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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
7000
Venue
SIGMOD
Year
2024
Pagerank
5.3305499e-05
Overall Rank
9,021 | 38.11%
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
208 CockroachDB: The Resilient Geo-Distributed SQL Database 2020 SIGMOD 0.00024968157
232 LinkBench: a Database Benchmark Based on the Facebook Social Graph 2013 SIGMOD 0.00023830978
275 bLSM: A General Purpose Log Structured Merge Tree 2012 SIGMOD 0.00022630189
446 Monkey: Optimal Navigable Key-Value Store 2017 SIGMOD 0.00018332392
472 Optimizing Space Amplification in RocksDB 2017 CIDR 0.000179044
831 Dostoevsky: Better Space-Time Trade-Offs for LSM-Tree Based Key-Value Stores via Adaptive Removal of Superfluous Merging 2018 SIGMOD 0.00013748512
845 Spanner: Becoming a SQL System 2017 SIGMOD 0.00013660379
880 SuRF: Practical Range Query Filtering with Fast Succinct Tries 2018 SIGMOD 0.00013432693
1,347 X-Engine: An Optimized Storage Engine for Large-scale E-commerce Transaction Processing 2019 SIGMOD 0.00011073571
1,502 The Log-Structured Merge-Bush & the Wacky Continuum 2019 SIGMOD 0.00010557694
1,580 Compaction management in distributed key-value datastores 2015 VLDB 0.00010299919
1,942 Design Continuums and the Path Toward Self-Designing Key-Value Stores that Know and Learn 2019 CIDR 9.4451535e-05
1,954 Chucky: A Succinct Cuckoo Filter for LSM-Tree 2021 SIGMOD 9.4208165e-05
2,471 Viper: An Efficient Hybrid PMem-DRAM Key-Value Store 2021 VLDB 8.5329393e-05
2,698 Rosetta: A Robust Space-Time Optimized Range Filter for Key-Value Stores 2020 SIGMOD 8.2450522e-05
2,755 Lethe: A Tunable Delete-Aware LSM Engine 2020 SIGMOD 8.163097e-05
2,919 SNARF: A Learning-Enhanced Range Filter 2022 VLDB 7.9628657e-05
3,054 Spooky: Granulating LSM-Tree Compactions Correctly 2022 VLDB 7.8090808e-05
3,517 LittleTable: A Time-Series Database and Its Uses 2017 SIGMOD 7.3523997e-05
3,535 TreeLine: An Update-In-Place Key-Value Store for Modern Storage 2023 VLDB 7.3333933e-05
3,577 Cosine: A Cloud-Cost Optimized Self-Designing Key-Value Storage Engine 2022 VLDB 7.2930211e-05
3,758 Nova-LSM: A Distributed, Component-based LSM-tree Key-value Store 2021 SIGMOD 7.1471346e-05
3,773 SplinterDB and Maplets: Improving the Tradeoffs in Key-Value Store Compaction Policy 2023 SIGMOD 7.1384476e-05
4,119 Proteus: A Self-Designing Range Filter 2022 SIGMOD 6.8907395e-05
4,276 DINOMO: An Elastic, Scalable, High-Performance Key-Value Store for Disaggregated Persistent Memory 2022 VLDB 6.7877967e-05
4,573 TOAIN: A Throughput Optimizing Adaptive Index for Answering Dynamic kNN Queries on Road Networks 2018 VLDB 6.6226156e-05
4,665 Coconut: A Scalable Bottom-Up Approach for Building Data Series Indexes 2018 VLDB 6.5780693e-05
4,841 Grafite: Taming Adversarial Queries with Optimal Range Filters 2024 SIGMOD 6.4831558e-05
5,226 Breaking Down Memory Walls: Adaptive Memory Management in LSM-based Storage Systems 2021 VLDB 6.3090383e-05
5,261 Oasis: An Optimal Disjoint Segmented Learned Range Filter 2024 VLDB 6.2955539e-05
5,766 Endure: A Robust Tuning Paradigm for LSM Trees Under Workload Uncertainty 2022 VLDB 6.094771e-05
5,907 Dotori: A Key-Value SSD Based KV Store 2023 VLDB 6.0453752e-05
6,679 Revisiting the Design of LSM-tree Based OLTP Storage Engine with Persistent Memory 2021 VLDB 5.8050516e-05
6,843 Learning to Optimize LSM-trees: Towards A Reinforcement Learning based Key-Value Store for Dynamic Workloads 2023 SIGMOD 5.7573899e-05
8,360 SA-LSM: Optimize Data Layout for LSM-tree Based Storage using Survival Analysis 2022 VLDB 5.4444442e-05
8,644 Incremental Partitioning for Efficient Spatial Data Analytics 2022 VLDB 5.3934068e-05
8,682 Columnar Formats for Schemaless LSM-based Document Stores 2022 VLDB 5.3857524e-05
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