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BigBench: Towards an Industry Standard Benchmark for Big Data Analytics

Summary: BigBench: an industry-standard end-to-end benchmark for big data analytics. Extends TPC-DS with semi-structured and unstructured data (clicks, reviews), adds a scalable data generator and a multi-dimensional workload; feasibility shown on Teradata Aster with 200 GB. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hb4e5f92e99102c4a
Venue
SIGMOD
Year
2013
Pagerank
9.8361594e-05
Overall Rank
1,702 | 88.56%
DOI
10.1145/2463676.2463712

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{ghazal_sigmod13,
        title = {{BigBench: Towards an Industry Standard Benchmark for Big Data Analytics}},
        author = {Ghazal, Ahmad and Rabl, Tilmann and Hu, Minqing and Raab, Francois and Poess, Meikel and Crolotte, Alain and Jacobsen, Hans-Arno},
        series = {{SIGMOD} '13},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2463676.2463712},
        url = {https://dl.acm.org/doi/10.1145/2463676.2463712},
        year = {2013}
}

Incoming Citations (Sorted by Pagerank)

Showing 16 of 16 citing papers.

Rank Citing Paper Year Venue Pagerank
485 BLOCKBENCH: A Framework for Analyzing Private Blockchains 2017 SIGMOD 0.00017474502
1,486 LDBC Graphalytics: A Benchmark for Large-Scale Graph Analysis on Parallel and Distributed Platforms 2016 VLDB 0.00010522557
1,544 Exathlon: A Benchmark for Explainable Anomaly Detection over Time Series 2021 VLDB 0.00010304574
1,937 TSB-UAD: An End-to-End Benchmark Suite for Univariate Time-Series Anomaly Detection 2022 VLDB 9.3387043e-05
1,943 An Evaluation of Distributed Concurrency Control 2017 VLDB 9.3283112e-05
2,410 epiC: an Extensible and Scalable System for Processing Big Data 2014 VLDB 8.5114032e-05
3,556 WANalytics: Analytics for a Geo-Distributed Data-Intensive World 2015 CIDR 7.2084485e-05
4,069 Dynamically Optimizing Queries over Large Scale Data Platforms 2014 SIGMOD 6.821366e-05
4,925 TPCx-AI - An Industry Standard Benchmark for Artificial Intelligence and Machine Learning Systems 2023 VLDB 6.3511742e-05
6,119 Just can't get enough - Synthesizing Big Data 2015 SIGMOD 5.881057e-05
6,662 UPLIFT: Parallelization Strategies for Feature Transformations in Machine Learning Workloads 2022 VLDB 5.7171651e-05
7,404 Compliant Geo-distributed Query Processing 2021 SIGMOD 5.5357067e-05
7,459 M2Bench: A Database Benchmark for Multi-Model Analytic Workloads 2023 VLDB 5.5217718e-05
7,496 SmartBench: A Benchmark For Data Management In Smart Spaces 2020 VLDB 5.5091445e-05
7,926 Design Trade-offs for a Robust Dynamic Hybrid Hash Join 2022 VLDB 5.425615e-05
8,759 VeriBench: Analyzing the Performance of Database Systems with Verifiability 2023 VLDB 5.283718e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 8 of 8 cited papers.

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

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