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: 4865
Venue: SIGMOD
Year: 2014
Pagerank: 8.5811022e-05
Overall Rank: 2,435 | 83.30%
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 18 of 18 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,198	Overview of Data Exploration Techniques	2015	SIGMOD	0.00011706307
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
2,848	GPL: A GPU-based Pipelined Query Processing Engine	2016	SIGMOD	8.0538815e-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
6,181	Just-In-Time Data Virtualization: Lightweight Data Management with ViDa	2015	CIDR	5.9494838e-05
7,217	ParPaRaw: Massively Parallel Parsing of Delimiter-Separated Raw Data	2020	VLDB	5.668373e-05
7,766	Scalable Structural Index Construction for JSON Analytics	2021	VLDB	5.549481e-05
8,799	FishStore: Faster Ingestion with Subset Hashing	2019	SIGMOD	5.369237e-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
10,669	LCP: Enhancing Scientific Data Management with Lossy Compression for Particles	2025	SIGMOD	5.093636e-05
10,761	Fast and Scalable Data Transfer Across Data Systems	2025	SIGMOD	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

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	0.00041071971
868	Requirements for Science Data Bases and SciDB	2009	CIDR	0.00013504796
1,024	The DataPath System: A Data-Centric Analytic Processing Engine for Large Data Warehouses	2010	SIGMOD	0.0001258839
1,070	NoDB: Efficient Query Execution on Raw Data Files	2012	SIGMOD	0.0001232307
1,811	Merging What's Cracked, Cracking What's Merged: Adaptive Indexing in Main-Memory Column-Stores	2011	VLDB	9.698026e-05
1,903	Instant Loading for Main Memory Databases	2013	VLDB	9.5049156e-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

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	2,337	Multi-dimensional Resource Scheduling for Parallel Queries	1996	SIGMOD
2	1,927	Here are my Data Files. Here are my Queries. Where are my Results?	2011	CIDR
3	12,461	Ten Thousand SQLs: Parallel Keyword Queries Computing	2010	VLDB
4	6,255	Elastic Pipelining in an In-Memory Database Cluster	2016	SIGMOD
5	3,413	Slalom: Coasting Through Raw Data via Adaptive Partitioning and Indexing	2017	VLDB
6	7,217	ParPaRaw: Massively Parallel Parsing of Delimiter-Separated Raw Data	2020	VLDB
7	1,903	Instant Loading for Main Memory Databases	2013	VLDB
8	12,051	Vectorizing an In Situ Query Engine	2016	SIGMOD
9	1,070	NoDB: Efficient Query Execution on Raw Data Files	2012	SIGMOD
10	3,062	Adaptive Query Processing on RAW Data	2014	VLDB