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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
0.00013207671
Overall Rank
892 | 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
834 Benchmarking Learned Indexes 2021 VLDB 0.00013539098
906 HOT: A Height Optimized Trie Index for Main-Memory Database Systems 2018 SIGMOD 0.00013129817
1,147 MyRocks: LSM-Tree Database Storage Engine Serving Facebook's Social Graph 2020 VLDB 0.00011777851
1,856 Morton Filters: Faster, Space-Efficient Cuckoo Filters via Biasing, Compression, and Decoupled Logical Sparsity 2018 VLDB 9.4802321e-05
1,900 Design Continuums and the Path Toward Self-Designing Key-Value Stores that Know and Learn 2019 CIDR 9.3926585e-05
1,991 Chucky: A Succinct Cuckoo Filter for LSM-Tree 2021 SIGMOD 9.2264312e-05
2,249 Designing Succinct Secondary Indexing Mechanism by Exploiting Column Correlations 2019 SIGMOD 8.7479608e-05
2,796 Lethe: A Tunable Delete-Aware LSM Engine 2020 SIGMOD 7.9849253e-05
2,844 SNARF: A Learning-Enhanced Range Filter 2022 VLDB 7.9291659e-05
2,882 Spooky: Granulating LSM-Tree Compactions Correctly 2022 VLDB 7.894356e-05
3,081 Pushing Data-Induced Predicates Through Joins in Big-Data Clusters 2020 VLDB 7.6515625e-05
3,532 Key-Value Storage Engines 2020 SIGMOD 7.2054521e-05
3,809 An Empirical Evaluation of Columnar Storage Formats 2024 VLDB 6.9890843e-05
4,169 LeCo: Lightweight Compression via Learning Serial Correlations 2024 SIGMOD 6.7526687e-05
4,207 Proteus: A Self-Designing Range Filter 2022 SIGMOD 6.7226406e-05
4,706 Grafite: Taming Adversarial Queries with Optimal Range Filters 2024 SIGMOD 6.4426536e-05
4,771 GRF: A Global Range Filter for LSM-Trees with Shape Encoding 2024 SIGMOD 6.412225e-05
4,773 Cuckoo Index: A Lightweight Secondary Index Structure 2020 VLDB 6.4102054e-05
4,901 Oasis: An Optimal Disjoint Segmented Learned Range Filter 2024 VLDB 6.3483238e-05
5,065 Dissecting, Designing, and Optimizing LSM-based Data Stores 2022 SIGMOD 6.2789973e-05
5,082 InfiniFilter: Expanding Filters to Infinity and Beyond 2023 SIGMOD 6.2679091e-05
5,272 Endure: A Robust Tuning Paradigm for LSM Trees Under Workload Uncertainty 2022 VLDB 6.1887235e-05
5,398 Order-Preserving Key Compression for In-Memory Search Trees 2020 SIGMOD 6.1338952e-05
6,137 Learning to Optimize LSM-trees: Towards A Reinforcement Learning based Key-Value Store for Dynamic Workloads 2023 SIGMOD 5.8576977e-05
6,507 FineLine: Log-structured Transactional Storage and Recovery 2018 VLDB 5.7453056e-05
6,558 Memento Filter: A Fast, Dynamic, and Robust Range Filter 2024 SIGMOD 5.7292202e-05
7,180 Adaptive Hybrid Indexes 2022 SIGMOD 5.5767825e-05
7,258 CaaS-LSM: Compaction-as-a-Service for LSM-based Key-Value Stores in Storage Disaggregated Infrastructure 2024 SIGMOD 5.5577384e-05
7,516 B^link-hash: An Adaptive Hybrid Index for In-Memory Time-Series Databases 2023 VLDB 5.4896042e-05
7,925 CAMAL: Optimizing LSM-trees via Active Learning 2024 SIGMOD 5.4086685e-05
7,959 Aleph Filter: To Infinity in Constant Time 2024 VLDB 5.4014706e-05
8,155 Diva: Dynamic Range Filter for Var-Length Keys and Queries 2025 VLDB 5.372731e-05
8,245 ArceKV: Towards Workload-driven LSM-compactions for Key-Value Store Under Dynamic Workloads 2026 VLDB 5.3556365e-05
8,342 How to Grow an LSM-tree? Towards Bridging the Gap Between Theory and Practice 2025 SIGMOD 5.3345258e-05
8,516 Tree-Encoded Bitmaps 2020 SIGMOD 5.3110731e-05
8,578 F3: The Open-Source Data File Format for the Future 2026 SIGMOD 5.2966191e-05
8,976 Practical Dynamic Extension for Sampling Indexes 2023 SIGMOD 5.2343756e-05
8,983 FishStore: Faster Ingestion with Subset Hashing 2019 SIGMOD 5.2317424e-05
9,111 MirrorKV: An Efficient Key-Value Store on Hybrid Cloud Storage with Balanced Performance of Compaction and Querying 2023 SIGMOD 5.208561e-05
9,162 Rethinking The Compaction Policies in LSM-trees 2025 SIGMOD 5.2035666e-05
9,181 Towards Systematic Index Dynamization 2024 VLDB 5.1989155e-05
9,215 Structural Designs Meet Optimality: Exploring Optimized LSM-tree Structures in A Colossal Configuration Space 2024 SIGMOD 5.1921944e-05
9,678 Hourglass: An Adaptive Range Filter with Lightweight Hybrid Encoding 2026 SIGMOD 5.1258854e-05
9,747 Disco: A Compact Index for LSM-trees 2025 SIGMOD 5.1177772e-05
9,874 High-Ratio Compression for Machine-Generated Data 2023 SIGMOD 5.1049732e-05
10,073 LavaStore: ByteDance's Purpose-built, High-performance, Cost-effective Local Storage Engine for Cloud Services 2024 VLDB 5.0732737e-05
10,172 Optimizing Time Series Queries with Versions 2024 SIGMOD 5.0559291e-05
10,182 Trie Memtables in Cassandra 2022 VLDB 5.0545242e-05
10,434 A Multi-tenant Relational OLTP Database at Salesforce 2026 CIDR 4.9605343e-05
10,435 I Can't Believe It's Not Yannakakis: Pragmatic Bitmap Filters in Microsoft SQL Server 2026 CIDR 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

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