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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
7.6943418e-05
Overall Rank
3,058 | 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
3,154 Robust Join Processing with Diamond Hardened Joins 2024 VLDB 7.5849549e-05
5,244 DuckPGQ: Bringing SQL/PGQ to DuckDB 2023 VLDB 6.2127936e-05
7,014 Incremental Sliding Window Connectivity over Streaming Graphs 2024 VLDB 5.6184803e-05
7,471 Reservoir Sampling over Joins 2024 SIGMOD 5.5172544e-05
7,718 TigerVector: Supporting Vector Search in Graph Databases for Advanced RAGs 2025 SIGMOD 5.4681114e-05
7,768 Adaptive Factorization Using Linear-Chained Hash Tables 2025 CIDR 5.4548741e-05
8,078 Robust Recursive Query Parallelism in Graph Database Management Systems 2025 VLDB 5.3917406e-05
8,334 Revisiting the Design of In-Memory Dynamic Graph Storage 2025 SIGMOD 5.3514855e-05
8,591 Mammoths Are Slow: The Overlooked Transactions of Graph Data 2024 VLDB 5.3065663e-05
9,081 The LDBC Financial Benchmark: Transaction Workload 2025 VLDB 5.2258409e-05
9,370 Extending SQL to Return a Subdatabase 2025 SIGMOD 5.1843659e-05
9,775 GraphScope Flex: LEGO-like Graph Computing Stack 2024 SIGMOD 5.130855e-05
9,800 Raqlet: Cross-Paradigm Compilation for Recursive Queries 2026 CIDR 5.1233734e-05
9,988 Trampoline-Style Queries for SQL 2025 CIDR 5.0989764e-05
10,082 GTX: A Write-Optimized Latch-free Graph Data System with Transactional Support 2025 SIGMOD 5.0806786e-05
10,107 Still Asking: How Good Are Query Optimizers, Really? 2025 VLDB 5.0765311e-05
10,151 How DuckDB is USING KEY to Unlock Recursive Query Performance 2025 SIGMOD 5.0691578e-05
10,190 Saving Money for Analytical Workloads in the Cloud 2024 VLDB 5.0628015e-05
10,277 G-View: View Management for Graph Databases 2025 VLDB 5.0461162e-05
10,278 TuskFlow: An Efficient Graph Database for Long-Running Transactions 2025 VLDB 5.0461162e-05
10,443 cuRPQ: A High-Performance GPU-Based Framework for Processing Regular and Conjunctive Regular Path Queries 2026 SIGMOD 4.9769913e-05
11,141 RedTAO: A Trillion-edge High-throughput Graph Store 2025 SIGMOD 4.9769913e-05
11,400 GraphAr: An Efficient Storage Scheme for Graph Data in Data Lakes 2025 VLDB 4.9769913e-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 0.00037724477
197 Fast Exact Shortest-Path Distance Queries on Large Networks by Pruned Landmark Labeling 2013 SIGMOD 0.00025572265
236 LinkBench: a Database Benchmark Based on the Facebook Social Graph 2013 SIGMOD 0.00023664907
239 The Ubiquity of Large Graphs and Surprising Challenges of Graph Processing 2018 VLDB 0.00023499655
373 Umbra: A Disk-Based System with In-Memory Performance 2020 CIDR 0.00019705706
387 The LDBC Social Network Benchmark: Interactive Workload 2015 SIGMOD 0.00019417187
713 Optimizing Subgraph Queries by Combining Binary and Worst-Case Optimal Joins 2019 VLDB 0.00014571507
860 G-CORE: A Core for Future Graph Query Languages 2018 SIGMOD 0.00013401414
1,185 Adaptive Optimization of Very Large Join Queries 2018 SIGMOD 0.00011607329
1,443 The More the Merrier: Efficient Multi-Source Graph Traversal 2015 VLDB 0.00010634797
1,486 LDBC Graphalytics: A Benchmark for Large-Scale Graph Analysis on Parallel and Distributed Platforms 2016 VLDB 0.00010517584
1,494 Graph Pattern Matching in GQL and SQL/PGQ 2022 SIGMOD 0.00010497226
1,596 Adopting Worst-Case Optimal Joins in Relational Database Systems 2020 VLDB 0.00010122962
1,949 Quantifying TPC-H Choke Points and Their Optimizations 2020 VLDB 9.3172855e-05
2,293 FDB: A Query Engine for Factorised Relational Databases 2012 VLDB 8.685044e-05
3,206 Columnar Storage and List-based Processing for Graph Database Management Systems 2021 VLDB 7.5365348e-05
3,571 Aggregation Support for Modern Graph Analytics in TigerGraph 2020 SIGMOD 7.1947128e-05
3,938 Understanding and Benchmarking the Impact of GDPR on Database Systems 2020 VLDB 6.9125342e-05
4,114 Don’t Hold My Data Hostage – A Case For Client Protocol Redesign 2017 VLDB 6.7962416e-05
4,764 TAOBench: An End-to-End Benchmark for Social Network Workloads 2022 VLDB 6.4267505e-05
5,460 Evolution of a Compiling Query Engine 2021 VLDB 6.1210985e-05
5,636 LMFAO: An Engine for Batches of Group-By Aggregates 2020 VLDB 6.0549222e-05
7,204 BSMA: A Benchmark for Analytical Queries over Social Media Data 2014 VLDB 5.5839402e-05
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