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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
13527
Venue
VLDB
Year
2023
Pagerank
7.8473755e-05
Overall Rank
3,018 | 79.30%
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
3,622 Robust Join Processing with Diamond Hardened Joins 2024 VLDB 7.2465862e-05
6,439 DuckPGQ: Bringing SQL/PGQ to DuckDB 2023 VLDB 5.8787285e-05
6,868 Incremental Sliding Window Connectivity over Streaming Graphs 2024 VLDB 5.7501594e-05
7,335 Reservoir Sampling over Joins 2024 SIGMOD 5.64193e-05
8,154 Revisiting the Design of In-Memory Dynamic Graph Storage 2025 SIGMOD 5.4769071e-05
8,232 Adaptive Factorization Using Linear-Chained Hash Tables 2025 CIDR 5.4612012e-05
8,411 Mammoths Are Slow: The Overlooked Transactions of Graph Data 2024 VLDB 5.4309351e-05
8,466 TigerVector: Supporting Vector Search in Graph Databases for Advanced RAGs 2025 SIGMOD 5.4188627e-05
9,183 Extending SQL to Return a Subdatabase 2025 SIGMOD 5.3058708e-05
9,593 GraphScope Flex: LEGO-like Graph Computing Stack 2024 SIGMOD 5.2511057e-05
9,808 Trampoline-Style Queries for SQL 2025 CIDR 5.214913e-05
9,891 GTX: A Write-Optimized Latch-free Graph Data System with Transactional Support 2025 SIGMOD 5.1997534e-05
9,920 Still Asking: How Good Are Query Optimizers, Really? 2025 VLDB 5.1955087e-05
9,957 How DuckDB is USING KEY to Unlock Recursive Query Performance 2025 SIGMOD 5.1879626e-05
10,000 Saving Money for Analytical Workloads in the Cloud 2024 VLDB 5.1814573e-05
10,143 Raqlet: Cross-Paradigm Compilation for Recursive Queries 2026 CIDR 5.093636e-05
10,215 cuRPQ: A High-Performance GPU-Based Framework for Processing Regular and Conjunctive Regular Path Queries 2026 SIGMOD 5.093636e-05
10,698 RedTAO: A Trillion-edge High-throughput Graph Store 2025 SIGMOD 5.093636e-05
10,837 G-View: View Management for Graph Databases 2025 VLDB 5.093636e-05
10,904 The LDBC Financial Benchmark: Transaction Workload 2025 VLDB 5.093636e-05
10,982 Robust Recursive Query Parallelism in Graph Database Management Systems 2025 VLDB 5.093636e-05
10,993 TuskFlow: An Efficient Graph Database for Long-Running Transactions 2025 VLDB 5.093636e-05
11,030 GraphAr: An Efficient Storage Scheme for Graph Data in Data Lakes 2025 VLDB 5.093636e-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
103 DuckDB: an Embeddable Analytical Database 2019 SIGMOD 0.00034161428
195 Fast Exact Shortest-Path Distance Queries on Large Networks by Pruned Landmark Labeling 2013 SIGMOD 0.00025813775
232 LinkBench: a Database Benchmark Based on the Facebook Social Graph 2013 SIGMOD 0.00023830978
264 The Ubiquity of Large Graphs and Surprising Challenges of Graph Processing 2018 VLDB 0.00022980015
422 Umbra: A Disk-Based System with In-Memory Performance 2020 CIDR 0.00018732744
426 The LDBC Social Network Benchmark: Interactive Workload 2015 SIGMOD 0.00018692185
809 Optimizing Subgraph Queries by Combining Binary and Worst-Case Optimal Joins 2019 VLDB 0.00013874588
900 G-CORE: A Core for Future Graph Query Languages 2018 SIGMOD 0.00013337186
1,286 Adaptive Optimization of Very Large Join Queries 2018 SIGMOD 0.00011320736
1,432 The More the Merrier: Efficient Multi-Source Graph Traversal 2015 VLDB 0.0001080346
1,563 LDBC Graphalytics: A Benchmark for Large-Scale Graph Analysis on Parallel and Distributed Platforms 2016 VLDB 0.00010352314
1,740 Adopting Worst-Case Optimal Joins in Relational Database Systems 2020 VLDB 9.875587e-05
1,836 Graph Pattern Matching in GQL and SQL/PGQ 2022 SIGMOD 9.6489549e-05
2,202 Quantifying TPC-H Choke Points and Their Optimizations 2020 VLDB 8.9639459e-05
2,392 FDB: A Query Engine for Factorised Relational Databases 2012 VLDB 8.6404947e-05
3,357 Columnar Storage and List-based Processing for Graph Database Management Systems 2021 VLDB 7.4904874e-05
3,697 Aggregation Support for Modern Graph Analytics in TigerGraph 2020 SIGMOD 7.1903457e-05
3,853 Understanding and Benchmarking the Impact of GDPR on Database Systems 2020 VLDB 7.0733274e-05
4,036 Don’t Hold My Data Hostage – A Case For Client Protocol Redesign 2017 VLDB 6.9436548e-05
4,996 TAOBench: An End-to-End Benchmark for Social Network Workloads 2022 VLDB 6.4081254e-05
5,376 Evolution of a Compiling Query Engine 2021 VLDB 6.2415397e-05
5,508 LMFAO: An Engine for Batches of Group-By Aggregates 2020 VLDB 6.1922654e-05
7,062 BSMA: A Benchmark for Analytical Queries over Social Media Data 2014 VLDB 5.7133535e-05
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