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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
9.8315163e-05
Overall Rank
1,702 | 88.57%
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 0.00017466311
1,486 LDBC Graphalytics: A Benchmark for Large-Scale Graph Analysis on Parallel and Distributed Platforms 2016 VLDB 0.00010517584
1,545 Exathlon: A Benchmark for Explainable Anomaly Detection over Time Series 2021 VLDB 0.00010299696
1,938 TSB-UAD: An End-to-End Benchmark Suite for Univariate Time-Series Anomaly Detection 2022 VLDB 9.334286e-05
1,945 An Evaluation of Distributed Concurrency Control 2017 VLDB 9.3239199e-05
2,411 epiC: an Extensible and Scalable System for Processing Big Data 2014 VLDB 8.5073756e-05
3,558 WANalytics: Analytics for a Geo-Distributed Data-Intensive World 2015 CIDR 7.2050361e-05
4,069 Dynamically Optimizing Queries over Large Scale Data Platforms 2014 SIGMOD 6.8184364e-05
4,926 TPCx-AI - An Industry Standard Benchmark for Artificial Intelligence and Machine Learning Systems 2023 VLDB 6.3481677e-05
6,120 Just can't get enough - Synthesizing Big Data 2015 SIGMOD 5.878273e-05
6,666 UPLIFT: Parallelization Strategies for Feature Transformations in Machine Learning Workloads 2022 VLDB 5.7144587e-05
7,407 Compliant Geo-distributed Query Processing 2021 SIGMOD 5.5330861e-05
7,463 M2Bench: A Database Benchmark for Multi-Model Analytic Workloads 2023 VLDB 5.5191578e-05
7,501 SmartBench: A Benchmark For Data Management In Smart Spaces 2020 VLDB 5.5065365e-05
7,932 Design Trade-offs for a Robust Dynamic Hybrid Hash Join 2022 VLDB 5.4230466e-05
8,767 VeriBench: Analyzing the Performance of Database Systems with Verifiability 2023 VLDB 5.2812167e-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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