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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
hfb6b03d7f720ab0c
Venue
SIGMOD
Year
2012
Pagerank
0.00012179575
Overall Rank
1,070 | 92.81%
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
1,135 Dremel: A Decade of Interactive SQL Analysis at Web Scale 2020 VLDB 0.00011886308
1,193 Weld: A Common Runtime for High Performance Data Analytics 2017 CIDR 0.00011582619
1,216 Overview of Data Exploration Techniques 2015 SIGMOD 0.00011487268
1,380 H2O: A Hands-free Adaptive Store 2014 SIGMOD 0.00010858313
1,669 SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle 2020 CIDR 9.9324573e-05
1,745 Sinew: A SQL System for Multi-Structured Data 2014 SIGMOD 9.7324334e-05
1,933 Instant Loading for Main Memory Databases 2013 VLDB 9.3430609e-05
2,331 Parallel In-Situ Data Processing with Speculative Loading 2014 SIGMOD 8.6253336e-05
2,348 Filter Before You Parse: Faster Analytics on Raw Data with Sparser 2018 VLDB 8.5972138e-05
2,423 Parallel Data Analysis Directly on Scientific File Formats 2014 SIGMOD 8.4851588e-05
2,437 Mison: A Fast JSON Parser for Data Analytics 2017 VLDB 8.4668658e-05
2,607 dbTouch: Analytics at your Fingertips 2013 CIDR 8.2260445e-05
2,735 Speculative Distributed CSV Data Parsing for Big Data Analytics 2019 SIGMOD 8.0731466e-05
3,071 Adaptive Query Processing on RAW Data 2014 VLDB 7.6789108e-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
3,917 JSON Tiles: Fast Analytics on Semi-Structured Data 2021 SIGMOD 6.925328e-05
4,294 NoDB in Action: Adaptive Query Processing on Raw Data 2012 VLDB 6.6788179e-05
4,309 Comparative Evaluation of Big-Data Systems on Scientific Image Analytics Workloads 2017 VLDB 6.6703601e-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
5,134 Holistic Indexing in Main-memory Column-stores 2015 SIGMOD 6.2573427e-05
5,675 HMAB: Self-Driving Hierarchy of Bandits for Integrated Physical Database Design Tuning 2023 VLDB 6.0401656e-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
6,820 CrocodileDB: Efficient Database Execution through Intelligent Deferment 2020 CIDR 5.6708756e-05
7,210 Dataset Relationship Management 2019 CIDR 5.5821013e-05
7,279 FishStore: Fast Ingestion and Indexing of Raw Data 2019 VLDB 5.5651373e-05
7,302 CleanM: An Optimizable Query Language for Unified Scale-Out Data Cleaning 2017 VLDB 5.5584215e-05
7,450 DEX: Query Execution in a Delta-based Storage System 2017 SIGMOD 5.5216578e-05
7,750 Rumble: Data Independence for Large Messy Data Sets 2021 VLDB 5.4585103e-05
7,843 ExDRa: Exploratory Data Science on Federated Raw Data 2021 SIGMOD 5.4406331e-05
7,931 Scalable Structural Index Construction for JSON Analytics 2021 VLDB 5.4230698e-05
8,961 FishStore: Faster Ingestion with Subset Hashing 2019 SIGMOD 5.2490978e-05
9,292 AT-GIS: Highly Parallel Spatial Query Processing with Associative Transducers 2016 SIGMOD 5.2008018e-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
10,272 Shared Load(ing): Efficient Bulk Loading into Optimized Storage 2020 CIDR 5.0469592e-05
10,312 Fast and Scalable Data Transfer Across Data Systems 2025 SIGMOD 5.0376863e-05
11,574 SeLeP: Learning Based Semantic Prefetching for Exploratory Database Workloads 2024 VLDB 4.9769913e-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
12,567 Lazy ETL in Action: ETL Technology Dates Scientific Data 2013 VLDB 4.9769913e-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
88 Automated Selection of Materialized Views and Indexes for SQL Databases 2000 VLDB 0.00035340164
151 An Efficient, Cost-Driven Index Selection Tool for Microsoft SQL Server 1997 VLDB 0.00028664776
154 MAD Skills: New Analysis Practices for Big Data 2009 VLDB 0.00028568843
187 DB2 Design Advisor: Integrated Automatic Physical Database Design 2004 VLDB 0.00025914764
195 Integrating Vertical and Horizontal Partitioning into Automated Physical Database Design 2004 SIGMOD 0.00025619089
252 Database Cracking 2007 CIDR 0.00023101361
319 Making Database Systems Usable 2007 SIGMOD 0.00021155013
468 Don’t Scrap It, Wrap It! A Wrapper Architecture for Legacy Data Sources 1997 VLDB 0.00017752831
492 Database Tuning Advisor for Microsoft SQL Server 2005 2004 VLDB 0.00017406029
529 Automatic SQL Tuning in Oracle 10g 2004 VLDB 0.00016859276
751 Automatic Physical Database Tuning: A Relaxation-based Approach 2005 SIGMOD 0.00014251362
887 Requirements for Science Data Bases and SciDB 2009 CIDR 0.00013252692
1,693 Self-organizing Tuple Reconstruction in Column-stores 2009 SIGMOD 9.8522869e-05
1,815 CoPhy: A Scalable, Portable, and Interactive Index Advisor for Large Workloads 2011 VLDB 9.5756946e-05
1,837 Merging What's Cracked, Cracking What's Merged: Adaptive Indexing in Main-Memory Column-Stores 2011 VLDB 9.5315292e-05
1,864 The Researcher's Guide to the Data Deluge: Querying a Scientific Database in Just a Few Seconds 2011 VLDB 9.4802846e-05
1,927 Here are my Data Files. Here are my Queries. Where are my Results? 2011 CIDR 9.362697e-05
2,132 Guided Interaction: Rethinking the Query-Result Paradigm 2011 VLDB 8.991777e-05
2,374 To Tune or not to Tune? A Lightweight Physical Design Alerter 2006 VLDB 8.5570131e-05
3,606 Updating a Cracked Database 2007 SIGMOD 7.1653182e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 2,637 Optimizing Queries on Files 1994 SIGMOD
2 6,300 Mainlining Databases: Supporting Fast Transactional Workloads on Universal Columnar Data File Formats 2021 VLDB
3 13,993 I/O Characteristics of NoSQL Databases 2012 VLDB
4 6,212 Efficient Detection of Empty-Result Queries 2006 VLDB
5 1,933 Instant Loading for Main Memory Databases 2013 VLDB
6 12,352 Vectorizing an In Situ Query Engine 2016 SIGMOD
7 2,331 Parallel In-Situ Data Processing with Speculative Loading 2014 SIGMOD
8 1,927 Here are my Data Files. Here are my Queries. Where are my Results? 2011 CIDR
9 3,071 Adaptive Query Processing on RAW Data 2014 VLDB
10 4,294 NoDB in Action: Adaptive Query Processing on Raw Data 2012 VLDB