Scaling-Up In-Memory Datalog Processing: Observations and Techniques
Summary: Cross-domain evaluation shows Datalog engines’ performance is workload-sensitive across graph analytics and program analysis. RecStep, built atop a parallel single-node relational engine, outperforms prior parallel systems 4–6×, challenging the assumption that relational substrates are unsuitable. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Zhiwei Fan (University of Wisconsin)
- 2. Jianqiao Zhu (University of Wisconsin)
- 3. Zuyu Zhang (University of Wisconsin)
- 4. Aws Albarghouthi (University of Wisconsin)
- 5. Paraschos Koutris (University of Wisconsin)
- 6. Jignesh M. Patel (University of Wisconsin)
BibTeX Citation
@article{fan_vldb19,
title = {{Scaling-Up In-Memory Datalog Processing: Observations and Techniques}},
author = {Fan, Zhiwei and Zhu, Jianqiao and Zhang, Zuyu and Albarghouthi, Aws and Koutris, Paraschos and Patel, Jignesh M.},
journal = {PVLDB},
series = {{VLDB} '19},
volume = {12},
number = {6},
pages = {695--708},
doi = {10.14778/3311880.3311886},
url = {https://doi.org/10.14778/3311880.3311886},
year = {2019}
}
Incoming Citations (Sorted by Pagerank)
Showing 8 of 8 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,422 | Shared Arrangements: practical inter-query sharing for streaming dataflows | 2020 | VLDB | 6.5902096e-05 |
| 7,167 | Optimizing Recursive Queries with Program Synthesis | 2022 | SIGMOD | 5.5794956e-05 |
| 8,376 | Optimizing Nested Recursive Queries | 2024 | SIGMOD | 5.3279812e-05 |
| 9,047 | Optimizing Parallel Recursive Datalog Evaluation on Multicore Machines | 2022 | SIGMOD | 5.2168077e-05 |
| 10,188 | Datalog with First-Class Facts | 2025 | VLDB | 5.052396e-05 |
| 10,368 | Efficient Enumeration of Recursive Plans in Transformation-based Query Optimizers | 2024 | VLDB | 5.0064651e-05 |
| 10,954 | FlowLog: Efficient and Extensible Datalog via Incrementality | 2026 | VLDB | 4.9605343e-05 |
| 11,707 | The Vadalog Parallel System: Distributed Reasoning with Datalog+/- | 2024 | VLDB | 4.9605343e-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 |
|---|---|---|---|---|
| 3 | Pregel: A System for Large-Scale Graph Processing | 2010 | SIGMOD | 0.0012089097 |
| 24 | Data Integration: A Theoretical Perspective | 2002 | PODS | 0.00055201845 |
| 1,002 | Declarative Networking: Language, Execution and Optimization | 2006 | SIGMOD | 0.00012560011 |
| 1,552 | Distributed SociaLite: A Datalog-Based Language for Large-Scale Graph Analysis | 2013 | VLDB | 0.00010252208 |
| 2,147 | Quickstep: A Data Platform Based on the Scaling-Up Approach | 2018 | VLDB | 8.9595129e-05 |
| 2,384 | Giraph Unchained: Barrierless Asynchronous Parallel Execution in Pregel-like Graph Processing Systems | 2015 | VLDB | 8.5288484e-05 |
| 2,644 | Big Data Analytics with Datalog Queries on Spark | 2016 | SIGMOD | 8.1655777e-05 |
| 2,804 | Demonstration of the Myria Big Data Management Service | 2014 | SIGMOD | 7.96944e-05 |
| 4,175 | Asynchronous and Fault-Tolerant Recursive Datalog Evaluation in Shared-Nothing Engines | 2015 | VLDB | 6.7506691e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 4,443 | On Distributed Processibility of Datalog Queries by Decomposing Databases | 1989 | SIGMOD |
| 2 | 8,508 | Optimizing Declarative Graph Queries at Large Scale | 2019 | SIGMOD |
| 3 | 5,701 | A Parallel Processing Strategy for Evaluating Recursive Queries | 1986 | VLDB |
| 4 | 2,644 | Big Data Analytics with Datalog Queries on Spark | 2016 | SIGMOD |
| 5 | 2,308 | A Framework for the Parallel Processing of Datalog Queries | 1990 | SIGMOD |
| 6 | 6,325 | Automating Incremental and Asynchronous Evaluation for Recursive Aggregate Data Processing | 2020 | SIGMOD |
| 7 | 4,175 | Asynchronous and Fault-Tolerant Recursive Datalog Evaluation in Shared-Nothing Engines | 2015 | VLDB |
| 8 | 8,376 | Optimizing Nested Recursive Queries | 2024 | SIGMOD |
| 9 | 10,954 | FlowLog: Efficient and Extensible Datalog via Incrementality | 2026 | VLDB |
| 10 | 9,047 | Optimizing Parallel Recursive Datalog Evaluation on Multicore Machines | 2022 | SIGMOD |