Data Profiling – A Tutorial

Summary: Tutorial on data profiling: metadata discovery, profiling tasks, and a survey of relational profiling systems. Addresses hard problems: dependency discovery, dynamic/streaming data, and visualization/interpretation; outlines future research directions. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 5392
Venue: SIGMOD
Year: 2017
Pagerank: 7.4534663e-05
Overall Rank: 3,387 | 76.77%
DOI: 10.1145/3035918.3054772

Incoming Non-self Citations Over Time

Authors

1. Ziawasch Abedjan (Technical University of Berlin)
2. Lukasz Golab (University of Waterloo)
3. Felix Naumann (Hasso Plattner Institute)

BibTeX Citation

@inproceedings{abedjan_sigmod17,
        title = {{Data Profiling – A Tutorial}},
        author = {Abedjan, Ziawasch and Golab, Lukasz and Naumann, Felix},
        series = {{SIGMOD} '17},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3035918.3054772},
        url = {https://dl.acm.org/doi/10.1145/3035918.3054772},
        year = {2017}
}

Incoming Citations (Sorted by Pagerank)

Showing 12 of 12 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
6,720	Fast Incremental Discovery of Pointwise Order Dependencies	2020	VLDB	5.794237e-05
7,982	Fast Approximate Denial Constraint Discovery	2023	VLDB	5.5138609e-05
8,399	DataProf: Semantic Profiling for Iterative Data Cleansing and Business Rule Acquisition	2018	SIGMOD	5.4333402e-05
8,686	Rapidash: Efficient Detection of Constraint Violations	2024	VLDB	5.3849387e-05
8,914	CtxPipe: Context-aware Data Preparation Pipeline Construction for Machine Learning	2024	SIGMOD	5.3483178e-05
9,305	The Power of Constraints in Natural Language to SQL Translation	2025	VLDB	5.289545e-05
9,436	GIO: Generating Efficient Matrix and Frame Readers for Custom Data Formats by Example	2023	SIGMOD	5.2692207e-05
9,923	Efficient Differential Dependency Discovery	2024	VLDB	5.1955087e-05
10,812	Discovering Approximate Inclusion Dependencies	2025	VLDB	5.093636e-05
10,848	Efficient Discovery of Relaxed Functional Dependencies	2025	VLDB	5.093636e-05
10,882	CatDB: Data-catalog-guided, LLM-based Generation of Data-centric ML Pipelines	2025	VLDB	5.093636e-05
11,660	INCA: Inconsistency-Aware Data Profiling and Querying	2021	SIGMOD	5.093636e-05

Outgoing Citations (Sorted by Pagerank)

Showing 19 of 19 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
94	Potter's Wheel: An Interactive Data Cleaning System	2001	VLDB	0.00034616103
106	The MADlib Analytics Library or MAD Skills, the SQL	2012	VLDB	0.00033539462
159	CORDS: Automatic Discovery of Correlations and Soft Functional Dependencies	2004	SIGMOD	0.00028129426
376	Discovering Denial Constraints	2013	VLDB	0.00019677674
432	Mining Database Structure; Or, How to Build a Data Quality Browser	2002	SIGMOD	0.00018572055
514	Goods: Organizing Google's Datasets	2016	SIGMOD	0.00017178673
618	A Hybrid Approach to Functional Dependency Discovery	2016	SIGMOD	0.00015711835
963	The Data Civilizer System	2017	CIDR	0.00012935145
1,277	Extending Dependencies with Conditions	2007	VLDB	0.00011368191
1,374	Data Profiling with Metanome	2015	VLDB	0.00010986078
1,842	Sequential Dependencies	2009	VLDB	9.6345922e-05
1,913	Information-Theoretic Tools for Mining Database Structure from Large Data Sets	2004	SIGMOD	9.4928569e-05
4,183	Scalable Discovery of Unique Column Combinations	2014	VLDB	6.8467773e-05
4,386	Divide & Conquer-based Inclusion Dependency Discovery	2015	VLDB	6.7309577e-05
4,454	Effective and Complete Discovery of Order Dependencies via Set-based Axiomatization	2017	VLDB	6.6929626e-05
4,598	Temporal Rules Discovery for Web Data Cleaning	2016	VLDB	6.6127851e-05
4,642	Data Auditor: Exploring Data Quality and Semantics using Pattern Tableaux	2010	VLDB	6.5908277e-05
5,478	Challenges and Opportunities with Big Data	2012	VLDB	6.2045676e-05
6,114	Fundamentals of Order Dependencies	2012	VLDB	5.9713126e-05

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1	2,854	Extracting and Analyzing Hidden Graphs from Relational Databases	2017	SIGMOD
2	5,349	Data Stream Query Processing: A Tutorial	2003	VLDB
3	1,356	Metadata Management for Large Statistical Databases	1982	VLDB
4	1,274	Querying and Mining Data Streams: You Only Get One Look	2002	SIGMOD
5	3,456	Automatic Discovery of Attributes in Relational Databases	2011	SIGMOD
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8	7,038	Towards NLP-Enhanced Data Profiling Tools	2022	CIDR
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10	1,374	Data Profiling with Metanome	2015	VLDB