-Bush & the Wacky Continuum 2019 SIGMOD 0.00010725538
1,569 Compaction management in distributed key-value datastores 2015 VLDB 0.00010211433
1,889 Design Continuums and the Path Toward Self-Designing Key-Value Stores that Know and Learn 2019 CIDR 9.4273689e-05
1,980 Chucky: A Succinct Cuckoo Filter for LSM-Tree 2021 SIGMOD 9.2595896e-05
2,510 Viper: An Efficient Hybrid PMem-DRAM Key-Value Store 2021 VLDB 8.3698208e-05
2,664 Rosetta: A Robust Space-Time Optimized Range Filter for Key-Value Stores 2020 SIGMOD 8.1569551e-05
2,788 Lethe: A Tunable Delete-Aware LSM Engine 2020 SIGMOD 8.0133966e-05
2,837 SNARF: A Learning-Enhanced Range Filter 2022 VLDB 7.9527715e-05
2,868 Spooky: Granulating LSM-Tree Compactions Correctly 2022 VLDB 7.9241972e-05
3,232 TreeLine: An Update-In-Place Key-Value Store for Modern Storage 2023 VLDB 7.50343e-05
3,344 LittleTable: A Time-Series Database and Its Uses 2017 SIGMOD 7.4000362e-05
3,479 Cosine: A Cloud-Cost Optimized Self-Designing Key-Value Storage Engine 2022 VLDB 7.2695068e-05
3,641 Nova-LSM: A Distributed, Component-based LSM-tree Key-value Store 2021 SIGMOD 7.1439198e-05
3,680 SplinterDB and Maplets: Improving the Tradeoffs in Key-Value Store Compaction Policy 2023 SIGMOD 7.1029718e-05
3,940 DINOMO: An Elastic, Scalable, High-Performance Key-Value Store for Disaggregated Persistent Memory 2022 VLDB 6.9139581e-05
4,197 Proteus: A Self-Designing Range Filter 2022 SIGMOD 6.7417716e-05
4,674 TOAIN: A Throughput Optimizing Adaptive Index for Answering Dynamic kNN Queries on Road Networks 2018 VLDB 6.4750983e-05
4,680 Coconut: A Scalable Bottom-Up Approach for Building Data Series Indexes 2018 VLDB 6.4722037e-05
4,875 Oasis: An Optimal Disjoint Segmented Learned Range Filter 2024 VLDB 6.3724016e-05
4,947 Grafite: Taming Adversarial Queries with Optimal Range Filters 2024 SIGMOD 6.3426055e-05
5,018 Breaking Down Memory Walls: Adaptive Memory Management in LSM-based Storage Systems 2021 VLDB 6.3121723e-05
5,248 Endure: A Robust Tuning Paradigm for LSM Trees Under Workload Uncertainty 2022 VLDB 6.211056e-05
5,613 Dotori: A Key-Value SSD Based KV Store 2023 VLDB 6.0670316e-05
6,124 Learning to Optimize LSM-trees: Towards A Reinforcement Learning based Key-Value Store for Dynamic Workloads 2023 SIGMOD 5.8788211e-05
6,500 Revisiting the Design of LSM-tree Based OLTP Storage Engine with Persistent Memory 2021 VLDB 5.7648519e-05
8,530 SA-LSM: Optimize Data Layout for LSM-tree Based Storage using Survival Analysis 2022 VLDB 5.3222993e-05
8,809 Incremental Partitioning for Efficient Spatial Data Analytics 2022 VLDB 5.2724071e-05
8,840 Columnar Formats for Schemaless LSM-based Document Stores 2022 VLDB 5.2665183e-05
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