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Impala: A Modern, Open-Source SQL Engine for Hadoop

Summary: Impala: an open-source MPP SQL engine for Hadoop providing low-latency, high-concurrency execution for BI/read-mostly analytic queries where batch frameworks (e.g., Hive) fall short. Paper presents architecture/components and empirical superiority vs other SQL-on-Hadoop systems. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
he38d9769fe36581b
Venue
CIDR
Year
2015
Pagerank
0.00020904249
Overall Rank
327 | 97.81%
DOI
-
PDF
Download (CC BY 3.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{kornacker_cidr15,
        address = {Amsterdam, Netherlands},
        series = {{CIDR} '15},
        title = {{Impala: A Modern, Open-Source SQL Engine for Hadoop}},
        booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
        author = {Kornacker, Marcel and Behm, Alexander and Bittorf, Victor and Bobrovytsky, Taras and Ching, Casey and Choi, Alan and Erickson, Justin and Grund, Martin and Hecht, Daniel and Jacobs, Matthew and Joshi, Ishaan and Kuff, Lenni and Kumar, Dileep and Leblang, Alex and Li, Nong and Pandis, Ippokratis and Robinson, Henry and Rorke, David and Rus, Silvius and Russell, John and Tsirogiannis, Dimitris and Wanderman-Milne, Skye and Yoder, Michael},
        year = {2015}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 64 citing papers.

Rank Citing Paper Year Venue Pagerank
23 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00055523999
1,025 High-Speed Query Processing over High-Speed Networks 2016 VLDB 0.00012396134
1,327 Hybrid Transactional/Analytical Processing: A Survey 2017 SIGMOD 0.00011014905
1,350 Relaxed Operator Fusion for In-Memory Databases: Making Compilation, Vectorization, and Prefetching Work Together At Last 2018 VLDB 0.00010934877
1,509 Cloud-Native Database Systems at Alibaba: Opportunities and Challenges 2019 VLDB 0.00010415166
1,687 POLARIS: The Distributed SQL Engine in Azure Synapse 2020 VLDB 9.8500167e-05
1,839 DBEst: Revisiting Approximate Query Processing Engines with Machine Learning Models 2019 SIGMOD 9.5187688e-05
1,856 Morton Filters: Faster, Space-Efficient Cuckoo Filters via Biasing, Compression, and Decoupled Logical Sparsity 2018 VLDB 9.4802321e-05
2,167 DIFF: A Relational Interface for Large-Scale Data Explanation 2019 VLDB 8.9166414e-05
2,433 How to Architect a Query Compiler, Revisited 2018 SIGMOD 8.4614165e-05
2,474 AnalyticDB: Real-time OLAP Database System at Alibaba Cloud 2019 VLDB 8.3955114e-05
2,505 Towards Scalable Real-time Analytics: An Architecture for Scale-out of OLxP Workloads 2015 VLDB 8.3555487e-05
2,831 F1 Query: Declarative Querying at Scale 2018 VLDB 7.945337e-05
2,965 Column Sketches: A Scan Accelerator for Rapid and Robust Predicate Evaluation 2018 SIGMOD 7.7894987e-05
3,138 How to Win a Hot Dog Eating Contest: Distributed Incremental View Maintenance with Batch Updates 2016 SIGMOD 7.5866991e-05
3,297 Performance-Optimal Filtering: Bloom Overtakes Cuckoo at High Throughput 2019 VLDB 7.4280812e-05
3,438 Efficient Processing of Window Functions in Analytical SQL Queries 2015 VLDB 7.2807703e-05
3,456 Slalom: Coasting Through Raw Data via Adaptive Partitioning and Indexing 2017 VLDB 7.2673968e-05
3,457 Apache Hive: From MapReduce to Enterprise-grade Big Data Warehousing 2019 SIGMOD 7.2667942e-05
3,537 Rethinking Data-Intensive Science Using Scalable Analytics Systems 2015 SIGMOD 7.2010811e-05
3,693 The Myria Big Data Management and Analytics System and Cloud Service 2017 CIDR 7.0738965e-05
3,788 Evolving Databases for New-Gen Big Data Applications 2017 CIDR 6.9993946e-05
3,853 Alibaba Hologres: A Cloud-Native Service for Hybrid Serving/Analytical Processing 2020 VLDB 6.9597694e-05
3,901 Apache Tez: A Unifying Framework for Modeling and Building Data Processing Applications 2015 SIGMOD 6.9183133e-05
3,945 Flexible Rule-Based Decomposition and Metadata Independence in Modin: A Parallel Dataframe System 2022 VLDB 6.8925046e-05
4,187 Pinot: Realtime OLAP for 530 Million Users 2018 SIGMOD 6.7378942e-05
4,754 LogStore: A Cloud-Native and Multi-Tenant Log Database 2021 SIGMOD 6.42156e-05
4,999 Using Cloud Functions as Accelerator for Elastic Data Analytics 2023 SIGMOD 6.3086259e-05
5,056 Lightweight Cardinality Estimation in LSM-based Systems 2018 SIGMOD 6.282339e-05
5,367 Adaptive and Robust Query Execution for Lakehouses at Scale 2024 VLDB 6.1462017e-05
5,489 Good to the Last Bit: Data-Driven Encoding with CodecDB 2021 SIGMOD 6.0972774e-05
5,833 VectorH: Taking SQL-on-Hadoop to the Next Level 2016 SIGMOD 5.9622515e-05
5,944 Hillview: A trillion-cell spreadsheet for big data 2019 VLDB 5.9213827e-05
6,049 Incremental Computation of Common Windowed Holistic Aggregates 2016 VLDB 5.8866676e-05
6,259 ColumnML: Column-Store Machine Learning with On-The-Fly Data Transformation 2019 VLDB 5.815406e-05
6,425 MorphStore: Analytical Query Engine with a Holistic Compression-Enabled Processing Model 2020 VLDB 5.7716425e-05
6,476 The Era of Big Spatial Data 2017 VLDB 5.7551052e-05
6,803 Adaptive Data Skipping in Main-Memory Systems 2016 SIGMOD 5.6621153e-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
7,332 Bubble Execution: Resource-aware Reliable Analytics at Cloud Scale 2018 VLDB 5.5351368e-05
7,366 Kodiak: Leveraging Materialized Views For Very Low-Latency Analytics Over High-Dimensional Web-Scale Data 2016 VLDB 5.5268158e-05
7,369 Bullion: A Column Store for Machine Learning 2025 CIDR 5.5261972e-05
7,478 A Survey and Experimental Comparison of Distributed SPARQL Engines for Very Large RDF Data 2017 VLDB 5.5021636e-05
7,602 Bringing Compiling Databases to RISC Architectures 2023 VLDB 5.4709973e-05
7,720 Enabling Efficient and General Subpopulation Analytics in Multidimensional Data Streams 2022 VLDB 5.4542911e-05
7,857 Quill: Efficient, Transferable, and Rich Analytics at Scale 2016 VLDB 5.4230146e-05
8,250 Operational Analytics Data Management Systems 2016 VLDB 5.3539237e-05
8,604 Conditional Cuckoo Filters 2021 SIGMOD 5.2899825e-05
8,672 FusionInsight LibrA: Huawei’s Enterprise Cloud Data Analytics Platform 2018 VLDB 5.2753524e-05
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Outgoing Citations (Sorted by Pagerank)

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

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