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NoDB: Efficient Query Execution on Raw Data Files

Summary: NoDB enables in-situ querying of raw data, avoiding loading by making raw files first-class in the engine. Adaptive indexing with caching cuts parsing and type-conversion costs; PostgresRaw delivers load-free queries with strong PostgreSQL performance. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
4589
Venue
SIGMOD
Year
2012
Pagerank
0.0001232307
Overall Rank
1,070 | 92.67%
DOI
10.1145/2213836.2213864

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{alagiannis_sigmod12,
        title = {{NoDB: Efficient Query Execution on Raw Data Files}},
        author = {Alagiannis, Ioannis and Borovica, Renata and Branco, Miguel and Idreos, Stratos and Ailamaki, Anastasia},
        series = {{SIGMOD} '12},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2213836.2213864},
        url = {https://dl.acm.org/doi/10.1145/2213836.2213864},
        year = {2012}
}

Incoming Citations (Sorted by Pagerank)

Showing 43 of 43 citing papers.

Rank Citing Paper Year Venue Pagerank
1,198 Overview of Data Exploration Techniques 2015 SIGMOD 0.00011706307
1,229 Weld: A Common Runtime for High Performance Data Analytics 2017 CIDR 0.00011578425
1,367 H2O: A Hands-free Adaptive Store 2014 SIGMOD 0.00011014419
1,453 Dremel: A Decade of Interactive SQL Analysis at Web Scale 2020 VLDB 0.00010742227
1,738 Sinew: A SQL System for Multi-Structured Data 2014 SIGMOD 9.8823494e-05
1,756 SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle 2020 CIDR 9.8172465e-05
1,903 Instant Loading for Main Memory Databases 2013 VLDB 9.5049156e-05
2,389 Parallel Data Analysis Directly on Scientific File Formats 2014 SIGMOD 8.6439053e-05
2,391 Mison: A Fast JSON Parser for Data Analytics 2017 VLDB 8.6413407e-05
2,414 Filter Before You Parse: Faster Analytics on Raw Data with Sparser 2018 VLDB 8.6078841e-05
2,435 Parallel In-Situ Data Processing with Speculative Loading 2014 SIGMOD 8.5811022e-05
2,559 dbTouch: Analytics at your Fingertips 2013 CIDR 8.4156672e-05
3,062 Adaptive Query Processing on RAW Data 2014 VLDB 7.8037446e-05
3,074 Speculative Distributed CSV Data Parsing for Big Data Analytics 2019 SIGMOD 7.7844208e-05
3,413 Slalom: Coasting Through Raw Data via Adaptive Partitioning and Indexing 2017 VLDB 7.4326381e-05
3,638 Fast Queries Over Heterogeneous Data Through Engine Customization 2016 VLDB 7.2338361e-05
4,069 JSON Tiles: Fast Analytics on Semi-Structured Data 2021 SIGMOD 6.9276175e-05
4,206 NoDB in Action: Adaptive Query Processing on Raw Data 2012 VLDB 6.8334568e-05
4,224 Comparative Evaluation of Big-Data Systems on Scientific Image Analytics Workloads 2017 VLDB 6.8214304e-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
5,039 Holistic Indexing in Main-memory Column-stores 2015 SIGMOD 6.3909067e-05
5,558 HMAB: Self-Driving Hierarchy of Bandits for Integrated Physical Database Design Tuning 2023 VLDB 6.1749098e-05
6,181 Just-In-Time Data Virtualization: Lightweight Data Management with ViDa 2015 CIDR 5.9494838e-05
6,684 CrocodileDB: Efficient Database Execution through Intelligent Deferment 2020 CIDR 5.8036476e-05
7,065 Dataset Relationship Management 2019 CIDR 5.7123431e-05
7,164 FishStore: Fast Ingestion and Indexing of Raw Data 2019 VLDB 5.6848225e-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
7,300 DEX: Query Execution in a Delta-based Storage System 2017 SIGMOD 5.6509215e-05
7,687 ExDRa: Exploratory Data Science on Federated Raw Data 2021 SIGMOD 5.5671645e-05
7,766 Scalable Structural Index Construction for JSON Analytics 2021 VLDB 5.549481e-05
8,387 Rumble: Data Independence for Large Messy Data Sets 2021 VLDB 5.4364932e-05
8,799 FishStore: Faster Ingestion with Subset Hashing 2019 SIGMOD 5.369237e-05
9,117 AT-GIS: Highly Parallel Spatial Query Processing with Associative Transducers 2016 SIGMOD 5.3204028e-05
9,203 RawVis: A System for Efficient In-situ Visual Analytics 2021 SIGMOD 5.3058708e-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
10,761 Fast and Scalable Data Transfer Across Data Systems 2025 SIGMOD 5.093636e-05
11,232 SeLeP: Learning Based Semantic Prefetching for Exploratory Database Workloads 2024 VLDB 5.093636e-05
11,989 Alpine: Efficient In situ Data Exploration in the Presence of Updates 2017 SIGMOD 5.093636e-05
12,051 Vectorizing an In Situ Query Engine 2016 SIGMOD 5.093636e-05
12,270 Lazy ETL in Action: ETL Technology Dates Scientific Data 2013 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 20 of 20 cited papers.

