The Ubiquity of Large Graphs and Surprising Challenges of Graph Processing
Summary: Empirical study of real-world graph usage via a large online survey and mining graph software repos. Graphs are diverse and large; scalability and visualization are the main practitioner challenges, signaling gaps between practice and current systems. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Siddhartha Sahu (University of Waterloo)
- 2. Amine Mhedhbi (University of Waterloo)
- 3. Semih Salihoglu (University of Waterloo)
- 4. Jimmy Lin (University of Waterloo)
- 5. M. Tamer Özsu (University of Waterloo)
BibTeX Citation
@article{sahu_vldb18,
title = {{The Ubiquity of Large Graphs and Surprising Challenges of Graph Processing}},
author = {Sahu, Siddhartha and Mhedhbi, Amine and Salihoglu, Semih and Lin, Jimmy and Özsu, M. Tamer},
journal = {PVLDB},
series = {{VLDB} '18},
volume = {11},
number = {4},
pages = {420--431},
doi = {10.1145/3164135.3164139},
url = {https://doi.org/10.1145/3164135.3164139},
year = {2018}
}Incoming Citations (Sorted by Pagerank)
Showing 32 of 82 citing papers.
Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 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 | Pregel: A System for Large-Scale Graph Processing | 2010 | SIGMOD | 0.0012250108 |
| 389 | One Trillion Edges: Graph Processing at Facebook-Scale | 2015 | VLDB | 0.00019386526 |
| 1,875 | Large-Scale Distributed Graph Computing Systems: An Experimental Evaluation | 2015 | VLDB | 9.5728308e-05 |
| 2,429 | Visual Graph Query Construction and Refinement | 2017 | SIGMOD | 8.5886167e-05 |
| 4,254 | GraphJet: Real-Time Content Recommendations at Twitter | 2016 | VLDB | 6.8024576e-05 |
| 9,748 | Graft: A Debugging Tool For Apache Giraph | 2015 | SIGMOD | 5.227679e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 5,608 | Big Graphs: Challenges and Opportunities | 2022 | VLDB |
| 2 | 3,109 | Managing Large Dynamic Graphs Efficiently | 2012 | SIGMOD |
| 3 | 1,911 | Fast Iterative Graph Computation with Block Updates | 2013 | VLDB |
| 4 | 6,450 | Big Graph Analytics Systems | 2016 | SIGMOD |
| 5 | 5,751 | Summarizing Static and Dynamic Big Graphs | 2017 | VLDB |
| 6 | 1,654 | Navigating the Maze of Graph Analytics Frameworks using Massive Graph Datasets | 2014 | SIGMOD |
| 7 | 4,695 | Graph Synopses, Sketches, and Streams: A Survey | 2012 | VLDB |
| 8 | 5,833 | Managing and Mining Large Graphs: Systems and Implementations | 2012 | SIGMOD |
| 9 | 4,787 | Systems for Big-Graphs | 2014 | VLDB |
| 10 | 1,875 | Large-Scale Distributed Graph Computing Systems: An Experimental Evaluation | 2015 | VLDB |