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Parallel In-Situ Data Processing with Speculative Loading

Summary: SCANRAW is a parallel in-situ operator for raw files, merging loading with external tables to preserve zero time-to-query. It employs a parallel super-scalar pipeline with speculative loading to overlap queries and conversion, balancing CPU and I/O. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
4803
Venue
SIGMOD
Year
2014
Pagerank
7.7902322e-05
Overall Rank
2,973 | 79.32%
DOI
10.1145/2588555.2593673

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 18 of 18 citing papers.

Rank Citing Paper Year Venue Pagerank
1,552 Overview of Data Exploration Techniques 2015 SIGMOD 0.00011408814
2,700 Filter Before You Parse: Faster Analytics on Raw Data with Sparser 2018 VLDB 8.2728509e-05
2,819 Mison: A Fast JSON Parser for Data Analytics 2017 VLDB 8.0651326e-05
3,437 Speculative Distributed CSV Data Parsing for Big Data Analytics 2019 SIGMOD 7.0942161e-05
3,465 GPL: A GPU-based Pipelined Query Processing Engine 2016 SIGMOD 7.0695873e-05
3,891 Slalom: Coasting Through Raw Data via Adaptive Partitioning and Indexing 2017 VLDB 6.659442e-05
4,326 Fast Queries Over Heterogeneous Data Through Engine Customization 2016 VLDB 6.288323e-05
4,704 JSON Tiles: Fast Analytics on Semi-Structured Data 2021 SIGMOD 5.9853687e-05
6,407 Just-In-Time Data Virtualization: Lightweight Data Management with ViDa 2015 CIDR 5.076547e-05
7,360 ParPaRaw: Massively Parallel Parsing of Delimiter-Separated Raw Data 2020 VLDB 4.7525925e-05
7,830 Scalable Structural Index Construction for JSON Analytics 2021 VLDB 4.6388763e-05
8,788 FishStore: Faster Ingestion with Subset Hashing 2019 SIGMOD 4.451039e-05
9,379 GIO: Generating Efficient Matrix and Frame Readers for Custom Data Formats by Example 2023 SIGMOD 4.3462787e-05
9,918 Shared Load(ing): Efficient Bulk Loading into Optimized Storage 2020 CIDR 4.2561557e-05
10,381 LCP: Enhancing Scientific Data Management with Lossy Compression for Particles 2025 SIGMOD 4.1945683e-05
10,482 Fast and Scalable Data Transfer Across Data Systems 2025 SIGMOD 4.1945683e-05
11,784 Alpine: Efficient In situ Data Exploration in the Presence of Updates 2017 SIGMOD 4.1945683e-05
11,850 Vectorizing an In Situ Query Engine 2016 SIGMOD 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 8 of 8 cited papers.

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

Rank Cited Paper Year Venue Pagerank
115 Eddies: Continuously Adaptive Query Processing 2000 SIGMOD 0.00046221215
928 Requirements for Science Data Bases and SciDB 2009 CIDR 0.00015247726
1,299 The DataPath System: A Data-Centric Analytic Processing Engine for Large Data Warehouses 2010 SIGMOD 0.00012751522
1,343 NoDB: Efficient Query Execution on Raw Data Files 2012 SIGMOD 0.00012482538
2,017 The Researcher’s Guide to the Data Deluge: Querying a Scientific Database in Just a Few Seconds 2011 VLDB 9.7810458e-05
2,322 Instant Loading for Main Memory Databases 2013 VLDB 9.034874e-05
2,363 Merging What’s Cracked, Cracking What’s Merged: Adaptive Indexing in Main-Memory Column-Stores 2011 VLDB 8.9580928e-05
2,367 Here are my Data Files. Here are my Queries. Where are my Results? 2011 CIDR 8.9511058e-05
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