Speculative Distributed CSV Data Parsing for Big Data Analytics

Summary: Speculative distributed CSV parsing aligns field/record boundaries across chunks without context to enable parallel parsing. Robust syntax-error detection; Spark tests on 11k real-world datasets show substantial performance gains over prior parsers. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 5711
Venue: SIGMOD
Year: 2019
Pagerank: 7.0974248e-05
Overall Rank: 3,432 | 76.15%
DOI: 10.1145/3299869.3319898

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 13 of 13 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
3,131	Why TPC Is Not Enough: An Analysis of the Amazon Redshift Fleet	2024	VLDB	7.5054309e-05
3,968	Pytheas: Pattern-based Table Discovery in CSV Files	2020	VLDB	6.5777452e-05
4,702	JSON Tiles: Fast Analytics on Semi-Structured Data	2021	SIGMOD	5.9796907e-05
7,356	ParPaRaw: Massively Parallel Parsing of Delimiter-Separated Raw Data	2020	VLDB	4.748111e-05
7,810	Pollock: A Data Loading Benchmark	2023	VLDB	4.6415099e-05
7,836	Scalable Structural Index Construction for JSON Analytics	2021	VLDB	4.6345023e-05
8,162	MONSOON: Multi-Step Optimization and Execution of Queries with Partially Obscured Predicates	2020	SIGMOD	4.5686903e-05
9,355	GIO: Generating Efficient Matrix and Frame Readers for Custom Data Formats by Example	2023	SIGMOD	4.3484264e-05
9,762	Adaptive data transformations for QaaS	2025	CIDR	4.2815042e-05
9,917	Shared Load(ing): Efficient Bulk Loading into Optimized Storage	2020	CIDR	4.2520778e-05
10,492	Fast and Scalable Data Transfer Across Data Systems	2025	SIGMOD	4.1905499e-05
11,191	dsJSON: A Distributed SQL JSON Processor	2023	SIGMOD	4.1905499e-05
11,508	LES3: Learning-based Exact Set Similarity Search	2021	VLDB	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
66	Spark SQL: Relational Data Processing in Spark	2015	SIGMOD	0.00061707583
109	Dremel: Interactive Analysis of Web-Scale Datasets	2010	VLDB	0.00048217028
1,346	NoDB: Efficient Query Execution on Raw Data Files	2012	SIGMOD	0.00012472598
2,326	Instant Loading for Main Memory Databases	2013	VLDB	9.0271498e-05
2,367	Here are my Data Files. Here are my Queries. Where are my Results?	2011	CIDR	8.9502761e-05
2,706	Filter Before You Parse: Faster Analytics on Raw Data with Sparser	2018	VLDB	8.2655235e-05
2,764	Parallel Data Analysis Directly on Scientific File Formats	2014	SIGMOD	8.1607305e-05
2,825	Mison: A Fast JSON Parser for Data Analytics	2017	VLDB	8.0575959e-05
2,975	Parallel In-Situ Data Processing with Speculative Loading	2014	SIGMOD	7.7871791e-05
3,548	Adaptive Query Processing on RAW Data	2014	VLDB	6.9798836e-05

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3,207	Big Data Analytics with Datalog Queries on Spark	2016	SIGMOD	7.3847098e-05
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9,122	Dynamic Speculative Optimizations for SQL Compilation in Apache Spark	2020	VLDB	4.3877539e-05
7,356	ParPaRaw: Massively Parallel Parsing of Delimiter-Separated Raw Data	2020	VLDB	4.748111e-05
2,706	Filter Before You Parse: Faster Analytics on Raw Data with Sparser	2018	VLDB	8.2655235e-05