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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
4707
Venue
SIGMOD
Year
2013
Pagerank
9.9965799e-05
Overall Rank
1,693 | 88.39%
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
478 BLOCKBENCH: A Framework for Analyzing Private Blockchains 2017 SIGMOD 0.00017829906
1,534 Exathlon: A Benchmark for Explainable Anomaly Detection over Time Series 2021 VLDB 0.00010464308
1,563 LDBC Graphalytics: A Benchmark for Large-Scale Graph Analysis on Parallel and Distributed Platforms 2016 VLDB 0.00010352314
1,926 An Evaluation of Distributed Concurrency Control 2017 VLDB 9.4705999e-05
2,004 TSB-UAD: An End-to-End Benchmark Suite for Univariate Time-Series Anomaly Detection 2022 VLDB 9.3207067e-05
2,354 epiC: an Extensible and Scalable System for Processing Big Data 2014 VLDB 8.7060612e-05
3,494 WANalytics: Analytics for a Geo-Distributed Data-Intensive World 2015 CIDR 7.3642231e-05
4,481 Dynamically Optimizing Queries over Large Scale Data Platforms 2014 SIGMOD 6.6754521e-05
5,040 TPCx-AI - An Industry Standard Benchmark for Artificial Intelligence and Machine Learning Systems 2023 VLDB 6.390395e-05
5,992 Just can't get enough - Synthesizing Big Data 2015 SIGMOD 6.0160344e-05
6,538 UPLIFT: Parallelization Strategies for Feature Transformations in Machine Learning Workloads 2022 VLDB 5.8477764e-05
7,258 Compliant Geo-distributed Query Processing 2021 SIGMOD 5.6614636e-05
7,369 SmartBench: A Benchmark For Data Management In Smart Spaces 2020 VLDB 5.6314085e-05
7,800 Design Trade-offs for a Robust Dynamic Hybrid Hash Join 2022 VLDB 5.5420279e-05
8,208 M2Bench: A Database Benchmark for Multi-Model Analytic Workloads 2023 VLDB 5.4665936e-05
8,683 VeriBench: Analyzing the Performance of Database Systems with Verifiability 2023 VLDB 5.3854006e-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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