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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
0.00055406774
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 219 citing papers.

Rank Citing Paper Year Venue Pagerank
6,275 Shared Foundations: Modernizing Meta's Data Lakehouse 2023 CIDR 5.8270783e-05
6,290 Incorporating Super-Operators in Big-Data Query Optimizers 2020 VLDB 5.8223076e-05
6,392 Selection Pushdown in Column Stores using Bit Manipulation Instructions 2023 SIGMOD 5.800848e-05
6,435 MIFO: A Query-Semantic Aware Resource Allocation Policy 2019 SIGMOD 5.7859508e-05
6,438 Scalable Querying of Nested Data 2021 VLDB 5.7851309e-05
6,450 Towards General and Efficient Online Tuning for Spark 2023 VLDB 5.7817872e-05
6,599 AStream: Ad-hoc Shared Stream Processing 2019 SIGMOD 5.7404438e-05
6,742 Mitigating the Impedance Mismatch between Prediction Query Execution and Database Engine 2025 SIGMOD 5.6910432e-05
6,753 Multi-Tenant Cloud Data Services: State-of-the-Art, Challenges and Opportunities 2022 SIGMOD 5.6904085e-05
6,758 DistME: A Fast and Elastic Distributed Matrix Computation Engine using GPUs 2019 SIGMOD 5.6890461e-05
6,858 SquirrelJoin: Network-Aware Distributed Join Processing with Lazy Partitioning 2017 VLDB 5.6631651e-05
6,898 Unit Testing Data with Deequ 2019 SIGMOD 5.6530554e-05
6,920 Petabyte-Scale Row-Level Operations in Data Lakehouses 2024 VLDB 5.6441822e-05
6,958 JetScope: Reliable and Interactive Analytics at Cloud Scale 2015 VLDB 5.634024e-05
6,987 SparkR: Scaling R Programs with Spark 2016 SIGMOD 5.6283496e-05
7,239 Simple & Optimal Quantile Sketch: Combining Greenwald-Khanna with Khanna-Greenwald 2024 PODS 5.5782302e-05
7,298 CleanM: An Optimizable Query Language for Unified Scale-Out Data Cleaning 2017 VLDB 5.561054e-05
7,312 Bubble Execution: Resource-aware Reliable Analytics at Cloud Scale 2018 VLDB 5.5555613e-05
7,316 Interactive Demonstration of Probabilistic Predicates 2018 SIGMOD 5.5547672e-05
7,360 Kodiak: Leveraging Materialized Views For Very Low-Latency Analytics Over High-Dimensional Web-Scale Data 2016 VLDB 5.5427171e-05
7,464 Membrane - Safe and Performant Data Access Controls in Apache Spark in the Presence of Imperative Code 2024 VLDB 5.5204333e-05
7,496 SmartBench: A Benchmark For Data Management In Smart Spaces 2020 VLDB 5.5091445e-05
7,518 A Survey and Experimental Comparison of Distributed SPARQL Engines for Very Large RDF Data 2017 VLDB 5.5041158e-05
7,701 Enabling Efficient and General Subpopulation Analytics in Multidimensional Data Streams 2022 VLDB 5.474978e-05
7,819 You Say ‘What’, I Hear ‘Where’ and ‘Why’ — (Mis-)Interpreting SQL to Derive Fine-Grained Provenance 2018 VLDB 5.4466474e-05
7,836 Quill: Efficient, Transferable, and Rich Analytics at Scale 2016 VLDB 5.4435399e-05
7,839 ExDRa: Exploratory Data Science on Federated Raw Data 2021 SIGMOD 5.4432099e-05
7,865 Handling Environments in a Nested Relational Algebra with Combinators and an Implementation in a Verified Query Compiler 2017 SIGMOD 5.4365956e-05
7,867 Mind the Gap: Bridging Multi-Domain Query Workloads with EmptyHeaded 2017 VLDB 5.4365458e-05
7,872 Rock: Cleaning Data by Embedding ML in Logic Rules 2024 SIGMOD 5.4362062e-05
7,917 Avoiding Materialisation for Guarded Aggregate Queries 2025 VLDB 5.4276002e-05
7,930 S2RDF: RDF Querying with SPARQL on Spark 2016 VLDB 5.424554e-05
7,962 Excalibur: A Virtual Machine for Adaptive Fine-grained JIT-Compiled Query Execution based on VOILA 2023 VLDB 5.4167003e-05
7,996 Databricks Lakeguard: Supporting Fine-grained Access Control and Multi-user Capabilities for Apache Spark Workloads 2025 SIGMOD 5.4108483e-05
8,004 A Spark Optimizer for Adaptive, Fine-Grained Parameter Tuning 2024 VLDB 5.4089097e-05
8,014 AJoin: Ad-hoc Stream Joins at Scale 2020 VLDB 5.4070928e-05
8,153 Predicate Pushdown for Data Science Pipelines 2023 SIGMOD 5.3891786e-05
8,165 Pangea: Monolithic Distributed Storage for Data Analytics 2019 VLDB 5.3851885e-05
8,207 Architecting a Query Compiler for Spatial Workloads 2020 SIGMOD 5.3778259e-05
8,269 Accelerate Distributed Joins with Predicate Transfer 2025 SIGMOD 5.3648571e-05
8,346 SparkCruise: Workload Optimization in Managed Spark Clusters at Microsoft 2021 VLDB 5.3510511e-05
8,438 Shasta: Interactive Reporting At Scale 2016 SIGMOD 5.3350162e-05
8,485 Optimizing Declarative Graph Queries at Large Scale 2019 SIGMOD 5.3326349e-05
8,535 New Query Optimization Techniques in the Spark Engine of Azure Synapse 2022 VLDB 5.320973e-05
8,600 Flare & Lantern: Efficiently Swapping Horses Midstream 2019 VLDB 5.305412e-05
8,749 Optimizing Video Selection LIMIT Queries With Commonsense Knowledge 2024 VLDB 5.2852539e-05
8,859 OLAP on Modern Chiplet-Based Processors 2024 VLDB 5.2632587e-05
8,900 Translation of Array-Based Loops to Distributed Data-Parallel Programs 2020 VLDB 5.2559789e-05
9,034 The Power of Nested Parallelism in Big Data Processing – Hitting Three Flies with One Slap – 2021 SIGMOD 5.2334993e-05
9,088 Hyperspace: The Indexing Subsystem of Azure Synapse 2021 VLDB 5.2283159e-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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