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RaSQL: Greater Power and Performance for Big Data Analytics with Recursive-aggregate-SQL on Spark

Summary: RaSQL extends Spark SQL with Recursive-aggregate-SQL for declarative recursive queries with aggregates. A novel fixpoint-based compiler maps RaSQL to a single fixpoint operator; optimized runtime yields superior performance vs Giraph, GraphX, Myria. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hd3d28e73f380c360
Venue
SIGMOD
Year
2019
Pagerank
7.8318902e-05
Overall Rank
2,939 | 80.25%
DOI
10.1145/3299869.3324959

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{gu_sigmod19,
        title = {{RaSQL: Greater Power and Performance for Big Data Analytics with Recursive-aggregate-SQL on Spark}},
        author = {Gu, Jiaqi and Watanabe, Yugo H. and Mazza, William A. and Shkapsky, Alexander and Yang, Mohan and Ding, Ling and Zaniolo, Carlo},
        series = {{SIGMOD} '19},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3299869.3324959},
        url = {https://dl.acm.org/doi/10.1145/3299869.3324959},
        year = {2019}
}

Incoming Citations (Sorted by Pagerank)

Showing 12 of 12 citing papers.

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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
3 Pregel: A System for Large-Scale Graph Processing 2010 SIGMOD 0.0012087459
21 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00056835296
22 Distributed GraphLab: A Framework for Machine Learning and Data Mining in the Cloud 2012 VLDB 0.00055938421
23 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00055384955
289 Graphs-at-a-time: Query Language and Access Methods for Graph Databases 2008 SIGMOD 0.00021960834
394 One Trillion Edges: Graph Processing at Facebook-Scale 2015 VLDB 0.00019182322
419 Cypher: An Evolving Query Language for Property Graphs 2018 SIGMOD 0.00018537915
442 Differential dataflow 2013 CIDR 0.00018201988
531 The Magic of Duplicates and Aggregates 1990 VLDB 0.00016845756
747 Spanner: Becoming a SQL System 2017 SIGMOD 0.00014279621
1,633 Summingbird: A Framework for Integrating Batch and Online MapReduce Computations 2014 VLDB 0.00010015001
1,863 Large-Scale Distributed Graph Computing Systems: An Experimental Evaluation 2015 VLDB 9.4809535e-05
2,000 Pregelix: Big(ger) Graph Analytics on A Dataflow Engine 2015 VLDB 9.2101691e-05
2,481 REX: Recursive, Delta-Based Data-Centric Computation 2012 VLDB 8.3995962e-05
2,551 Aggregation and Relevance in Deductive Databases 1991 VLDB 8.3057709e-05
2,636 Big Data Analytics with Datalog Queries on Spark 2016 SIGMOD 8.1926426e-05
3,624 Minimum and Maximum Predicates in Logic Programming 1991 PODS 7.1502242e-05
3,687 The Myria Big Data Management and Analytics System and Cloud Service 2017 CIDR 7.0954736e-05
4,079 Monotonic Aggregation in Deductive Databases 1992 PODS 6.8154895e-05
4,153 Asynchronous and Fault-Tolerant Recursive Datalog Evaluation in Shared-Nothing Engines 2015 VLDB 6.7730626e-05
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