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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
5578
Venue
SIGMOD
Year
2018
Pagerank
0.00013530267
Overall Rank
1,169 | 91.88%
DOI
10.1145/3183713.3196931

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Incoming Citations (Sorted by Pagerank)

Showing 50 of 57 citing papers.

Rank Citing Paper Year Venue Pagerank
1,085 HOT: A Height Optimized Trie Index for Main-Memory Database Systems 2018 SIGMOD 0.00014173956
1,438 Benchmarking Learned Indexes 2021 VLDB 0.00011965956
1,614 MyRocks: LSM-Tree Database Storage Engine Serving Facebook's Social Graph 2020 VLDB 0.00011137963
2,469 Morton Filters: Faster, Space-Efficient Cuckoo Filters via Biasing, Compression, and Decoupled Logical Sparsity 2018 VLDB 8.7255912e-05
2,606 Design Continuums and the Path Toward Self-Designing Key-Value Stores that Know and Learn 2019 CIDR 8.4621503e-05
2,797 Chucky: A Succinct Cuckoo Filter for LSM-Tree 2021 SIGMOD 8.1116755e-05
2,868 Designing Succinct Secondary Indexing Mechanism by Exploiting Column Correlations 2019 SIGMOD 7.9856878e-05
3,363 Lethe: A Tunable Delete-Aware LSM Engine 2020 SIGMOD 7.1680649e-05
3,419 LeCo: Lightweight Compression via Learning Serial Correlations 2024 SIGMOD 7.1127752e-05
3,614 SNARF: A Learning-Enhanced Range Filter 2022 VLDB 6.9124805e-05
3,923 Pushing Data-Induced Predicates Through Joins in Big-Data Clusters 2020 VLDB 6.6232068e-05
3,970 Spooky: Granulating LSM-Tree Compactions Correctly 2022 VLDB 6.5756727e-05
4,516 An Empirical Evaluation of Columnar Storage Formats 2024 VLDB 6.1146215e-05
4,836 Proteus: A Self-Designing Range Filter 2022 SIGMOD 5.8849277e-05
5,313 Key-Value Storage Engines 2020 SIGMOD 5.5711707e-05
5,316 Cuckoo Index: A Lightweight Secondary Index Structure 2020 VLDB 5.5688295e-05
5,455 Grafite: Taming Adversarial Queries with Optimal Range Filters 2024 SIGMOD 5.4965299e-05
5,749 InfiniFilter: Expanding Filters to Infinity and Beyond 2023 SIGMOD 5.3420354e-05
5,769 Oasis: An Optimal Disjoint Segmented Learned Range Filter 2024 VLDB 5.3326049e-05
5,801 Dissecting, Designing, and Optimizing LSM-based Data Stores 2022 SIGMOD 5.3217858e-05
5,847 Order-Preserving Key Compression for In-Memory Search Trees 2020 SIGMOD 5.3040014e-05
5,868 GRF: A Global Range Filter for LSM-Trees with Shape Encoding 2024 SIGMOD 5.2928769e-05
6,394 Endure: A Robust Tuning Paradigm for LSM Trees Under Workload Uncertainty 2022 VLDB 5.0770427e-05
6,749 FineLine: Log-structured Transactional Storage and Recovery 2018 VLDB 4.9363766e-05
7,623 Learning to Optimize LSM-trees: Towards A Reinforcement Learning based Key-Value Store for Dynamic Workloads 2023 SIGMOD 4.6890662e-05
7,812 CaaS-LSM: Compaction-as-a-Service for LSM-based Key-Value Stores in Storage Disaggregated Infrastructure 2024 SIGMOD 4.6411266e-05
8,011 CAMAL: Optimizing LSM-trees via Active Learning 2024 SIGMOD 4.6022693e-05
8,333 How to Grow an LSM-tree? Towards Bridging the Gap Between Theory and Practice 2025 SIGMOD 4.5390511e-05
8,424 Tree-Encoded Bitmaps 2020 SIGMOD 4.5111681e-05
8,524 Aleph Filter: To Infinity in Constant Time 2024 VLDB 4.4893996e-05
8,653 Adaptive Hybrid Indexes 2022 SIGMOD 4.4696663e-05
8,722 Memento Filter: A Fast, Dynamic, and Robust Range Filter 2024 SIGMOD 4.4558244e-05
8,785 FishStore: Faster Ingestion with Subset Hashing 2019 SIGMOD 4.4467731e-05
8,804 ArceKV: Towards Workload-driven LSM-compactions for Key-Value Store Under Dynamic Workloads 2026 VLDB 4.4424232e-05
8,876 MirrorKV: An Efficient Key-Value Store on Hybrid Cloud Storage with Balanced Performance of Compaction and Querying 2023 SIGMOD 4.4261814e-05
9,069 Structural Designs Meet Optimality: Exploring Optimized LSM-tree Structures in A Colossal Configuration Space 2024 SIGMOD 4.3983078e-05
9,203 F3: The Open-Source Data File Format for the Future 2026 SIGMOD 4.3701616e-05
9,221 Diva: Dynamic Range Filter for Var-Length Keys and Queries 2025 VLDB 4.366098e-05
9,390 Rethinking The Compaction Policies in LSM-trees 2025 SIGMOD 4.341433e-05
9,467 Disco: A Compact Index for LSM-trees 2025 SIGMOD 4.3309383e-05
9,595 High-Ratio Compression for Machine-Generated Data 2023 SIGMOD 4.3153078e-05
9,760 Practical Dynamic Extension for Sampling Indexes 2023 SIGMOD 4.2838028e-05
9,795 Optimizing Time Series Queries with Versions 2024 SIGMOD 4.2777144e-05
9,819 Trie Memtables in Cassandra 2022 VLDB 4.2723184e-05
9,902 Towards Systematic Index Dynamization 2024 VLDB 4.2539423e-05
9,986 A Multi-tenant Relational OLTP Database at Salesforce 2026 CIDR 4.1905499e-05
9,987 I Can't Believe It's Not Yannakakis: Pragmatic Bitmap Filters in Microsoft SQL Server 2026 CIDR 4.1905499e-05
10,021 Hourglass: An Adaptive Range Filter with Lightweight Hybrid Encoding 2026 SIGMOD 4.1905499e-05
10,087 High Performance or Low Memory? An Updatable Learned Index Framework for Time-Space Tradeoff 2026 SIGMOD 4.1905499e-05
10,137 Aeris Filter: A Strongly and Monotonically Adaptive Range Filter 2026 SIGMOD 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

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