Big Data Research: Will Industry Solve all the Problems?

Summary: Investigates whether industry alone can solve big data problems, flagging gaps in processing, analytics, usability, and deployment. Retrospective on Nuage, CQMS, Myria, Data Pricing, and SciDB shows academia remains essential for foundational efficiency and flexible analytics beyond industrial systems. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 11120
Venue: VLDB
Year: 2015
Pagerank: 4.1945683e-05
Overall Rank: 11,949 | 16.88%
DOI: -

Incoming Non-self Citations Over Time

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Authors

1. Magdalena Balazinska

Incoming Citations (Sorted by Pagerank)

Showing 0 of 0 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank

Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
157	HadoopDB: An Architectural Hybrid of MapReduce and DBMS Technologies for Analytical Workloads	2009	VLDB	0.00040397359
413	HaLoop: Efficient Iterative Data Processing on Large Clusters	2010	VLDB	0.00023904409
1,009	SnipSuggest: Context-Aware Autocompletion for SQL	2011	VLDB	0.00014653644
1,334	SkewTune: Mitigating Skew in MapReduce Applications	2012	SIGMOD	0.0001250413
1,534	PerfXplain: Debugging MapReduce Job Performance	2012	VLDB	0.00011468393
1,770	ParaTimer: A Progress Indicator for MapReduce DAGs	2010	SIGMOD	0.00010618229
1,876	ArrayStore: A Storage Manager for Complex Parallel Array Processing	2011	SIGMOD	0.00010239284
1,939	From Theory to Practice: Efficient Join Query Evaluation in a Parallel Database System	2015	SIGMOD	0.00010025655
2,575	A Latency and Fault-Tolerance Optimizer for Online Parallel Query Plans	2011	SIGMOD	8.5133576e-05
3,599	Automatic Enforcement of Data Use Policies with DataLawyer	2015	SIGMOD	6.9324513e-05
3,809	Changing the Face of Database Cloud Services with Personalized Service Level Agreements	2015	CIDR	6.7409982e-05
4,696	Asynchronous and Fault-Tolerant Recursive Datalog Evaluation in Shared-Nothing Engines	2015	VLDB	5.9911301e-05

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13,371	Computational Thinking, Inferential Thinking and "Big Data"	2015	PODS	-
9,666	Breaking the Chains: On Declarative Data Analysis and Data Independence in the Big Data Era	2014	VLDB	4.3082114e-05
6,111	Why Big Data Industrial Systems Need Rules and What We Can Do About It	2015	SIGMOD	5.2049579e-05
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3,343	Comparative Evaluation of Big-Data Systems on Scientific Image Analytics Workloads	2017	VLDB	7.1967343e-05
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