Bootstrapping Pay-As-You-Go Data Integration Systems

Summary: Pay-as-you-go data integration; first completely self-configuring system. Auto-creates probabilistic mediated schema and mappings; scalable to 50–800 sources, delivering high-quality answers with no human intervention. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 4100
Venue: SIGMOD
Year: 2008
Pagerank: 0.00010117306
Overall Rank: 1,649 | 88.69%
DOI: 10.1145/1376616.1376702

Incoming Non-self Citations Over Time

Authors

1. Anish Das Sarma (Stanford University)
2. Xin Dong (AT&T)
3. Alon Halevy (Google)

BibTeX Citation

@inproceedings{sarma_sigmod08,
        title = {{Bootstrapping Pay-As-You-Go Data Integration Systems}},
        author = {Sarma, Anish Das and Dong, Xin and Halevy, Alon},
        series = {{SIGMOD} '08},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/1376616.1376702},
        url = {https://dl.acm.org/doi/10.1145/1376616.1376702},
        year = {2008}
}

Incoming Citations (Sorted by Pagerank)

Showing 20 of 20 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
749	Data Lake Management: Challenges and Opportunities	2019	VLDB	0.00014379989
866	Pay-as-you-go User Feedback for Dataspace Systems	2008	SIGMOD	0.00013519288
3,502	Interactive Data Integration through Smart Copy & Paste	2009	CIDR	7.3592947e-05
4,471	Harnessing the Deep Web: Present and Future	2009	CIDR	6.6813981e-05
4,539	Reducing Uncertainty of Schema Matching via Crowdsourcing	2013	VLDB	6.6403822e-05
4,568	CrowdMatcher: Crowd-Assisted Schema Matching	2014	SIGMOD	6.625684e-05
5,060	Scalable Data Exchange with Functional Dependencies	2010	VLDB	6.3803935e-05
5,154	Cooperative Update Exchange in the Youtopia System	2009	VLDB	6.3423714e-05
5,219	Dynamic Workload Driven Data Integration in Tableau	2012	SIGMOD	6.3110514e-05
5,389	A First Tutorial on Dataspaces	2008	VLDB	6.2346998e-05
5,513	Foundations of Uncertain-Data Integration	2010	VLDB	6.1909879e-05
7,325	ADnEV: Cross-Domain Schema Matching using Deep Similarity Matrix Adjustment and Evaluation	2020	VLDB	5.6443833e-05
7,743	Entity Resolution On-Demand	2022	VLDB	5.5545622e-05
8,180	ConnectionLens: Finding Connections Across Heterogeneous Data Sources	2018	VLDB	5.4724852e-05
8,950	OneProvenance: Efficient Extraction of Dynamic Coarse-Grained Provenance From Database Query Event Logs	2023	VLDB	5.345946e-05
12,092	Looking at Everything in Context	2015	CIDR	5.093636e-05
12,366	Schema-As-You-Go: On Probabilistic Tagging and Querying of Wide Tables	2011	SIGMOD	5.093636e-05
12,379	Pay-As-You-Go Mapping Selection in Dataspaces	2011	SIGMOD	5.093636e-05
12,418	Schema Clustering and Retrieval for Multi-domain Pay-As-You-Go Data Integration Systems	2010	SIGMOD	5.093636e-05
12,438	US-SQL: Managing Uncertain Schemata	2010	SIGMOD	5.093636e-05

Outgoing Citations (Sorted by Pagerank)

Showing 9 of 9 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
390	COMA - A system for flexible combination of schema matching approaches	2002	VLDB	0.00019382486
413	Relative Information Capacity of Simple Relational Database Schemata	1984	PODS	0.00018894294
699	Data Integration with Uncertainty	2007	VLDB	0.0001487423
778	Statistical Schema Matching across Web Query Interfaces	2003	SIGMOD	0.00014102198
808	On Schema Matching with Opaque Column Names and Data Values	2003	SIGMOD	0.00013884332
866	Pay-as-you-go User Feedback for Dataspace Systems	2008	SIGMOD	0.00013519288
1,566	The Use of Information Capacity in Schema Integration and Translation	1993	VLDB	0.00010346227
1,939	iMAP: Discovering Complex Semantic Matches between Database Schemas	2004	SIGMOD	9.4490491e-05
2,372	Instance-based Schema Matching for Web Databases by Domain-specific Query Probing	2004	VLDB	8.6786716e-05

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	3,032	Learning to Create Data-Integrating Queries	2008	VLDB
2	969	Web-scale Data Integration: You can only afford to Pay As You Go	2007	CIDR
3	6,931	Automatically Incorporating New Sources in Keyword Search-Based Data Integration	2010	SIGMOD
4	10,003	Adaptive Schema Databases	2017	CIDR
5	1,858	Using Probabilistic Information in Data Integration	1997	VLDB
6	12,379	Pay-As-You-Go Mapping Selection in Dataspaces	2011	SIGMOD
7	9,015	Analyzing and Revising Data Integration Schemas to Improve Their Matchability	2008	VLDB
8	12,366	Schema-As-You-Go: On Probabilistic Tagging and Querying of Wide Tables	2011	SIGMOD
9	699	Data Integration with Uncertainty	2007	VLDB
10	12,418	Schema Clustering and Retrieval for Multi-domain Pay-As-You-Go Data Integration Systems	2010	SIGMOD