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Adaptive Query Processing on RAW Data

Summary: Adapts the engine to raw data formats instead of forcing loading. RAW maps Just-In-Time access paths and column shreds to heterogeneous raw data, enabling transparent querying with reduced conversion costs and 100x speedup vs handcrafted solutions. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h884318a8fab957eb
Venue
VLDB
Year
2014
Pagerank
7.6789108e-05
Overall Rank
3,071 | 79.37%
DOI
10.14778/2732977.2732979
PDF
Download (CC BY-NC-ND 3.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{karpathiotakis_vldb14,
        title = {{Adaptive Query Processing on RAW Data}},
        author = {Karpathiotakis, Manos and Branco, Miguel and Alagiannis, Ioannis and Ailamaki, Anastasia},
        journal = {PVLDB},
        series = {{VLDB} '14},
        volume = {7},
        number = {12},
        pages = {1119--1130},
        doi = {10.14778/2732977.2732979},
        url = {https://doi.org/10.14778/2732977.2732979},
        year = {2014}
}

Incoming Citations (Sorted by Pagerank)

Showing 23 of 23 citing papers.

Rank Citing Paper Year Venue Pagerank
1,718 ByteSlice: Pushing the Envelop of Main Memory Data Processing with a New Storage Layout 2015 SIGMOD 9.7983307e-05
2,348 Filter Before You Parse: Faster Analytics on Raw Data with Sparser 2018 VLDB 8.5972138e-05
2,420 How to Architect a Query Compiler, Revisited 2018 SIGMOD 8.4883426e-05
2,735 Speculative Distributed CSV Data Parsing for Big Data Analytics 2019 SIGMOD 8.0731466e-05
3,445 Slalom: Coasting Through Raw Data via Adaptive Partitioning and Indexing 2017 VLDB 7.2911896e-05
3,505 Fast Queries Over Heterogeneous Data Through Engine Customization 2016 VLDB 7.2474175e-05
3,934 The Case For Heterogeneous HTAP 2017 CIDR 6.9145781e-05
4,575 Accelerating Raw Data Analysis with the ACCORDA Software and Hardware Architecture 2019 VLDB 6.5234168e-05
4,834 ReCache: Reactive Caching for Fast Analytics over Heterogeneous Data 2018 VLDB 6.3865472e-05
6,064 ParPaRaw: Massively Parallel Parsing of Delimiter-Separated Raw Data 2020 VLDB 5.8954903e-05
6,281 Just-In-Time Data Virtualization: Lightweight Data Management with ViDa 2015 CIDR 5.8236382e-05
7,302 CleanM: An Optimizable Query Language for Unified Scale-Out Data Cleaning 2017 VLDB 5.5584215e-05
7,413 POLAR: Adaptive and Non-invasive Join Order Selection via Plans of Least Resistance 2024 VLDB 5.5316834e-05
7,586 Bringing Compiling Databases to RISC Architectures 2023 VLDB 5.4891348e-05
7,931 Scalable Structural Index Construction for JSON Analytics 2021 VLDB 5.4230698e-05
9,357 Evaluating Query Languages and Systems for High-Energy Physics Data 2022 VLDB 5.1874657e-05
9,392 RawVis: A System for Efficient In-situ Visual Analytics 2021 SIGMOD 5.1843659e-05
9,545 GIO: Generating Efficient Matrix and Frame Readers for Custom Data Formats by Example 2023 SIGMOD 5.1600923e-05
9,934 FlashView: An Interactive Visual Explorer for Raw Data 2017 VLDB 5.1079647e-05
10,312 Fast and Scalable Data Transfer Across Data Systems 2025 SIGMOD 5.0376863e-05
12,293 Alpine: Efficient In situ Data Exploration in the Presence of Updates 2017 SIGMOD 4.9769913e-05
12,352 Vectorizing an In Situ Query Engine 2016 SIGMOD 4.9769913e-05
12,446 Databases and Hardware: The Beginning and Sequel of a Beautiful Friendship 2015 VLDB 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 14 of 14 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 0.0010515896
12 C-Store: A Column-oriented DBMS 2005 VLDB 0.0006897844
14 MonetDB/X100: Hyper-Pipelining Query Execution 2005 CIDR 0.00064013679
21 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00056835296
31 Hive - A Warehousing Solution Over a Map-Reduce Framework 2009 VLDB 0.00049821554
49 Dremel: Interactive Analysis of Web-Scale Datasets 2010 VLDB 0.0004314366
702 Database Architecture Evolution: Mammals Flourished long before Dinosaurs became Extinct 2009 VLDB 0.00014668058
1,070 NoDB: Efficient Query Execution on Raw Data Files 2012 SIGMOD 0.00012179575
1,380 H2O: A Hands-free Adaptive Store 2014 SIGMOD 0.00010858313
1,752 Split Query Processing in Polybase 2013 SIGMOD 9.7246277e-05
1,933 Instant Loading for Main Memory Databases 2013 VLDB 9.3430609e-05
2,086 An Architecture for Recycling Intermediates in a Column-store 2009 SIGMOD 9.0677901e-05
7,172 Automatic Synthesis of Out-of-Core Algorithms 2013 SIGMOD 5.5918806e-05
7,785 Abstraction without regret in data management systems 2013 CIDR 5.4517675e-05
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