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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
3,137 Pushing Data-Induced Predicates Through Joins in Big-Data Clusters 2020 VLDB 7.7204167e-05
3,146 HELIX: Accelerating Human-in-the-loop Machine Learning 2018 VLDB 7.7091591e-05
3,205 On Optimizing Operator Fusion Plans for Large-Scale Machine Learning in SystemML 2018 VLDB 7.6386536e-05
3,257 One WITH RECURSIVE is Worth Many GOTOs 2021 SIGMOD 7.590651e-05
3,295 Lightning Fast and Space Efficient Inequality Joins 2015 VLDB 7.5477715e-05
3,366 AQP++: Connecting Approximate Query Processing With Aggregate Precomputation for Interactive Analytics 2018 SIGMOD 7.4748604e-05
3,411 Scaling Spark in the Real World: Performance and Usability 2015 VLDB 7.436229e-05
3,552 Rethinking Data-Intensive Science Using Scalable Analytics Systems 2015 SIGMOD 7.3188008e-05
3,632 FlexPushdownDB: Hybrid Pushdown and Caching in a Cloud DBMS 2021 VLDB 7.2368817e-05
3,638 Fast Queries Over Heterogeneous Data Through Engine Customization 2016 VLDB 7.2338361e-05
3,793 Apache IoTDB: A Time Series Database for IoT Applications 2023 SIGMOD 7.1217835e-05
3,819 Evolving Databases for New-Gen Big Data Applications 2017 CIDR 7.0974401e-05
3,859 Adore: Differentially Oblivious Relational Database Operators 2023 VLDB 7.0670506e-05
3,874 Tensors: An abstraction for general data processing 2021 VLDB 7.0561161e-05
3,953 Efficient Deep Learning Pipelines for Accurate Cost Estimations Over Large Scale Query Workload 2021 SIGMOD 6.996368e-05
4,036 Don’t Hold My Data Hostage – A Case For Client Protocol Redesign 2017 VLDB 6.9436548e-05
4,069 JSON Tiles: Fast Analytics on Semi-Structured Data 2021 SIGMOD 6.9276175e-05
4,079 Flexible Rule-Based Decomposition and Metadata Independence in Modin: A Parallel Dataframe System 2022 VLDB 6.9188052e-05
4,162 Wildfire: Concurrent Blazing Data Ingest and Analytics 2016 SIGMOD 6.8617165e-05
4,475 UlTraMan: A Unified Platform for Big Trajectory Data Management and Analytics 2018 VLDB 6.6803264e-05
4,480 LocationSpark: A Distributed In-Memory Data Management System for Big Spatial Data 2016 VLDB 6.67565e-05
4,483 Accelerating Raw Data Analysis with the ACCORDA Software and Hardware Architecture 2019 VLDB 6.6724044e-05
4,548 ExplainIt! - A Declarative Root-cause Analysis Engine for Time Series Data 2019 SIGMOD 6.63688e-05
4,571 GeCo: Quality Counterfactual Explanations in Real Time 2021 VLDB 6.625099e-05
4,575 Conjunctive Queries with Comparisons 2022 SIGMOD 6.6223692e-05
4,599 Automatically Leveraging MapReduce Frameworks for Data-Intensive Applications 2018 SIGMOD 6.6122875e-05
4,705 Presto: A Decade of SQL Analytics at Meta 2023 SIGMOD 6.5529421e-05
4,728 PolyFrame: A Retargetable Query-based Approach to Scaling Dataframes 2021 VLDB 6.5360246e-05
4,764 ReCache: Reactive Caching for Fast Analytics over Heterogeneous Data 2018 VLDB 6.51896e-05
4,854 LOCAT: Low-Overhead Online Configuration Auto-Tuning of Spark SQL Applications 2022 SIGMOD 6.4779623e-05
4,908 Using Cloud Functions as Accelerator for Elastic Data Analytics 2023 SIGMOD 6.4488784e-05
4,929 AutoSteer: Learned Query Optimization for Any SQL Database 2023 VLDB 6.4423294e-05
4,968 Towards Scalable Hybrid Stores: Constraint-Based Rewriting to the Rescue 2019 SIGMOD 6.4206525e-05
5,155 ByteHTAP: ByteDance’s HTAP System with High Data Freshness and Strong Data Consistency 2022 VLDB 6.3420293e-05
5,182 Probabilistic Demand Forecasting at Scale 2017 VLDB 6.3287692e-05
5,196 Optimizing Data-intensive Systems in Disaggregated Data Centers with TELEPORT 2022 SIGMOD 6.3230009e-05
5,299 GraphOS: Towards Oblivious Graph Processing 2023 VLDB 6.2767341e-05
5,345 PS2: Parameter Server on Spark 2019 SIGMOD 6.2586047e-05
5,390 Magnet: Push-based Shuffle Service for Large-scale Data Processing 2020 VLDB 6.2346971e-05
5,422 GPU Database Systems Characterization and Optimization 2024 VLDB 6.2245373e-05
5,476 Lifetime-Based Memory Management for Distributed Data Processing Systems 2016 VLDB 6.2052672e-05
5,649 Efficient Confidentiality-Preserving Data Analytics over Symmetrically Encrypted Datasets 2020 VLDB 6.1348507e-05
5,705 Cornus: Atomic Commit for a Cloud DBMS with Storage Disaggregation 2023 VLDB 6.1145567e-05
5,871 Cheetah: Accelerating Database Queries with Switch Pruning 2020 SIGMOD 6.0604381e-05
5,953 The Tensor Data Platform: Towards an AI-centric Database System 2023 CIDR 6.0309873e-05
5,954 When Tree Meets Hash: Reducing Random Reads for Index Structures on Persistent Memories 2023 SIGMOD 6.0292226e-05
5,983 Adaptive and Robust Query Execution for Lakehouses at Scale 2024 VLDB 6.0206841e-05
6,045 Helios: Hyperscale Indexing for the Cloud & Edge 2020 VLDB 5.9957544e-05
6,103 VectorH: Taking SQL-on-Hadoop to the Next Level 2016 SIGMOD 5.9755412e-05
6,194 Incorporating Super-Operators in Big-Data Query Optimizers 2020 VLDB 5.9470844e-05
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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.

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