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

Rank Cited Paper Year Venue Pagerank
87 Automated Selection of Materialized Views and Indexes for SQL Databases 2000 VLDB 0.00035281619
155 MAD Skills: New Analysis Practices for Big Data 2009 VLDB 0.00028713176
156 An Efficient, Cost-Driven Index Selection Tool for Microsoft SQL Server 1997 VLDB 0.00028636811
184 DB2 Design Advisor: Integrated Automatic Physical Database Design 2004 VLDB 0.00026256101
199 Integrating Vertical and Horizontal Partitioning into Automated Physical Database Design 2004 SIGMOD 0.00025612088
259 Database Cracking 2007 CIDR 0.00023119313
314 Making Database Systems Usable 2007 SIGMOD 0.00021574636
457 Don’t Scrap It, Wrap It! A Wrapper Architecture for Legacy Data Sources 1997 VLDB 0.00018120468
501 Database Tuning Advisor for Microsoft SQL Server 2005 2004 VLDB 0.0001738508
524 Automatic SQL Tuning in Oracle 10g 2004 VLDB 0.00017120666
768 Automatic Physical Database Tuning: A Relaxation-based Approach 2005 SIGMOD 0.00014173242
868 Requirements for Science Data Bases and SciDB 2009 CIDR 0.00013504796
1,679 Self-organizing Tuple Reconstruction in Column-stores 2009 SIGMOD 0.00010029136
1,811 Merging What's Cracked, Cracking What's Merged: Adaptive Indexing in Main-Memory Column-Stores 2011 VLDB 9.698026e-05
1,904 CoPhy: A Scalable, Portable, and Interactive Index Advisor for Large Workloads 2011 VLDB 9.5040429e-05
1,924 The Researcher's Guide to the Data Deluge: Querying a Scientific Database in Just a Few Seconds 2011 VLDB 9.4775501e-05
1,927 Here are my Data Files. Here are my Queries. Where are my Results? 2011 CIDR 9.4703074e-05
2,087 Guided Interaction: Rethinking the Query-Result Paradigm 2011 VLDB 9.1914119e-05
2,364 To Tune or not to Tune? A Lightweight Physical Design Alerter 2006 VLDB 8.6869645e-05
3,558 Updating a Cracked Database 2007 SIGMOD 7.3101789e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 2,588 Optimizing Queries on Files 1994 SIGMOD
2 6,264 Mainlining Databases: Supporting Fast Transactional Workloads on Universal Columnar Data File Formats 2021 VLDB
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4 1,903 Instant Loading for Main Memory Databases 2013 VLDB
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6 12,051 Vectorizing an In Situ Query Engine 2016 SIGMOD
7 2,435 Parallel In-Situ Data Processing with Speculative Loading 2014 SIGMOD
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9 3,062 Adaptive Query Processing on RAW Data 2014 VLDB
10 4,206 NoDB in Action: Adaptive Query Processing on Raw Data 2012 VLDB