Engineering High-Performance Database Engines

Summary: Survey two DB engines—disk-based RDF-3X and in-memory HyPer—on architecture choices for scaling with data and hardware. Compares design decisions and optimization techniques across SPARQL and relational workloads, highlighting cross-engine trade-offs in high-performance data systems. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 11055
Venue: VLDB
Year: 2014
Pagerank: 5.2660195e-05
Overall Rank: 9,450 | 35.17%
DOI: 10.14778/2733004.2733059

Incoming Non-self Citations Over Time

Authors

1. Thomas Neumann (Technical University of Munich)

BibTeX Citation

@article{neumann_vldb14,
        title = {{Engineering High-Performance Database Engines}},
        author = {Neumann, Thomas},
        journal = {PVLDB},
        series = {{VLDB} '14},
        volume = {7},
        number = {13},
        pages = {1734--1745},
        doi = {10.14778/2733004.2733059},
        url = {https://doi.org/10.14778/2733004.2733059},
        year = {2014}
}

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
2,202	Quantifying TPC-H Choke Points and Their Optimizations	2020	VLDB	8.9639459e-05
2,962	To Partition, or Not to Partition, That is the Join Question in a Real System	2021	SIGMOD	7.9170451e-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
12	C-Store: A Column-oriented DBMS	2005	VLDB	0.00069513174
23	Efficiently Compiling Efficient Query Plans for Modern Hardware	2011	VLDB	0.00054886415
83	H-Store: A High-Performance, Distributed Main Memory Transaction Processing System	2008	VLDB	0.00036185259
100	LEO - DB2's LEarning Optimizer	2001	VLDB	0.00034385207
165	DB2 with BLU Acceleration: So Much More than Just a Column Store	2013	VLDB	0.00027693424
241	Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age	2014	SIGMOD	0.00023654664
252	Multi-Core, Main-Memory Joins: Sort vs. Hash Revisited	2014	VLDB	0.00023242719
388	Preventing Bad Plans by Bounding the Impact of Cardinality Estimation Errors	2009	VLDB	0.00019410042
423	Massively Parallel Sort-Merge Joins in Main Memory Multi-Core Database Systems	2012	VLDB	0.00018725853
944	RDF-3X: a RISC-style Engine for RDF	2008	VLDB	0.00013067088
1,013	Dynamic Programming Strikes Back	2008	SIGMOD	0.00012652549
1,298	Analysis of Two Existing and One New Dynamic Programming Algorithm for the Generation of Optimal Bushy Join Trees without Cross Products	2006	VLDB	0.00011259156
1,903	Instant Loading for Main Memory Databases	2013	VLDB	9.5049156e-05
1,979	Scalable Join Processing on Very Large RDF Graphs	2009	SIGMOD	9.3621296e-05
2,669	x-RDF-3X: Fast Querying, High Update Rates, and Consistency for RDF Databases	2010	VLDB	8.2742823e-05
3,292	Compacting Transactional Data in Hybrid OLTP&OLAP Databases	2012	VLDB	7.5518441e-05
3,813	Query Simplification: Graceful Degradation for Join-Order Optimization	2009	SIGMOD	7.1051056e-05
4,223	Accelerating Queries with Group-By and Join by Groupjoin	2011	VLDB	6.8224393e-05
5,782	Crescando	2010	SIGMOD	6.0901488e-05
9,287	Executing Long-Running Transactions in Synchronization-Free Main Memory Database Systems	2013	CIDR	5.2913314e-05

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#	Overall Rank	Paper	Year	Venue
1	859	An Efficient SQL-based RDF Querying Scheme	2005	VLDB
2	7,489	H2 RDF+: An Efficient Data Management System for Big RDF Graphs	2014	SIGMOD
3	3,791	Hardware-conscious Query Processing in GPU-accelerated Analytical Engines	2019	CIDR
4	1,963	Building an Efficient RDF Store Over a Relational Database	2013	SIGMOD
5	3,178	Why it is time for a HyPE: A Hybrid Query Processing Engine for Efficient GPU Coprocessing in DBMS	2013	VLDB
6	2,669	x-RDF-3X: Fast Querying, High Update Rates, and Consistency for RDF Databases	2010	VLDB
7	500	Scalable SPARQL Querying of Large RDF Graphs	2011	VLDB
8	4,982	Workload Matters: Why RDF Databases Need a New Design	2014	VLDB
9	944	RDF-3X: a RISC-style Engine for RDF	2008	VLDB
10	7,798	A Survey and Experimental Comparison of Distributed SPARQL Engines for Very Large RDF Data	2017	VLDB