Integration of Large-Scale Data Processing Systems and Traditional Parallel Database Technology

Summary: Hybrid SQL analytics unites MapReduce/Hadoop with parallel DBMS (Greenplum/Vertica); HadoopDB prototype shows strong SQL performance, scalability, and fault tolerance. Tracing a decade from research to Hadapt/Teradata, the paper surveys open-source ecosystems sustaining the integrated data-processing and DBMS paradigm. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 12137
Venue: VLDB
Year: 2019
Pagerank: 5.093636e-05
Overall Rank: 11,885 | 18.46%
DOI: 10.14778/3352063.3352145

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

Authors

1. Azza Abouzied (New York University)
2. Daniel J. Abadi (University of Maryland)
3. Kamil Bajda-Pawlikowski (Starburst Data)
4. Avi Silberschatz (Yale University)

BibTeX Citation

@article{abouzied_vldb19,
        title = {{Integration of Large-Scale Data Processing Systems and Traditional Parallel Database Technology}},
        author = {Abouzied, Azza and Abadi, Daniel J. and Bajda-Pawlikowski, Kamil and Silberschatz, Avi},
        journal = {PVLDB},
        series = {{VLDB} '19},
        volume = {12},
        number = {12},
        pages = {2290--2299},
        doi = {10.14778/3352063.3352145},
        url = {https://doi.org/10.14778/3352063.3352145},
        year = {2019}
}

Incoming Citations (Sorted by Pagerank)

Showing 0 of 0 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank

Outgoing Citations (Sorted by Pagerank)

Showing 20 of 20 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
6	Pig Latin: A Not-So-Foreign Language for Data Processing	2008	SIGMOD	0.0010686205
24	Spark SQL: Relational Data Processing in Spark	2015	SIGMOD	0.00054865648
30	SCOPE: Easy and Efficient Parallel Processing of Massive Data Sets	2008	VLDB	0.00051174276
32	Hive - A Warehousing Solution Over a Map-Reduce Framework	2009	VLDB	0.00050111008
44	A Comparison of Approaches to Large-Scale Data Analysis	2009	SIGMOD	0.00046055057
49	Weaving Relations for Cache Performance	2001	VLDB	0.00043781096
51	Dremel: Interactive Analysis of Web-Scale Datasets	2010	VLDB	0.0004291425
120	HadoopDB: An Architectural Hybrid of MapReduce and DBMS Technologies for Analytical Workloads	2009	VLDB	0.00031680027
330	Impala: A Modern, Open-Source SQL Engine for Hadoop	2015	CIDR	0.0002104801
425	Shark: SQL and Rich Analytics at Scale	2013	SIGMOD	0.00018704491
445	Apache Calcite: A Foundational Framework for Optimized Query Processing Over Heterogeneous Data Sources	2018	SIGMOD	0.00018336751
500	Scalable SPARQL Querying of Large RDF Graphs	2011	VLDB	0.00017413839
1,738	Sinew: A SQL System for Multi-Structured Data	2014	SIGMOD	9.8823494e-05
1,902	Ground: A Data Context Service	2017	CIDR	9.506714e-05
2,159	Efficient Processing of Data Warehousing Queries in a Split Execution Environment	2011	SIGMOD	9.061086e-05
2,332	LEOPARD: Lightweight Edge-Oriented Partitioning and Replication for Dynamic Graphs	2016	VLDB	8.7410236e-05
2,850	HAWQ: A Massively Parallel Processing SQL Engine in Hadoop	2014	SIGMOD	8.0499212e-05
3,555	Apache Hive: From MapReduce to Enterprise-grade Big Data Warehousing	2019	SIGMOD	7.3115321e-05
3,885	Apache Tez: A Unifying Framework for Modeling and Building Data Processing Applications	2015	SIGMOD	7.0475239e-05
4,014	Automatic Generation of Normalized Relational Schemas from Nested Key-Value Data	2016	SIGMOD	6.956076e-05

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	1,889	SQL-on-Hadoop: Full Circle Back to Shared-Nothing Database Architectures	2014	VLDB
2	1,436	The Performance of MapReduce: An In-depth Study	2010	VLDB
3	44	A Comparison of Approaches to Large-Scale Data Analysis	2009	SIGMOD
4	8,072	Operational Analytics Data Management Systems	2016	VLDB
5	6,312	A Hadoop Based Distributed Loading Approach to Parallel Data Warehouses	2011	SIGMOD
6	6,147	HadoopDB in Action: Building Real World Applications	2010	SIGMOD
7	7,689	Oracle In-Database Hadoop: When MapReduce Meets RDBMS	2012	SIGMOD
8	2,159	Efficient Processing of Data Warehousing Queries in a Split Execution Environment	2011	SIGMOD
9	3,749	Integrating Hadoop and Parallel DBMS	2010	SIGMOD
10	120	HadoopDB: An Architectural Hybrid of MapReduce and DBMS Technologies for Analytical Workloads	2009	VLDB