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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
7.6714389e-05
Overall Rank
3,066 | 79.45%
DOI
10.14778/3574245.3574270
PDF
Download (CC BY-NC-ND 4.0)

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
3,165 Robust Join Processing with Diamond Hardened Joins 2024 VLDB 7.5598778e-05
5,265 DuckPGQ: Bringing SQL/PGQ to DuckDB 2023 VLDB 6.1922502e-05
7,032 Incremental Sliding Window Connectivity over Streaming Graphs 2024 VLDB 5.5999021e-05
7,490 Reservoir Sampling over Joins 2024 SIGMOD 5.499011e-05
7,650 TigerVector: Supporting Vector Search in Graph Databases for Advanced RAGs 2025 SIGMOD 5.4598727e-05
7,782 Adaptive Factorization Using Linear-Chained Hash Tables 2025 CIDR 5.4368388e-05
8,097 Robust Recursive Query Parallelism in Graph Database Management Systems 2025 VLDB 5.3739121e-05
8,348 Revisiting the Design of In-Memory Dynamic Graph Storage 2025 SIGMOD 5.3337901e-05
8,610 Mammoths Are Slow: The Overlooked Transactions of Graph Data 2024 VLDB 5.2890649e-05
9,102 The LDBC Financial Benchmark: Transaction Workload 2025 VLDB 5.208561e-05
9,396 Extending SQL to Return a Subdatabase 2025 SIGMOD 5.1672232e-05
9,476 Saving Money for Analytical Workloads in the Cloud 2024 VLDB 5.157794e-05
9,806 GraphScope Flex: LEGO-like Graph Computing Stack 2024 SIGMOD 5.1138892e-05
9,833 Raqlet: Cross-Paradigm Compilation for Recursive Queries 2026 CIDR 5.1064323e-05
10,023 Trampoline-Style Queries for SQL 2025 CIDR 5.082116e-05
10,116 GTX: A Write-Optimized Latch-free Graph Data System with Transactional Support 2025 SIGMOD 5.0638787e-05
10,143 Still Asking: How Good Are Query Optimizers, Really? 2025 VLDB 5.0597449e-05
10,187 How DuckDB is USING KEY to Unlock Recursive Query Performance 2025 SIGMOD 5.052396e-05
10,304 G-View: View Management for Graph Databases 2025 VLDB 5.0294306e-05
10,305 TuskFlow: An Efficient Graph Database for Long-Running Transactions 2025 VLDB 5.0294306e-05
10,509 cuRPQ: A High-Performance GPU-Based Framework for Processing Regular and Conjunctive Regular Path Queries 2026 SIGMOD 4.9605343e-05
11,200 RedTAO: A Trillion-edge High-throughput Graph Store 2025 SIGMOD 4.9605343e-05
11,453 GraphAr: An Efficient Storage Scheme for Graph Data in Data Lakes 2025 VLDB 4.9605343e-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 0.00037688945
192 Fast Exact Shortest-Path Distance Queries on Large Networks by Pruned Landmark Labeling 2013 SIGMOD 0.00025740385
235 The Ubiquity of Large Graphs and Surprising Challenges of Graph Processing 2018 VLDB 0.00023701614
238 LinkBench: a Database Benchmark Based on the Facebook Social Graph 2013 SIGMOD 0.00023594951
375 Umbra: A Disk-Based System with In-Memory Performance 2020 CIDR 0.00019660459
387 The LDBC Social Network Benchmark: Interactive Workload 2015 SIGMOD 0.00019360364
706 Optimizing Subgraph Queries by Combining Binary and Worst-Case Optimal Joins 2019 VLDB 0.00014622696
854 G-CORE: A Core for Future Graph Query Languages 2018 SIGMOD 0.00013432811
1,185 Adaptive Optimization of Very Large Join Queries 2018 SIGMOD 0.00011586181
1,428 Graph Pattern Matching in GQL and SQL/PGQ 2022 SIGMOD 0.000106884
1,446 The More the Merrier: Efficient Multi-Source Graph Traversal 2015 VLDB 0.00010606126
1,487 LDBC Graphalytics: A Benchmark for Large-Scale Graph Analysis on Parallel and Distributed Platforms 2016 VLDB 0.00010496006
1,603 Adopting Worst-Case Optimal Joins in Relational Database Systems 2020 VLDB 0.00010090639
1,958 Quantifying TPC-H Choke Points and Their Optimizations 2020 VLDB 9.2894133e-05
2,298 FDB: A Query Engine for Factorised Relational Databases 2012 VLDB 8.6645337e-05
3,215 Columnar Storage and List-based Processing for Graph Database Management Systems 2021 VLDB 7.5117201e-05
3,557 Aggregation Support for Modern Graph Analytics in TigerGraph 2020 SIGMOD 7.1866532e-05
3,947 Understanding and Benchmarking the Impact of GDPR on Database Systems 2020 VLDB 6.8897508e-05
4,132 Don’t Hold My Data Hostage – A Case For Client Protocol Redesign 2017 VLDB 6.7741062e-05
4,783 TAOBench: An End-to-End Benchmark for Social Network Workloads 2022 VLDB 6.4055647e-05
5,475 Evolution of a Compiling Query Engine 2021 VLDB 6.1009218e-05
5,649 LMFAO: An Engine for Batches of Group-By Aggregates 2020 VLDB 6.0349644e-05
7,222 BSMA: A Benchmark for Analytical Queries over Social Media Data 2014 VLDB 5.5655505e-05
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