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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
h2541b5993b725084
Venue
SIGMOD
Year
2015
Pagerank
0.00055523999
Overall Rank
23 | 99.85%
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 221 citing papers.

Rank Citing Paper Year Venue Pagerank
6,290 Shared Foundations: Modernizing Meta's Data Lakehouse 2023 CIDR 5.8051881e-05
6,294 Incorporating Super-Operators in Big-Data Query Optimizers 2020 VLDB 5.8043081e-05
6,400 Selection Pushdown in Column Stores using Bit Manipulation Instructions 2023 SIGMOD 5.7811299e-05
6,447 MIFO: A Query-Semantic Aware Resource Allocation Policy 2019 SIGMOD 5.7655496e-05
6,452 Scalable Querying of Nested Data 2021 VLDB 5.7633655e-05
6,464 Towards General and Efficient Online Tuning for Spark 2023 VLDB 5.759941e-05
6,607 AStream: Ad-hoc Shared Stream Processing 2019 SIGMOD 5.7187564e-05
6,637 Simple & Optimal Quantile Sketch: Combining Greenwald-Khanna with Khanna-Greenwald 2024 PODS 5.7091303e-05
6,733 DistME: A Fast and Elastic Distributed Matrix Computation Engine using GPUs 2019 SIGMOD 5.6788432e-05
6,765 Mitigating the Impedance Mismatch between Prediction Query Execution and Database Engine 2025 SIGMOD 5.6695399e-05
6,768 Multi-Tenant Cloud Data Services: State-of-the-Art, Challenges and Opportunities 2022 SIGMOD 5.6693759e-05
6,880 SquirrelJoin: Network-Aware Distributed Join Processing with Lazy Partitioning 2017 VLDB 5.6423904e-05
6,911 Unit Testing Data with Deequ 2019 SIGMOD 5.6335281e-05
6,942 Petabyte-Scale Row-Level Operations in Data Lakehouses 2024 VLDB 5.622856e-05
6,981 JetScope: Reliable and Interactive Analytics at Cloud Scale 2015 VLDB 5.6127553e-05
6,996 SparkR: Scaling R Programs with Spark 2016 SIGMOD 5.6092026e-05
7,320 CleanM: An Optimizable Query Language for Unified Scale-Out Data Cleaning 2017 VLDB 5.5401823e-05
7,332 Bubble Execution: Resource-aware Reliable Analytics at Cloud Scale 2018 VLDB 5.5351368e-05
7,338 Interactive Demonstration of Probabilistic Predicates 2018 SIGMOD 5.5338268e-05
7,366 Kodiak: Leveraging Materialized Views For Very Low-Latency Analytics Over High-Dimensional Web-Scale Data 2016 VLDB 5.5268158e-05
7,478 A Survey and Experimental Comparison of Distributed SPARQL Engines for Very Large RDF Data 2017 VLDB 5.5021636e-05
7,487 Membrane - Safe and Performant Data Access Controls in Apache Spark in the Presence of Imperative Code 2024 VLDB 5.4995746e-05
7,520 SmartBench: A Benchmark For Data Management In Smart Spaces 2020 VLDB 5.4883285e-05
7,720 Enabling Efficient and General Subpopulation Analytics in Multidimensional Data Streams 2022 VLDB 5.4542911e-05
7,840 You Say ‘What’, I Hear ‘Where’ and ‘Why’ — (Mis-)Interpreting SQL to Derive Fine-Grained Provenance 2018 VLDB 5.4260988e-05
7,857 Quill: Efficient, Transferable, and Rich Analytics at Scale 2016 VLDB 5.4230146e-05
7,860 ExDRa: Exploratory Data Science on Federated Raw Data 2021 SIGMOD 5.422643e-05
7,885 Handling Environments in a Nested Relational Algebra with Combinators and an Implementation in a Verified Query Compiler 2017 SIGMOD 5.4169619e-05
7,888 Mind the Gap: Bridging Multi-Domain Query Workloads with EmptyHeaded 2017 VLDB 5.4161029e-05
7,892 Rock: Cleaning Data by Embedding ML in Logic Rules 2024 SIGMOD 5.4156936e-05
7,936 Avoiding Materialisation for Guarded Aggregate Queries 2025 VLDB 5.4070923e-05
7,947 S2RDF: RDF Querying with SPARQL on Spark 2016 VLDB 5.4046857e-05
7,983 Excalibur: A Virtual Machine for Adaptive Fine-grained JIT-Compiled Query Execution based on VOILA 2023 VLDB 5.3962907e-05
8,018 Databricks Lakeguard: Supporting Fine-grained Access Control and Multi-user Capabilities for Apache Spark Workloads 2025 SIGMOD 5.3904037e-05
8,026 A Spark Optimizer for Adaptive, Fine-Grained Parameter Tuning 2024 VLDB 5.3884724e-05
8,035 AJoin: Ad-hoc Stream Joins at Scale 2020 VLDB 5.3866645e-05
8,176 Predicate Pushdown for Data Science Pipelines 2023 SIGMOD 5.3688159e-05
8,191 Pangea: Monolithic Distributed Storage for Data Analytics 2019 VLDB 5.3648409e-05
8,230 Architecting a Query Compiler for Spatial Workloads 2020 SIGMOD 5.3577081e-05
8,291 Accelerate Distributed Joins with Predicate Transfer 2025 SIGMOD 5.3445863e-05
8,362 SparkCruise: Workload Optimization in Managed Spark Clusters at Microsoft 2021 VLDB 5.3308358e-05
8,462 Shasta: Interactive Reporting At Scale 2016 SIGMOD 5.3148581e-05
8,508 Optimizing Declarative Graph Queries at Large Scale 2019 SIGMOD 5.3124867e-05
8,539 New Query Optimization Techniques in the Spark Engine of Azure Synapse 2022 VLDB 5.3048225e-05
8,625 Flare & Lantern: Efficiently Swapping Horses Midstream 2019 VLDB 5.2855294e-05
8,778 Optimizing Video Selection LIMIT Queries With Commonsense Knowledge 2024 VLDB 5.2652839e-05
8,886 OLAP on Modern Chiplet-Based Processors 2024 VLDB 5.2433717e-05
8,928 Translation of Array-Based Loops to Distributed Data-Parallel Programs 2020 VLDB 5.2361195e-05
9,048 The Power of Nested Parallelism in Big Data Processing – Hitting Three Flies with One Slap – 2021 SIGMOD 5.2155403e-05
9,117 Hyperspace: The Indexing Subsystem of Azure Synapse 2021 VLDB 5.208561e-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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