Workload Matters: Why RDF Databases Need a New Design
Summary: Workload-aware, adaptive RDF DB design to handle diverse SPARQL workloads. Re-evaluates RDF physical design criteria and tackles new challenges from dynamic workloads, arguing that existing systems are workload-oblivious and fail to deliver consistent performance. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Güneş Aluç (University of Waterloo)
- 2. M. Tamer Özsu (University of Waterloo)
- 3. Khuzaima Daudjee (University of Waterloo)
BibTeX Citation
@article{aluc_vldb14,
title = {{Workload Matters: Why RDF Databases Need a New Design}},
author = {Aluç, Güneş and Özsu, M. Tamer and Daudjee, Khuzaima},
journal = {PVLDB},
series = {{VLDB} '14},
volume = {7},
number = {10},
pages = {837--848},
doi = {10.14778/2733004.2733009},
url = {https://doi.org/10.14778/2733004.2733009},
year = {2014}
}Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,582 | RBench: Application-Specific RDF Benchmarking | 2015 | SIGMOD | 5.4081423e-05 |
| 8,867 | Generating Flexible Workloads for Graph Databases | 2016 | VLDB | 5.3547189e-05 |
| 11,944 | Stylus: A Strongly-Typed Store for Serving Massive RDF Data | 2018 | VLDB | 5.093636e-05 |
| 12,130 | Evaluating SPARQL Queries on Massive RDF Datasets | 2015 | VLDB | 5.093636e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 9 of 9 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 500 | Scalable SPARQL Querying of Large RDF Graphs | 2011 | VLDB | 0.00017413839 |
| 542 | Hexastore: Sextuple Indexing for Semantic Web Data Management | 2008 | VLDB | 0.00016838296 |
| 1,565 | Column-Store Support for RDF Data Management: not all swans are white | 2008 | VLDB | 0.00010349261 |
| 1,774 | gStore: Answering SPARQL Queries via Subgraph Matching | 2011 | VLDB | 9.7870727e-05 |
| 1,811 | Merging What's Cracked, Cracking What's Merged: Adaptive Indexing in Main-Memory Column-Stores | 2011 | VLDB | 9.698026e-05 |
| 1,963 | Building an Efficient RDF Store Over a Relational Database | 2013 | SIGMOD | 9.3915212e-05 |
| 1,979 | Scalable Join Processing on Very Large RDF Graphs | 2009 | SIGMOD | 9.3621296e-05 |
| 2,364 | To Tune or not to Tune? A Lightweight Physical Design Alerter | 2006 | VLDB | 8.6869645e-05 |
| 3,201 | Apples and Oranges: A Comparison of RDF Benchmarks and Real RDF Datasets | 2011 | SIGMOD | 7.6419269e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 6,029 | DREAM: Distributed RDF Engine with Adaptive Query Planner and Minimal Communication | 2015 | VLDB |
| 2 | 7,489 | H2 RDF+: An Efficient Data Management System for Big RDF Graphs | 2014 | SIGMOD |
| 3 | 1,387 | A Distributed Graph Engine for Web Scale RDF Data | 2013 | VLDB |
| 4 | 6,258 | Cloud-based RDF Data Management | 2014 | SIGMOD |
| 5 | 2,446 | Querying Semantic Web Data with SPARQL | 2011 | PODS |
| 6 | 1,963 | Building an Efficient RDF Store Over a Relational Database | 2013 | SIGMOD |
| 7 | 7,798 | A Survey and Experimental Comparison of Distributed SPARQL Engines for Very Large RDF Data | 2017 | VLDB |
| 8 | 859 | An Efficient SQL-based RDF Querying Scheme | 2005 | VLDB |
| 9 | 5,716 | Graph-Aware, Workload-Adaptive SPARQL Query Caching | 2015 | SIGMOD |
| 10 | 500 | Scalable SPARQL Querying of Large RDF Graphs | 2011 | VLDB |