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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
4804
Venue
SIGMOD
Year
2014
Pagerank
7.7871791e-05
Overall Rank
2,975 | 79.33%
DOI
10.1145/2588555.2593673

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 18 of 18 citing papers.

Rank Citing Paper Year Venue Pagerank
1,507 Overview of Data Exploration Techniques 2015 SIGMOD 0.00011594294
2,706 Filter Before You Parse: Faster Analytics on Raw Data with Sparser 2018 VLDB 8.2655235e-05
2,825 Mison: A Fast JSON Parser for Data Analytics 2017 VLDB 8.0575959e-05
3,432 Speculative Distributed CSV Data Parsing for Big Data Analytics 2019 SIGMOD 7.0974248e-05
3,471 GPL: A GPU-based Pipelined Query Processing Engine 2016 SIGMOD 7.0628019e-05
3,893 Slalom: Coasting Through Raw Data via Adaptive Partitioning and Indexing 2017 VLDB 6.653922e-05
4,319 Fast Queries Over Heterogeneous Data Through Engine Customization 2016 VLDB 6.2823814e-05
4,702 JSON Tiles: Fast Analytics on Semi-Structured Data 2021 SIGMOD 5.9796907e-05
6,403 Just-In-Time Data Virtualization: Lightweight Data Management with ViDa 2015 CIDR 5.0717043e-05
7,356 ParPaRaw: Massively Parallel Parsing of Delimiter-Separated Raw Data 2020 VLDB 4.748111e-05
7,836 Scalable Structural Index Construction for JSON Analytics 2021 VLDB 4.6345023e-05
8,785 FishStore: Faster Ingestion with Subset Hashing 2019 SIGMOD 4.4467731e-05
9,355 GIO: Generating Efficient Matrix and Frame Readers for Custom Data Formats by Example 2023 SIGMOD 4.3484264e-05
9,917 Shared Load(ing): Efficient Bulk Loading into Optimized Storage 2020 CIDR 4.2520778e-05
10,393 LCP: Enhancing Scientific Data Management with Lossy Compression for Particles 2025 SIGMOD 4.1905499e-05
10,492 Fast and Scalable Data Transfer Across Data Systems 2025 SIGMOD 4.1905499e-05
11,792 Alpine: Efficient In situ Data Exploration in the Presence of Updates 2017 SIGMOD 4.1905499e-05
11,858 Vectorizing an In Situ Query Engine 2016 SIGMOD 4.1905499e-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
116 Eddies: Continuously Adaptive Query Processing 2000 SIGMOD 0.00046191288
926 Requirements for Science Data Bases and SciDB 2009 CIDR 0.00015237787
1,296 The DataPath System: A Data-Centric Analytic Processing Engine for Large Data Warehouses 2010 SIGMOD 0.00012742585
1,346 NoDB: Efficient Query Execution on Raw Data Files 2012 SIGMOD 0.00012472598
1,844 The Researcher’s Guide to the Data Deluge: Querying a Scientific Database in Just a Few Seconds 2011 VLDB 0.00010339715
2,326 Instant Loading for Main Memory Databases 2013 VLDB 9.0271498e-05
2,361 Merging What’s Cracked, Cracking What’s Merged: Adaptive Indexing in Main-Memory Column-Stores 2011 VLDB 8.9648608e-05
2,367 Here are my Data Files. Here are my Queries. Where are my Results? 2011 CIDR 8.9502761e-05
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