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Dostoevsky: Better Space-Time Trade-Offs for LSM-Tree Based Key-Value Stores via Adaptive Removal of Superfluous Merging

Summary: Dostoevsky uses Lazy Leveling to remove merges from all LSM-tree levels except the largest, lowering update I/O while preserving lookup and storage bounds. It generalizes to Fluid LSM-tree for adaptive, workload-hardware aware merging; implemented atop RocksDB, it empirically dominates state-of-the-art in performance and space. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5635
Venue
SIGMOD
Year
2018
Pagerank
0.00013748512
Overall Rank
831 | 94.31%
DOI
10.1145/3183713.3196927

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{dayan_sigmod18,
        title = {{Dostoevsky: Better Space-Time Trade-Offs for LSM-Tree Based Key-Value Stores via Adaptive Removal of Superfluous Merging}},
        author = {Dayan, Niv and Idreos, Stratos},
        series = {{SIGMOD} '18},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3183713.3196927},
        url = {https://dl.acm.org/doi/10.1145/3183713.3196927},
        year = {2018}
}

Incoming Citations (Sorted by Pagerank)

Showing 16 of 66 citing papers.

Rank Citing Paper Year Venue Pagerank
9,535 Disco: A Compact Index for LSM-trees 2025 SIGMOD 5.2533796e-05
9,947 Optimizing Time Series Queries with Versions 2024 SIGMOD 5.1915905e-05
9,970 NEXT: A New Secondary Index Framework for LSM-based Data Storage 2025 SIGMOD 5.1845938e-05
9,995 DumpKV: Learning based lifetime aware garbage collection for key value separation in LSM-tree 2025 VLDB 5.1814573e-05
10,073 DFlush: DPU-Offloaded Flush for Disaggregated LSM-based Key-Value Stores 2025 SIGMOD 5.1624218e-05
10,134 A Multi-tenant Relational OLTP Database at Salesforce 2026 CIDR 5.093636e-05
10,307 Zeno Filter: To Infinity in Tiny Steps 2026 SIGMOD 5.093636e-05
10,355 Counting Is All You Need for Instant Tuple Discovery: Enabling Real-Time HTAP in Standalone DBMSs 2026 SIGMOD 5.093636e-05
10,465 Improving Range Scan Performance in LSM-trees with Group Caching 2026 SIGMOD 5.093636e-05
10,675 Randomized Sketches for Quantile in LSM-tree based Store 2025 SIGMOD 5.093636e-05
10,955 DobLIX: A Dual-Objective Learned Index for Log-Structured Merge Trees 2025 VLDB 5.093636e-05
11,002 From FASTER to F2: Evolving Concurrent Key-Value Store Designs for Large Skewed Workloads 2025 VLDB 5.093636e-05
11,073 AXE: A Task Decomposition Approach to Learned LSM Tuning 2025 VLDB 5.093636e-05
11,257 On Reducing Space Amplification with Multi-Column Compaction in Apache IoTDB 2024 VLDB 5.093636e-05
11,281 LavaStore: ByteDance's Purpose-built, High-performance, Cost-effective Local Storage Engine for Cloud Services 2024 VLDB 5.093636e-05
11,766 From Worst-Case to Average-Case Analysis: Accurate Latency Predictions for Key-Value Storage Engines 2020 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 18 of 18 cited papers.

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

Rank Cited Paper Year Venue Pagerank
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
512 Tree Indexing on Solid State Drives 2010 VLDB 0.00017196795
857 SlimDB: A Space-Efficient Key-Value Storage Engine For Semi-Sorted Data 2017 VLDB 0.00013568886
961 Lazy-Adaptive Tree: An Optimized Index Structure for Flash Devices 2009 VLDB 0.00012941098
967 FlashStore: High Throughput Persistent Key-Value Store 2010 VLDB 0.0001291715
981 Incremental Organization for Data Recording and Warehousing 1997 VLDB 0.0001284025
1,112 Cache-Oblivious String B-trees 2006 PODS 0.00012125766
1,580 Compaction management in distributed key-value datastores 2015 VLDB 0.00010299919
1,677 SkimpyStash: RAM Space Skimpy Key-Value Store on Flash-based Storage 2011 SIGMOD 0.00010032149
1,983 Pregelix: Big(ger) Graph Analytics on A Dataflow Engine 2015 VLDB 9.3544951e-05
4,058 Fast Scans on Key-Value Stores 2017 VLDB 6.9335663e-05
4,779 LogKV: Exploiting Key-Value Stores for Event Log Processing 2013 CIDR 6.5125667e-05
5,564 MaSM: Efficient Online Updates in Data Warehouses 2011 SIGMOD 6.1716245e-05
5,775 Walnut: A Unified Cloud Object Store 2012 SIGMOD 6.0923066e-05
7,249 GeckoFTL: Scalable Flash Translation Techniques For Very Large Flash Devices 2016 SIGMOD 5.6634301e-05
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