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SuRF: Practical Range Query Filtering with Fast Succinct Tries

Summary: SuRF is a compact range-filter on a Fast Succinct Trie, enabling point lookups and open/closed range queries with tunable FP. RocksDB: SuRF reduces I/O and speeds range queries (open 1.5x, closed 5x); absent keys incur a small slowdown, offset by adding bits. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h7a22bba17243b49a
Venue
SIGMOD
Year
2018
Pagerank
0.00013243846
Overall Rank
889 | 94.03%
DOI
10.1145/3183713.3196931

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{zhang_sigmod18,
        title = {{SuRF: Practical Range Query Filtering with Fast Succinct Tries}},
        author = {Zhang, Huanchen and Lim, Hyeontaek and Leis, Viktor and Andersen, David G. and Kaminsky, Michael and Keeton, Kimberly and Pavlo, Andrew},
        series = {{SIGMOD} '18},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3183713.3196931},
        url = {https://dl.acm.org/doi/10.1145/3183713.3196931},
        year = {2018}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 58 citing papers.

Rank Citing Paper Year Venue Pagerank
835 Benchmarking Learned Indexes 2021 VLDB 0.00013575971
904 HOT: A Height Optimized Trie Index for Main-Memory Database Systems 2018 SIGMOD 0.00013170142
1,147 MyRocks: LSM-Tree Database Storage Engine Serving Facebook's Social Graph 2020 VLDB 0.00011810023
1,846 Morton Filters: Faster, Space-Efficient Cuckoo Filters via Biasing, Compression, and Decoupled Logical Sparsity 2018 VLDB 9.511501e-05
1,891 Design Continuums and the Path Toward Self-Designing Key-Value Stores that Know and Learn 2019 CIDR 9.4233024e-05
1,982 Chucky: A Succinct Cuckoo Filter for LSM-Tree 2021 SIGMOD 9.2570284e-05
2,237 Designing Succinct Secondary Indexing Mechanism by Exploiting Column Correlations 2019 SIGMOD 8.7738349e-05
2,788 Lethe: A Tunable Delete-Aware LSM Engine 2020 SIGMOD 8.0114055e-05
2,839 SNARF: A Learning-Enhanced Range Filter 2022 VLDB 7.9490277e-05
2,868 Spooky: Granulating LSM-Tree Compactions Correctly 2022 VLDB 7.9205462e-05
3,075 Pushing Data-Induced Predicates Through Joins in Big-Data Clusters 2020 VLDB 7.6742518e-05
3,525 Key-Value Storage Engines 2020 SIGMOD 7.2293566e-05
3,810 An Empirical Evaluation of Columnar Storage Formats 2024 VLDB 7.0064171e-05
4,155 LeCo: Lightweight Compression via Learning Serial Correlations 2024 SIGMOD 6.7730383e-05
4,198 Proteus: A Self-Designing Range Filter 2022 SIGMOD 6.7385809e-05
4,753 GRF: A Global Range Filter for LSM-Trees with Shape Encoding 2024 SIGMOD 6.4334982e-05
4,755 Cuckoo Index: A Lightweight Secondary Index Structure 2020 VLDB 6.4309508e-05
4,878 Oasis: An Optimal Disjoint Segmented Learned Range Filter 2024 VLDB 6.369385e-05
4,950 Grafite: Taming Adversarial Queries with Optimal Range Filters 2024 SIGMOD 6.339603e-05
5,041 Dissecting, Designing, and Optimizing LSM-based Data Stores 2022 SIGMOD 6.2998284e-05
5,084 InfiniFilter: Expanding Filters to Infinity and Beyond 2023 SIGMOD 6.2824822e-05
5,250 Endure: A Robust Tuning Paradigm for LSM Trees Under Workload Uncertainty 2022 VLDB 6.2092552e-05
5,388 Order-Preserving Key Compression for In-Memory Search Trees 2020 SIGMOD 6.1520776e-05
6,123 Learning to Optimize LSM-trees: Towards A Reinforcement Learning based Key-Value Store for Dynamic Workloads 2023 SIGMOD 5.8771312e-05
6,495 FineLine: Log-structured Transactional Storage and Recovery 2018 VLDB 5.7640595e-05
6,549 Memento Filter: A Fast, Dynamic, and Robust Range Filter 2024 SIGMOD 5.7482274e-05
7,157 Adaptive Hybrid Indexes 2022 SIGMOD 5.595284e-05
7,239 CaaS-LSM: Compaction-as-a-Service for LSM-based Key-Value Stores in Storage Disaggregated Infrastructure 2024 SIGMOD 5.5761767e-05
7,498 B^link-hash: An Adaptive Hybrid Index for In-Memory Time-Series Databases 2023 VLDB 5.5078165e-05
7,909 CAMAL: Optimizing LSM-trees via Active Learning 2024 SIGMOD 5.4266123e-05
7,944 Aleph Filter: To Infinity in Constant Time 2024 VLDB 5.4193905e-05
8,138 Diva: Dynamic Range Filter for Var-Length Keys and Queries 2025 VLDB 5.3905556e-05
8,228 ArceKV: Towards Workload-driven LSM-compactions for Key-Value Store Under Dynamic Workloads 2026 VLDB 5.3734043e-05
8,326 How to Grow an LSM-tree? Towards Bridging the Gap Between Theory and Practice 2025 SIGMOD 5.3522236e-05
8,500 Tree-Encoded Bitmaps 2020 SIGMOD 5.3286931e-05
8,559 F3: The Open-Source Data File Format for the Future 2026 SIGMOD 5.3141911e-05
8,953 Practical Dynamic Extension for Sampling Indexes 2023 SIGMOD 5.2517412e-05
8,961 FishStore: Faster Ingestion with Subset Hashing 2019 SIGMOD 5.2490978e-05
9,091 MirrorKV: An Efficient Key-Value Store on Hybrid Cloud Storage with Balanced Performance of Compaction and Querying 2023 SIGMOD 5.2258409e-05
9,140 Rethinking The Compaction Policies in LSM-trees 2025 SIGMOD 5.2208299e-05
9,159 Towards Systematic Index Dynamization 2024 VLDB 5.2161634e-05
9,191 Structural Designs Meet Optimality: Exploring Optimized LSM-tree Structures in A Colossal Configuration Space 2024 SIGMOD 5.20942e-05
9,651 Hourglass: An Adaptive Range Filter with Lightweight Hybrid Encoding 2026 SIGMOD 5.142891e-05
9,715 Disco: A Compact Index for LSM-trees 2025 SIGMOD 5.1347559e-05
9,850 High-Ratio Compression for Machine-Generated Data 2023 SIGMOD 5.1198764e-05
10,034 LavaStore: ByteDance's Purpose-built, High-performance, Cost-effective Local Storage Engine for Cloud Services 2024 VLDB 5.0901047e-05
10,135 Optimizing Time Series Queries with Versions 2024 SIGMOD 5.0727027e-05
10,145 Trie Memtables in Cassandra 2022 VLDB 5.071293e-05
10,367 A Multi-tenant Relational OLTP Database at Salesforce 2026 CIDR 4.9769913e-05
10,368 I Can't Believe It's Not Yannakakis: Pragmatic Bitmap Filters in Microsoft SQL Server 2026 CIDR 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

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