DBScholar

Back to papers

Spark SQL: Relational Data Processing in Spark

Summary: Relational processing integrated into Spark via DataFrame API, unifying SQL queries with Spark's functional workflow. Catalyst, a Scala-based extensible optimizer, enables composable rules, code generation, JSON schema inference, and federation to databases. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5084
Venue
SIGMOD
Year
2015
Pagerank
0.00054865648
Overall Rank
24 | 99.84%
DOI
10.1145/2723372.2742797

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{armbrust_sigmod15,
        title = {{Spark SQL: Relational Data Processing in Spark}},
        author = {Armbrust, Michael and Xin, Reynold S. and Lian, Cheng and Huai, Yin and Liu, Davies and Bradley, Joseph K. and Meng, Xiangrui and Kaftan, Tomer and Franklin, Michael J. and Ghodsi, Ali and Zaharia, Matei},
        series = {{SIGMOD} '15},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2723372.2742797},
        url = {https://dl.acm.org/doi/10.1145/2723372.2742797},
        year = {2015}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 207 citing papers.

Rank Citing Paper Year Venue Pagerank
295 Accelerating Machine Learning Inference with Probabilistic Predicates 2018 SIGMOD 0.00022238183
406 AnalyticDB-V: A Hybrid Analytical Engine Towards Query Fusion for Structured and Unstructured Data 2020 VLDB 0.00019054532
445 Apache Calcite: A Foundational Framework for Optimized Query Processing Over Heterogeneous Data Sources 2018 SIGMOD 0.00018336751
513 NeuroCard: One Cardinality Estimator for All Tables 2021 VLDB 0.00017190574
520 Delta Lake: High-Performance ACID Table Storage over Cloud Object Stores 2020 VLDB 0.00017136828
593 Wander Join: Online Aggregation via Random Walks 2016 SIGMOD 0.00016027871
802 Random Sampling over Joins Revisited 2018 SIGMOD 0.00013907725
819 Quickr: Lazily Approximating Complex AdHoc Queries in BigData Clusters 2016 SIGMOD 0.00013815639
1,108 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00012145154
1,138 Lakehouse: A New Generation of Open Platforms that Unify Data Warehousing and Advanced Analytics 2021 CIDR 0.00012023643
1,175 Simba: Efficient In-Memory Spatial Analytics 2016 SIGMOD 0.00011812263
1,190 Structured Streaming: A Declarative API for Real-Time Applications in Apache Spark 2018 SIGMOD 0.00011743246
1,229 Weld: A Common Runtime for High Performance Data Analytics 2017 CIDR 0.00011578425
1,312 Hybrid Transactional/Analytical Processing: A Survey 2017 SIGMOD 0.00011193166
1,350 Automating Large-Scale Data Quality Verification 2018 VLDB 0.00011065626
1,431 Towards Scalable Dataframe Systems 2020 VLDB 0.00010807221
1,494 Procella: Unifying serving and analytical data at YouTube 2019 VLDB 0.00010577585
1,569 HELIX: Holistic Optimization for Accelerating Iterative Machine Learning 2019 VLDB 0.00010335423
1,617 Titian: Data Provenance Support in Spark 2016 VLDB 0.00010209397
1,768 Tuplex: Data Science in Python at Native Code Speed 2021 SIGMOD 9.8041636e-05
1,797 How to Architect a Query Compiler 2016 SIGMOD 9.7368925e-05
1,799 DBEst: Revisiting Approximate Query Processing Engines with Machine Learning Models 2019 SIGMOD 9.7326398e-05
1,824 Photon: A Fast Query Engine for Lakehouse Systems 2022 SIGMOD 9.6734544e-05
1,829 Axiomatic Foundations and Algorithms for Deciding Semantic Equivalences of SQL Queries 2018 VLDB 9.6671311e-05
1,925 POLARIS: The Distributed SQL Engine in Azure Synapse 2020 VLDB 9.4764398e-05
1,973 ModelarDB: Modular Model-Based Time Series Management with Spark and Cassandra 2018 VLDB 9.3673522e-05
1,988 FLAT: Fast, Lightweight and Accurate Method for Cardinality Estimation 2021 VLDB 9.3501502e-05
1,995 Database Learning: Toward a Database that Becomes Smarter Every Time 2017 SIGMOD 9.3403665e-05
2,119 DUALSIM: Parallel Subgraph Enumeration in a Massive Graph on a Single Machine 2016 SIGMOD 9.141144e-05
2,156 Quickstep: A Data Platform Based on the Scaling-Up Approach 2018 VLDB 9.0635624e-05
2,161 DIFF: A Relational Interface for Large-Scale Data Explanation 2019 VLDB 9.0606664e-05
2,316 Evaluating End-to-End Optimization for Data Analytics Applications in Weld 2018 VLDB 8.7596739e-05
2,370 Declarative Recursive Computation on an RDBMS or, Why You Should Use a Database For Distributed Machine Learning 2019 VLDB 8.6795925e-05
2,391 Mison: A Fast JSON Parser for Data Analytics 2017 VLDB 8.6413407e-05
2,414 Filter Before You Parse: Faster Analytics on Raw Data with Sparser 2018 VLDB 8.6078841e-05
2,416 DITA: Distributed In-Memory Trajectory Analytics 2018 SIGMOD 8.6068712e-05
2,488 How to Architect a Query Compiler, Revisited 2018 SIGMOD 8.5091578e-05
2,563 AnalyticDB: Real-time OLAP Database System at Alibaba Cloud 2019 VLDB 8.412445e-05
2,592 SQLShare: Results from a Multi-Year SQL-as-a-Service Experiment 2016 SIGMOD 8.3657526e-05
2,594 Big Data Analytics with Datalog Queries on Spark 2016 SIGMOD 8.3646367e-05
2,847 AIDA - Abstraction for Advanced In-Database Analytics 2018 VLDB 8.0583142e-05
2,865 End-to-end Optimization of Machine Learning Prediction Queries 2022 SIGMOD 8.0180243e-05
2,889 F1 Query: Declarative Querying at Scale 2018 VLDB 7.9935046e-05
2,918 OceanBase: A 707 Million tpmC Distributed Relational Database System 2022 VLDB 7.9649716e-05
2,935 RaSQL: Greater Power and Performance for Big Data Analytics with Recursive-aggregate-SQL on Spark 2019 SIGMOD 7.9444531e-05
2,972 F1 Lightning: HTAP as a Service 2020 VLDB 7.9114157e-05
3,074 Speculative Distributed CSV Data Parsing for Big Data Analytics 2019 SIGMOD 7.7844208e-05
3,087 How to Win a Hot Dog Eating Contest: Distributed Incremental View Maintenance with Batch Updates 2016 SIGMOD 7.7702906e-05
3,106 Skipping-oriented Partitioning for Columnar Layouts 2017 VLDB 7.7515666e-05
3,117 Chi: A Scalable and Programmable Control Plane for Distributed Stream Processing Systems 2018 VLDB 7.7382559e-05
Previous Page 1 / 5 Next

Outgoing Citations (Sorted by Pagerank)

Showing 15 of 15 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Previous Page 1 / 1 Next

Semantically Similar Papers