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The LDBC Social Network Benchmark: Business Intelligence Workload

Summary: SNB BI benchmarks graph OLAP on scalable temporal social graphs with small-world structure and skewed, correlated attributes, generated via distributed infrastructure. Choke-point queries, parameter curation, and power/throughput metrics support stable, portable DBMS evaluation. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
h29804334a021e201
Venue
VLDB
Year
2023
Pagerank
7.6979859e-05
Overall Rank
3,055 | 79.47%
DOI
10.14778/3574245.3574270

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{szarnyas_vldb23,
        title = {{The LDBC Social Network Benchmark: Business Intelligence Workload}},
        author = {Szárnyas, Gábor and Waudby, Jack and Steer, Benjamin A. and Szakállas, Dávid and Birler, Altan and Wu, Mingxi and Zhang, Yuchen and Boncz, Peter},
        journal = {PVLDB},
        series = {{VLDB} '23},
        volume = {16},
        number = {4},
        pages = {877--890},
        doi = {10.14778/3574245.3574270},
        url = {https://doi.org/10.14778/3574245.3574270},
        year = {2023}
}

Incoming Citations (Sorted by Pagerank)

Showing 23 of 23 citing papers.

Rank Citing Paper Year Venue Pagerank
3,153 Robust Join Processing with Diamond Hardened Joins 2024 VLDB 7.5883271e-05
5,239 DuckPGQ: Bringing SQL/PGQ to DuckDB 2023 VLDB 6.215736e-05
7,013 Incremental Sliding Window Connectivity over Streaming Graphs 2024 VLDB 5.6211413e-05
7,467 Reservoir Sampling over Joins 2024 SIGMOD 5.5198675e-05
7,721 TigerVector: Supporting Vector Search in Graph Databases for Advanced RAGs 2025 SIGMOD 5.4677994e-05
7,774 Adaptive Factorization Using Linear-Chained Hash Tables 2025 CIDR 5.4549846e-05
8,071 Robust Recursive Query Parallelism in Graph Database Management Systems 2025 VLDB 5.3942942e-05
8,327 Revisiting the Design of In-Memory Dynamic Graph Storage 2025 SIGMOD 5.35402e-05
8,584 Mammoths Are Slow: The Overlooked Transactions of Graph Data 2024 VLDB 5.3090795e-05
9,072 The LDBC Financial Benchmark: Transaction Workload 2025 VLDB 5.2283159e-05
9,360 Extending SQL to Return a Subdatabase 2025 SIGMOD 5.1868213e-05
9,770 GraphScope Flex: LEGO-like Graph Computing Stack 2024 SIGMOD 5.133285e-05
9,794 Raqlet: Cross-Paradigm Compilation for Recursive Queries 2026 CIDR 5.1257999e-05
9,979 Trampoline-Style Queries for SQL 2025 CIDR 5.1013913e-05
10,077 GTX: A Write-Optimized Latch-free Graph Data System with Transactional Support 2025 SIGMOD 5.0830849e-05
10,103 Still Asking: How Good Are Query Optimizers, Really? 2025 VLDB 5.0789354e-05
10,147 How DuckDB is USING KEY to Unlock Recursive Query Performance 2025 SIGMOD 5.0715586e-05
10,187 Saving Money for Analytical Workloads in the Cloud 2024 VLDB 5.0651993e-05
10,271 G-View: View Management for Graph Databases 2025 VLDB 5.0485061e-05
10,272 TuskFlow: An Efficient Graph Database for Long-Running Transactions 2025 VLDB 5.0485061e-05
10,431 cuRPQ: A High-Performance GPU-Based Framework for Processing Regular and Conjunctive Regular Path Queries 2026 SIGMOD 4.9793485e-05
11,132 RedTAO: A Trillion-edge High-throughput Graph Store 2025 SIGMOD 4.9793485e-05
11,394 GraphAr: An Efficient Storage Scheme for Graph Data in Data Lakes 2025 VLDB 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 23 of 23 cited papers.

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

Rank Cited Paper Year Venue Pagerank
71 DuckDB: an Embeddable Analytical Database 2019 SIGMOD 0.00037720227
197 Fast Exact Shortest-Path Distance Queries on Large Networks by Pruned Landmark Labeling 2013 SIGMOD 0.00025584127
236 LinkBench: a Database Benchmark Based on the Facebook Social Graph 2013 SIGMOD 0.00023671522
239 The Ubiquity of Large Graphs and Surprising Challenges of Graph Processing 2018 VLDB 0.000235107
373 Umbra: A Disk-Based System with In-Memory Performance 2020 CIDR 0.00019711632
387 The LDBC Social Network Benchmark: Interactive Workload 2015 SIGMOD 0.00019426275
712 Optimizing Subgraph Queries by Combining Binary and Worst-Case Optimal Joins 2019 VLDB 0.00014578373
860 G-CORE: A Core for Future Graph Query Languages 2018 SIGMOD 0.00013406849
1,186 Adaptive Optimization of Very Large Join Queries 2018 SIGMOD 0.0001160797
1,442 The More the Merrier: Efficient Multi-Source Graph Traversal 2015 VLDB 0.00010639351
1,486 LDBC Graphalytics: A Benchmark for Large-Scale Graph Analysis on Parallel and Distributed Platforms 2016 VLDB 0.00010522557
1,494 Graph Pattern Matching in GQL and SQL/PGQ 2022 SIGMOD 0.00010502195
1,596 Adopting Worst-Case Optimal Joins in Relational Database Systems 2020 VLDB 0.00010127607
1,952 Quantifying TPC-H Choke Points and Their Optimizations 2020 VLDB 9.3189525e-05
2,290 FDB: A Query Engine for Factorised Relational Databases 2012 VLDB 8.6889284e-05
3,204 Columnar Storage and List-based Processing for Graph Database Management Systems 2021 VLDB 7.5400217e-05
3,578 Aggregation Support for Modern Graph Analytics in TigerGraph 2020 SIGMOD 7.1926749e-05
3,937 Understanding and Benchmarking the Impact of GDPR on Database Systems 2020 VLDB 6.9158079e-05
4,112 Don’t Hold My Data Hostage – A Case For Client Protocol Redesign 2017 VLDB 6.7994301e-05
4,762 TAOBench: An End-to-End Benchmark for Social Network Workloads 2022 VLDB 6.4297943e-05
5,455 Evolution of a Compiling Query Engine 2021 VLDB 6.1239975e-05
5,634 LMFAO: An Engine for Batches of Group-By Aggregates 2020 VLDB 6.0577899e-05
7,202 BSMA: A Benchmark for Analytical Queries over Social Media Data 2014 VLDB 5.5865808e-05
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