Major Technical Advancements in Apache Hive

Summary: Unveils ORC File (Optimized Record Columnar File) as Hive's new columnar format to boost storage density and data access. Introduces a vectorized execution engine and a smarter planner that eliminates redundant plan steps, delivering notable storage and query performance gains. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 4909
Venue: SIGMOD
Year: 2014
Pagerank: 8.2287564e-05
Overall Rank: 2,706 | 81.44%
DOI: 10.1145/2588555.2595630

Incoming Non-self Citations Over Time

Authors

1. Yin Huai (Ohio State University)
2. Ashutosh Chauhan (Hortonworks)
3. Alan Gates (Hortonworks)
4. Gunther Hagleitner (Hortonworks)
5. Eric N. Hanson (Microsoft)
6. Owen O'Malley (Hortonworks)
7. Jitendra Pandey (Hortonworks)
8. Yuan Yuan (Ohio State University)
9. Rubao Lee (Ohio State University)
10. Xiaodong Zhang (Ohio State University)

BibTeX Citation

@inproceedings{huai_sigmod14,
        title = {{Major Technical Advancements in Apache Hive}},
        author = {Huai, Yin and Chauhan, Ashutosh and Gates, Alan and Hagleitner, Gunther and Hanson, Eric N. and O'Malley, Owen and Pandey, Jitendra and Yuan, Yuan and Lee, Rubao and Zhang, Xiaodong},
        series = {{SIGMOD} '14},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2588555.2595630},
        url = {https://dl.acm.org/doi/10.1145/2588555.2595630},
        year = {2014}
}

Incoming Citations (Sorted by Pagerank)

Showing 14 of 14 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
445	Apache Calcite: A Foundational Framework for Optimized Query Processing Over Heterogeneous Data Sources	2018	SIGMOD	0.00018336751
1,973	ModelarDB: Modular Model-Based Time Series Management with Spark and Cassandra	2018	VLDB	9.3673522e-05
3,106	Skipping-oriented Partitioning for Columnar Layouts	2017	VLDB	7.7515666e-05
3,555	Apache Hive: From MapReduce to Enterprise-grade Big Data Warehousing	2019	SIGMOD	7.3115321e-05
3,793	Apache IoTDB: A Time Series Database for IoT Applications	2023	SIGMOD	7.1217835e-05
3,877	An Empirical Evaluation of Columnar Storage Formats	2024	VLDB	7.0532293e-05
4,603	The Art of Balance: A RateupDB Experience of Building a CPU/GPU Hybrid Database Product	2021	VLDB	6.6105578e-05
6,103	VectorH: Taking SQL-on-Hadoop to the Next Level	2016	SIGMOD	5.9755412e-05
7,285	Bullion: A Column Store for Machine Learning	2025	CIDR	5.6559604e-05
8,436	Adaptive Compression for Fast Scans on String Columns	2021	SIGMOD	5.4253644e-05
9,156	Apache TsFile: An IoT-native Time Series File Format	2024	VLDB	5.3119028e-05
9,829	GHive: A Demonstration of GPU-Accelerated Query Processing in Apache Hive	2022	SIGMOD	5.2131214e-05
11,332	High-Performance Spatial Data Analytics: Systematic R&D for Scale-Out and Scale-Up Solutions from the Past to Now	2024	VLDB	5.093636e-05
11,728	Fangorn: Adaptive Execution Framework for Heterogeneous Workloads on Shared Clusters	2021	VLDB	5.093636e-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
1	Access Path Selection in a Relational Database Management System	1979	SIGMOD	0.0024089429
12	C-Store: A Column-oriented DBMS	2005	VLDB	0.00069513174
14	MonetDB/X100: Hyper-Pipelining Query Execution	2005	CIDR	0.0006312782
23	Efficiently Compiling Efficient Query Plans for Modern Hardware	2011	VLDB	0.00054886415
49	Weaving Relations for Cache Performance	2001	VLDB	0.00043781096
51	Dremel: Interactive Analysis of Web-Scale Datasets	2010	VLDB	0.0004291425
115	A Decomposition Storage Model	1985	SIGMOD	0.00032338948
186	The Vertica Analytic Database: C-Store 7 Years Later	2012	VLDB	0.00026182534
383	QPipe: A Simultaneously Pipelined Relational Query Engine	2005	SIGMOD	0.00019520728
744	Fundamental Techniques for Order Optimization	1996	SIGMOD	0.00014411295
761	Cooperative Scans: Dynamic Bandwidth Sharing in a DBMS	2007	VLDB	0.00014254351
803	MRShare: Sharing Across Multiple Queries in MapReduce	2010	VLDB	0.00013899943
932	Buffering Database Operations for Enhanced Instruction Cache Performance	2004	SIGMOD	0.00013119305
2,486	Stubby: A Transformation-based Optimizer for MapReduce Workflows	2012	VLDB	8.5143189e-05
2,849	Column-Oriented Storage Techniques for MapReduce	2011	VLDB	8.053191e-05
2,942	Llama: Leveraging Columnar Storage for Scalable Join Processing in the MapReduce Framework	2011	SIGMOD	7.9358593e-05
3,538	A Combined Framework for Grouping and Order Optimization	2004	VLDB	7.3287689e-05
5,451	Coloring Away Communication in Parallel Query Optimization	1995	VLDB	6.2139293e-05
6,640	Understanding Insights into the Basic Structure and Essential Issues of Table Placement Methods in Clusters	2013	VLDB	5.8162526e-05
9,299	Optimizing Complex Queries with Multiple Relation Instances	2008	SIGMOD	5.2895587e-05

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	1,067	Hadoop-GIS: A High Performance Spatial Data Warehousing System over MapReduce	2013	VLDB
2	2,849	Column-Oriented Storage Techniques for MapReduce	2011	VLDB
3	2,159	Efficient Processing of Data Warehousing Queries in a Split Execution Environment	2011	SIGMOD
4	3,877	An Empirical Evaluation of Columnar Storage Formats	2024	VLDB
5	7,780	Petabyte-Scale Row-Level Operations in Data Lakehouses	2024	VLDB
6	9,079	QMapper for Smart Grid: Migrating SQL-based Application to Hive	2015	SIGMOD
7	11,485	DHive: Query Execution Performance Analysis via Dataflow in Apache Hive	2023	VLDB
8	1,889	SQL-on-Hadoop: Full Circle Back to Shared-Nothing Database Architectures	2014	VLDB
9	32	Hive - A Warehousing Solution Over a Map-Reduce Framework	2009	VLDB
10	3,555	Apache Hive: From MapReduce to Enterprise-grade Big Data Warehousing	2019	SIGMOD