A Comparison of Approaches to Large-Scale Data Analysis

Summary: Compare MapReduce with parallel DBMSs for large-scale data analysis, tying MR to decades of parallel-SQL work. A 100-node benchmark finds DBMSs load/tune longer but run faster than MR; discusses causes and future-system implications. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 4117
Venue: SIGMOD
Year: 2009
Pagerank: 0.00073498298
Overall Rank: 42 | 99.71%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 22 of 72 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
6,268	Speedup Your Analytics: Automatic Parameter Tuning for Databases and Big Data Systems	2019	VLDB	5.133857e-05
6,282	Cheetah: Accelerating Database Queries with Switch Pruning	2020	SIGMOD	5.128797e-05
6,636	Adapting TPC-C Benchmark to Measure Performance of Multi-Document Transactions in MongoDB	2019	VLDB	4.9820843e-05
6,665	Cheap Data Analytics using Cold Storage Devices	2016	VLDB	4.9697181e-05
6,821	Hadoop's Adolescence: An analysis of Hadoop usage in scientific workloads	2013	VLDB	4.9156923e-05
7,294	Optimization for iterative queries on MapReduce	2014	VLDB	4.773119e-05
7,477	Benchmarking Spreadsheet Systems	2020	SIGMOD	4.7188671e-05
7,599	Quill: Efficient, Transferable, and Rich Analytics at Scale	2016	VLDB	4.7003593e-05
7,877	Emerging Trends in the Enterprise Data Analytics: Connecting Hadoop and DB2 Warehouse	2011	SIGMOD	4.6297559e-05
7,902	Building Highly-Optimized, Low-Latency Pipelines for Genomic Data Analysis	2015	CIDR	4.6215911e-05
7,958	CARTILAGE: Adding Flexibility to the Hadoop Skeleton	2013	SIGMOD	4.613363e-05
8,084	ScalaGiST: Scalable Generalized Search Trees for MapReduce Systems [Innovative Systems Paper]	2014	VLDB	4.5902866e-05
9,004	DataGarage: Warehousing Massive Performance Data on Commodity Servers	2010	VLDB	4.4102022e-05
9,375	Efficient Big Data Processing in Hadoop MapReduce	2012	VLDB	4.347384e-05
9,490	Auto-BI: Automatically Build BI-Models Leveraging Local Join Prediction and Global Schema Graph	2023	VLDB	4.3341665e-05
11,126	High-Performance Spatial Data Analytics: Systematic R&D for Scale-Out and Scale-Up Solutions from the Past to Now	2024	VLDB	4.1945683e-05
11,573	Towards Scalable UDTFs in Noria	2020	SIGMOD	4.1945683e-05
11,690	Integration of Large-Scale Data Processing Systems and Traditional Parallel Database Technology	2019	VLDB	4.1945683e-05
11,694	An Experimental Evaluation of Garbage Collectors on Big Data Applications	2019	VLDB	4.1945683e-05
11,708	RAPID: In-Memory Analytical Query Processing Engine with Extreme Performance per Watt	2018	SIGMOD	4.1945683e-05
11,894	Building Highly-Optimized, Low-Latency Pipelines for Genomic Data Analysis	2015	CIDR	4.1945683e-05
11,987	DGFIndex for Smart Grid: Enhancing Hive with a Cost-Effective Multidimensional Range Index	2014	VLDB	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 7 of 7 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
20	GAMMA - A High Performance Dataflow Database Machine	1986	VLDB	0.00086459551
22	SCOPE: Easy and Efficient Parallel Processing of Massive Data Sets	2008	VLDB	0.0008456613
78	Multiprocessor Hash-Based Join Algorithms	1985	VLDB	0.00056413752
168	MAD Skills: New Analysis Practices for Big Data	2009	VLDB	0.00038946305
202	LINQ: Reconciling Objects, Relations and XML in the .NET Framework	2006	SIGMOD	0.00034920912
520	An Overview of The System Software of A Parallel Relational Database Machine GRACE	1986	VLDB	0.00021152636

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