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Fast Queries Over Heterogeneous Data Through Engine Customization

Summary: Proteus unifies CSV, JSON, and relational data through an expressive cross-model algebra, avoiding per-format integration layers. Query- and workload-specific code generation customizes execution to the data and storage, outperforming general-purpose and specialized systems. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
11572
Venue
VLDB
Year
2016
Pagerank
7.2338361e-05
Overall Rank
3,638 | 75.05%
DOI
10.14778/2994509.2994517

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{karpathiotakis_vldb16,
        title = {{Fast Queries Over Heterogeneous Data Through Engine Customization}},
        author = {Karpathiotakis, Manos and Alagiannis, Ioannis and Ailamaki, Anastasia},
        journal = {PVLDB},
        series = {{VLDB} '16},
        volume = {9},
        number = {12},
        pages = {972--983},
        doi = {10.14778/2994509.2994517},
        url = {https://doi.org/10.14778/2994509.2994517},
        year = {2016}
}

Incoming Citations (Sorted by Pagerank)

Showing 25 of 25 citing papers.

Rank Citing Paper Year Venue Pagerank
1,756 SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle 2020 CIDR 9.8172465e-05
1,977 HetExchange: Encapsulating heterogeneous CPU-GPU parallelism in JIT compiled engines 2019 VLDB 9.3641101e-05
2,414 Filter Before You Parse: Faster Analytics on Raw Data with Sparser 2018 VLDB 8.6078841e-05
2,488 How to Architect a Query Compiler, Revisited 2018 SIGMOD 8.5091578e-05
3,205 On Optimizing Operator Fusion Plans for Large-Scale Machine Learning in SystemML 2018 VLDB 7.6386536e-05
3,284 SPOOF: Sum-Product Optimization and Operator Fusion for Large-Scale Machine Learning 2017 CIDR 7.5663058e-05
3,413 Slalom: Coasting Through Raw Data via Adaptive Partitioning and Indexing 2017 VLDB 7.4326381e-05
3,791 Hardware-conscious Query Processing in GPU-accelerated Analytical Engines 2019 CIDR 7.1235328e-05
3,895 The Case For Heterogeneous HTAP 2017 CIDR 7.0416054e-05
4,069 JSON Tiles: Fast Analytics on Semi-Structured Data 2021 SIGMOD 6.9276175e-05
4,335 Adaptive HTAP through Elastic Resource Scheduling 2020 SIGMOD 6.7556868e-05
4,483 Accelerating Raw Data Analysis with the ACCORDA Software and Hardware Architecture 2019 VLDB 6.6724044e-05
4,764 ReCache: Reactive Caching for Fast Analytics over Heterogeneous Data 2018 VLDB 6.51896e-05
5,301 Babelfish: Efficient Execution of Polyglot Queries 2022 VLDB 6.2750553e-05
7,179 CleanM: An Optimizable Query Language for Unified Scale-Out Data Cleaning 2017 VLDB 5.6802479e-05
7,217 ParPaRaw: Massively Parallel Parsing of Delimiter-Separated Raw Data 2020 VLDB 5.668373e-05
7,687 ExDRa: Exploratory Data Science on Federated Raw Data 2021 SIGMOD 5.5671645e-05
7,991 Micro-architectural Analysis of OLAP: Limitations and Opportunities 2020 VLDB 5.5107319e-05
8,161 LAQy: Efficient and Reusable Query Approximations via Lazy Sampling 2023 SIGMOD 5.4752972e-05
8,674 Boosting Efficiency of External Pipelines by Blurring Application Boundaries 2022 CIDR 5.3869233e-05
9,203 RawVis: A System for Efficient In-situ Visual Analytics 2021 SIGMOD 5.3058708e-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
10,067 Shared Load(ing): Efficient Bulk Loading into Optimized Storage 2020 CIDR 5.1643809e-05
11,989 Alpine: Efficient In situ Data Exploration in the Presence of Updates 2017 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 34 of 34 cited papers.

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

Rank Cited Paper Year Venue Pagerank
6 Pig Latin: A Not-So-Foreign Language for Data Processing 2008 SIGMOD 0.0010686205
23 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00054886415
24 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00054865648
32 Hive - A Warehousing Solution Over a Map-Reduce Framework 2009 VLDB 0.00050111008
51 Dremel: Interactive Analysis of Web-Scale Datasets 2010 VLDB 0.0004291425
87 Automated Selection of Materialized Views and Indexes for SQL Databases 2000 VLDB 0.00035281619
120 HadoopDB: An Architectural Hybrid of MapReduce and DBMS Technologies for Analytical Workloads 2009 VLDB 0.00031680027
128 Efficient and Extensible Algorithms for Multi Query Optimization 2000 SIGMOD 0.0003072825
137 Relational Databases for Querying XML Documents: Limitations and Opportunities 1999 VLDB 0.00029877792
153 Common Expression Analysis in Database Applications 1982 SIGMOD 0.00029032276
252 Multi-Core, Main-Memory Joins: Sort vs. Hash Revisited 2014 VLDB 0.00023242719
428 HYRISE—A Main Memory Hybrid Storage Engine 2011 VLDB 0.00018633493
457 Don’t Scrap It, Wrap It! A Wrapper Architecture for Legacy Data Sources 1997 VLDB 0.00018120468
534 Building Efficient Query Engines in a High-Level Language 2014 VLDB 0.00017046514
943 DynaMat: A Dynamic View Management System for Data Warehouses 1999 SIGMOD 0.00013068595
1,015 AsterixDB: A Scalable, Open Source BDMS 2014 VLDB 0.00012647763
1,021 Jaql: A Scripting Language for Large Scale Semistructured Data Analysis 2011 VLDB 0.00012606673
1,070 NoDB: Efficient Query Execution on Raw Data Files 2012 SIGMOD 0.0001232307
1,367 H2O: A Hands-free Adaptive Store 2014 SIGMOD 0.00011014419
1,460 MonetDB/XQuery: A Fast XQuery Processor Powered by a Relational Engine 2006 SIGMOD 0.00010710674
1,738 Sinew: A SQL System for Multi-Structured Data 2014 SIGMOD 9.8823494e-05
1,739 Split Query Processing in Polybase 2013 SIGMOD 9.8814935e-05
1,744 System RX: One Part Relational, One Part XML 2005 SIGMOD 9.868841e-05
1,797 How to Architect a Query Compiler 2016 SIGMOD 9.7368925e-05
1,927 Here are my Data Files. Here are my Queries. Where are my Results? 2011 CIDR 9.4703074e-05
2,151 An Architecture for Recycling Intermediates in a Column-store 2009 SIGMOD 9.0784444e-05
2,389 Parallel Data Analysis Directly on Scientific File Formats 2014 SIGMOD 8.6439053e-05
2,435 Parallel In-Situ Data Processing with Speculative Loading 2014 SIGMOD 8.5811022e-05
2,800 JSON Data Management – Supporting Schema-less Development in RDBMS 2014 SIGMOD 8.1124117e-05
3,062 Adaptive Query Processing on RAW Data 2014 VLDB 7.8037446e-05
4,700 Cost Models DO Matter: Providing Cost Information for Diverse Data Sources in a Federated System 1999 VLDB 6.5557492e-05
6,181 Just-In-Time Data Virtualization: Lightweight Data Management with ViDa 2015 CIDR 5.9494838e-05
7,039 Towards An Enterprise XML Architecture 2005 SIGMOD 5.7196743e-05
7,428 Invisible Glue: Scalable Self-Tuning Multi-Stores 2015 CIDR 5.6205394e-05
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