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: h6bc425f0c9046afb
Venue: SIGMOD
Year: 2014
Pagerank: 8.62934e-05
Overall Rank: 2,328 | 84.35%
DOI: 10.1145/2588555.2593673

Incoming Non-self Citations Over Time

Authors

1. Yu Cheng (University of California Merced)
2. Florin Rusu (University of California Merced)

BibTeX Citation

@inproceedings{cheng_sigmod14,
        title = {{Parallel In-Situ Data Processing with Speculative Loading}},
        author = {Cheng, Yu and Rusu, Florin},
        series = {{SIGMOD} '14},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2588555.2593673},
        url = {https://dl.acm.org/doi/10.1145/2588555.2593673},
        year = {2014}
}

Incoming Citations (Sorted by Pagerank)

Showing 19 of 19 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,215	Overview of Data Exploration Techniques	2015	SIGMOD	0.00011492648
2,347	Filter Before You Parse: Faster Analytics on Raw Data with Sparser	2018	VLDB	8.6012176e-05
2,436	Mison: A Fast JSON Parser for Data Analytics	2017	VLDB	8.4708399e-05
2,735	Speculative Distributed CSV Data Parsing for Big Data Analytics	2019	SIGMOD	8.0761736e-05
2,815	GPL: A GPU-based Pipelined Query Processing Engine	2016	SIGMOD	7.9777435e-05
3,445	Slalom: Coasting Through Raw Data via Adaptive Partitioning and Indexing	2017	VLDB	7.2943981e-05
3,505	Fast Queries Over Heterogeneous Data Through Engine Customization	2016	VLDB	7.2508161e-05
3,916	JSON Tiles: Fast Analytics on Semi-Structured Data	2021	SIGMOD	6.9285787e-05
6,063	ParPaRaw: Massively Parallel Parsing of Delimiter-Separated Raw Data	2020	VLDB	5.8982522e-05
6,278	Just-In-Time Data Virtualization: Lightweight Data Management with ViDa	2015	CIDR	5.8263939e-05
7,927	Scalable Structural Index Construction for JSON Analytics	2021	VLDB	5.425609e-05
8,953	FishStore: Faster Ingestion with Subset Hashing	2019	SIGMOD	5.2515834e-05
9,549	GIO: Generating Efficient Matrix and Frame Readers for Custom Data Formats by Example	2023	SIGMOD	5.1599622e-05
10,266	Shared Load(ing): Efficient Bulk Loading into Optimized Storage	2020	CIDR	5.0493495e-05
10,305	Fast and Scalable Data Transfer Across Data Systems	2025	SIGMOD	5.0400722e-05
10,849	Error-bounded Point Cloud Compression Using Truncated Octahedron Quantization	2026	VLDB	4.9793485e-05
11,110	LCP: Enhancing Scientific Data Management with Lossy Compression for Particles	2025	SIGMOD	4.9793485e-05
12,287	Alpine: Efficient In situ Data Exploration in the Presence of Updates	2017	SIGMOD	4.9793485e-05
12,346	Vectorizing an In Situ Query Engine	2016	SIGMOD	4.9793485e-05

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
53	Eddies: Continuously Adaptive Query Processing	2000	SIGMOD	0.00040860054
887	Requirements for Science Data Bases and SciDB	2009	CIDR	0.00013258595
1,040	The DataPath System: A Data-Centric Analytic Processing Engine for Large Data Warehouses	2010	SIGMOD	0.00012364063
1,069	NoDB: Efficient Query Execution on Raw Data Files	2012	SIGMOD	0.00012185253
1,836	Merging What's Cracked, Cracking What's Merged: Adaptive Indexing in Main-Memory Column-Stores	2011	VLDB	9.535551e-05
1,863	The Researcher's Guide to the Data Deluge: Querying a Scientific Database in Just a Few Seconds	2011	VLDB	9.4846052e-05
1,925	Here are my Data Files. Here are my Queries. Where are my Results?	2011	CIDR	9.3670488e-05
1,931	Instant Loading for Main Memory Databases	2013	VLDB	9.3474242e-05

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	2,305	Multi-dimensional Resource Scheduling for Parallel Queries	1996	SIGMOD
2	1,925	Here are my Data Files. Here are my Queries. Where are my Results?	2011	CIDR
3	12,752	Ten Thousand SQLs: Parallel Keyword Queries Computing	2010	VLDB
4	6,288	Elastic Pipelining in an In-Memory Database Cluster	2016	SIGMOD
5	3,445	Slalom: Coasting Through Raw Data via Adaptive Partitioning and Indexing	2017	VLDB
6	6,063	ParPaRaw: Massively Parallel Parsing of Delimiter-Separated Raw Data	2020	VLDB
7	1,931	Instant Loading for Main Memory Databases	2013	VLDB
8	12,346	Vectorizing an In Situ Query Engine	2016	SIGMOD
9	1,069	NoDB: Efficient Query Execution on Raw Data Files	2012	SIGMOD
10	3,069	Adaptive Query Processing on RAW Data	2014	VLDB