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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
9,419 Language-Agnostic Integrated Queries in a Managed Polyglot Runtime 2021 VLDB 5.273161e-05
9,435 In-Browser Interactive SQL Analytics with Afterburner 2017 SIGMOD 5.269408e-05
9,436 GIO: Generating Efficient Matrix and Frame Readers for Custom Data Formats by Example 2023 SIGMOD 5.2692207e-05
9,476 SODA: A Set of Fast Oblivious Algorithms in Distributed Secure Data Analytics 2023 VLDB 5.2634238e-05
9,478 Parallel Query Processing: To Separate Communication from Computation 2022 SIGMOD 5.2634238e-05
9,565 TreeToaster: Towards an IVM-Optimized Compiler 2021 SIGMOD 5.2528121e-05
9,572 PlinyCompute: A Platform for High-Performance, Distributed, Data-Intensive Tool Development 2018 SIGMOD 5.2528121e-05
9,647 Rock: Cleaning Data by Embedding ML in Logic Rules 2024 SIGMOD 5.2430158e-05
9,655 [Demo] Low-latency Spark Queries on Updatable Data 2019 SIGMOD 5.2422003e-05
9,720 Avoiding Materialisation for Guarded Aggregate Queries 2025 VLDB 5.2319816e-05
9,741 Polyglot Data Management: State of the Art & Open Challenges 2022 VLDB 5.227679e-05
9,803 Introduction to Spark 2.0 for Database Researchers 2016 SIGMOD 5.21582e-05
9,837 Evaluating Query Languages and Systems for High-Energy Physics Data 2022 VLDB 5.2110542e-05
9,856 Tuplex: Robust, Efficient Analytics When Python Rules 2019 VLDB 5.2082931e-05
10,000 Saving Money for Analytical Workloads in the Cloud 2024 VLDB 5.1814573e-05
10,072 Query Compilation Without Regrets 2024 SIGMOD 5.1624689e-05
10,076 Chukonu: A Fully-Featured High-Performance Big Data Framework that Integrates a Native Compute Engine into Spark 2022 VLDB 5.1613298e-05
10,255 HotHash: Hotness-Aware Consistent Hashing for Cloud Databases 2026 SIGMOD 5.093636e-05
10,433 Beyond Relational: Semantic-Aware Multi-Modal Analytics with LLM-Native Query Optimization 2026 SIGMOD 5.093636e-05
10,545 SIDLE: Tree-structure Aware Indexes for CXL-based Heterogeneous Memory 2026 VLDB 5.093636e-05
10,672 Optimizing Block Skipping for High-Dimensional Data with Learned Adaptive Curve 2025 SIGMOD 5.093636e-05
10,694 Managed Resource Scaling in Amazon EMR 2025 SIGMOD 5.093636e-05
10,696 OpenMLDB: A Real-Time Relational Data Feature Computation System for Online ML 2025 SIGMOD 5.093636e-05
10,768 Intra-Query Runtime Elasticity for Cloud-Native Data Analysis 2025 SIGMOD 5.093636e-05
10,834 QOVIS: Understanding and Diagnosing Query Optimizer via a Visualization-assisted Approach 2025 VLDB 5.093636e-05
10,852 Accio: Bolt-on Query Federation 2025 VLDB 5.093636e-05
10,912 ArrayMorph: Optimizing Hyperslab Queries on the Cloud for Machine Learning Pipelines 2025 VLDB 5.093636e-05
10,957 Towards Designing Future-Proof Data Processing Systems 2025 VLDB 5.093636e-05
10,976 TreeCat: Standalone Catalog Engine for Large Data Systems 2025 VLDB 5.093636e-05
10,999 cedar: Optimized and Unified Machine Learning Input Data Pipelines 2025 VLDB 5.093636e-05
11,007 GRewriter: Practical Query Rewriting with Automatic Rule Set Expansion in GaussDB 2025 VLDB 5.093636e-05
11,076 CloudGlide: Deconstructing the Landscape of Cloud-Based Analytics 2025 VLDB 5.093636e-05
11,091 LEAP: A Low-cost Spark SQL Query Optimizer using Pairwise Comparison 2025 VLDB 5.093636e-05
11,106 IcedTea: Efficient and Responsive Time-Travel Debugging in Dataflow Systems 2025 VLDB 5.093636e-05
11,264 Agile-Ant: Self-managing Distributed Cache Management for Cost Optimization of Big Data Applications 2024 VLDB 5.093636e-05
11,273 OLAP on Modern Chiplet-Based Processors 2024 VLDB 5.093636e-05
11,288 Large-Scale Metric Computation in Online Controlled Experiment Platform 2024 VLDB 5.093636e-05
11,352 Raising the Level of Abstraction for Time-State Analytics With the Timeline Framework 2023 CIDR 5.093636e-05
11,360 Templating Shuffles 2023 CIDR 5.093636e-05
11,393 dsJSON: A Distributed SQL JSON Processor 2023 SIGMOD 5.093636e-05
11,422 TEE-based General-purpose Computational Backend for Secure Delegated Data Processing 2023 SIGMOD 5.093636e-05
11,466 Anser: Adaptive Information Sharing Framework of AnalyticDB 2023 VLDB 5.093636e-05
11,494 XDB in Action: Decentralized Cross-Database Query Processing for Black-Box DBMSes 2023 VLDB 5.093636e-05
11,539 Juggler: Autonomous Cost Optimization and Performance Prediction of Big Data Applications 2022 SIGMOD 5.093636e-05
11,677 Vertex-centric Parallel Computation of SQL Queries 2021 SIGMOD 5.093636e-05
11,683 Real-time Data Infrastructure at Uber 2021 SIGMOD 5.093636e-05
11,720 AnyOLAP: Analytical Processing of Arbitrary Data-Intensive Applications without ETL 2021 VLDB 5.093636e-05
11,728 Fangorn: Adaptive Execution Framework for Heterogeneous Workloads on Shared Clusters 2021 VLDB 5.093636e-05
11,772 RASQL: A Powerful Language and its System for Big Data Applications 2020 SIGMOD 5.093636e-05
11,867 Block as a Value for SQL over NoSQL 2019 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 15 of 15 cited papers.

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