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: 4645
Venue: SIGMOD
Year: 2013
Pagerank: 0.00010740936
Overall Rank: 1,727 | 87.99%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 16 of 16 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
360	BLOCKBENCH: A Framework for Analyzing Private Blockchains	2017	SIGMOD	0.00025790132
1,634	Exathlon: A Benchmark for Explainable Anomaly Detection over Time Series	2021	VLDB	0.00011058945
1,800	epiC: an Extensible and Scalable System for Processing Big Data	2014	VLDB	0.00010512649
2,200	LDBC Graphalytics: A Benchmark for Large-Scale Graph Analysis on Parallel and Distributed Platforms	2016	VLDB	9.3075881e-05
2,381	TSB-UAD: An End-to-End Benchmark Suite for Univariate Time-Series Anomaly Detection	2022	VLDB	8.9327638e-05
2,548	An Evaluation of Distributed Concurrency Control	2017	VLDB	8.5652459e-05
2,928	WANalytics: Analytics for a Geo-Distributed Data-Intensive World	2015	CIDR	7.8812874e-05
5,014	Dynamically Optimizing Queries over Large Scale Data Platforms	2014	SIGMOD	5.7586174e-05
5,605	TPCx-AI - An Industry Standard Benchmark for Artificial Intelligence and Machine Learning Systems	2023	VLDB	5.4142007e-05
6,234	Just can't get enough - Synthesizing Big Data	2015	SIGMOD	5.1451686e-05
7,324	Compliant Geo-distributed Query Processing	2021	SIGMOD	4.762032e-05
7,399	SmartBench: A Benchmark For Data Management In Smart Spaces	2020	VLDB	4.7410149e-05
7,892	M2Bench: A Database Benchmark for Multi-Model Analytic Workloads	2023	VLDB	4.6245179e-05
8,023	Design Trade-offs for a Robust Dynamic Hybrid Hash Join	2022	VLDB	4.6035454e-05
8,514	UPLIFT: Parallelization Strategies for Feature Transformations in Machine Learning Workloads	2022	VLDB	4.4944285e-05
8,676	VeriBench: Analyzing the Performance of Database Systems with Verifiability	2023	VLDB	4.4707331e-05

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.

Rank	Cited Paper	Year	Venue	Pagerank
3	Pig Latin: A Not-So-Foreign Language for Data Processing	2008	SIGMOD	0.0024183614
42	A Comparison of Approaches to Large-Scale Data Analysis	2009	SIGMOD	0.00073498298
98	XMark: A Benchmark for XML Data Management	2002	VLDB	0.00050023808
659	The Making of TPC-DS	2006	VLDB	0.00018500853
675	The OO7 Benchmark	1993	SIGMOD	0.00018316592
1,355	SQL/MapReduce: A practical approach to self-describing, polymorphic, and parallelizable user-defined functions	2009	VLDB	0.00012404572
3,556	Solving Big Data Challenges for Enterprise Application Performance Management	2012	VLDB	6.9770145e-05
3,951	Why You Should Run TPC-DS: A Workload Analysis	2007	VLDB	6.5953162e-05

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