The Era of Big Spatial Data

Summary: Survey of recent DBMS work on Big Spatial Data, highlighting core components (indexing, query processing) for scalable spatial analytics beyond generic platforms. Classifies approaches by implementation, architecture, and components; includes case studies of systems and applications to illustrate design tradeoffs. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 11505
Venue: VLDB
Year: 2017
Pagerank: 5.2449608e-05
Overall Rank: 5,980 | 58.40%
DOI: -

Incoming Non-self Citations Over Time

Authors

1. Ahmed Eldawy
2. Mohamed F. Mokbel

Incoming Citations (Sorted by Pagerank)

Showing 4 of 4 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
2,189	How Good Are Modern Spatial Analytics Systems?	2018	VLDB	9.335684e-05
5,746	Hu-Fu: Efficient and Secure Spatial Queries over Data Federation	2022	VLDB	5.3420687e-05
9,485	Spatial Query Optimization With Learning	2024	VLDB	4.3341665e-05
10,507	SwiftSpatial: Spatial Joins on Modern Hardware	2025	SIGMOD	4.1945683e-05

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
3	Pig Latin: A Not-So-Foreign Language for Data Processing	2008	SIGMOD	0.0024183614
70	Hive - A Warehousing Solution Over a Map-Reduce Framework	2009	VLDB	0.00059533166
476	Impala: A Modern, Open-Source SQL Engine for Hadoop	2015	CIDR	0.00022226941
769	Client-Server Paradise	1994	VLDB	0.00016918508
860	The Multidimensional Database System RasDaMan	1998	SIGMOD	0.00015860465
871	Building a Scalable Geo-Spatial DBMS: Technology, Implementation, and Evaluation	1997	SIGMOD	0.00015767786
925	Partition Based Spatial-Merge Join	1996	SIGMOD	0.00015264328
1,261	Hadoop-GIS: A High Performance Spatial Data Warehousing System over MapReduce	2013	VLDB	0.00012989236
1,435	Simba: Efficient In-Memory Spatial Analytics	2016	SIGMOD	0.00012004456
1,438	AsterixDB: A Scalable, Open Source BDMS	2014	VLDB	0.00011973592
1,587	Dynamic Prefetching of Data Tiles for Interactive Visualization	2016	SIGMOD	0.00011245116
1,931	Efficient Processing of k Nearest Neighbor Joins using MapReduce	2012	VLDB	0.00010040427
2,021	Storage Management in AsterixDB	2014	VLDB	9.7601304e-05
2,300	A Demonstration of SpatialHadoop: An Efficient MapReduce Framework for Spatial Data	2013	VLDB	9.0677864e-05
2,733	The Case for Data Visualization Management Systems [Vision Paper]	2014	VLDB	8.2078862e-05
3,626	Behavioral Simulations in MapReduce	2010	VLDB	6.9047458e-05
3,983	Spatio-Temporal Retrieval with RasDaMan	1999	VLDB	6.5642684e-05
7,176	Geo/Environmental and Medical Data Management in the RasDaMan1 System	1997	VLDB	4.8100968e-05
7,537	TAREEG: A MapReduce-Based Web Service for Extracting Spatial Data from OpenStreetMap	2014	SIGMOD	4.7176029e-05
8,084	ScalaGiST: Scalable Generalized Search Trees for MapReduce Systems [Innovative Systems Paper]	2014	VLDB	4.5902866e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
10,835	Large Language Models for Spatial Analysis Queries	2025	VLDB	4.1945683e-05
2,189	How Good Are Modern Spatial Analytics Systems?	2018	VLDB	9.335684e-05
8,079	High-Dimensional Index Structures: Database Support for Next Decade's Applications	1998	SIGMOD	4.5914115e-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
9,485	Spatial Query Optimization With Learning	2024	VLDB	4.3341665e-05
9,375	Efficient Big Data Processing in Hadoop MapReduce	2012	VLDB	4.347384e-05
2,300	A Demonstration of SpatialHadoop: An Efficient MapReduce Framework for Spatial Data	2013	VLDB	9.0677864e-05
8,789	Machine Learning Meets Big Spatial Data	2019	VLDB	4.4509194e-05
14,188	Spatial Databases	1992	VLDB	-
11,774	Query Processing Techniques for Big Spatial-Keyword Data	2017	SIGMOD	4.1945683e-05