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Putting Lipstick on Pig: Enabling Database-style Workflow Provenance

Summary: Lipstick unifies database- and workflow-style provenance by exposing modules through Pig Latin, capturing fine-grained input dependencies and evolving internal state beyond black-box models. Compact invocation-centric graphs enable ZoomIn/ZoomOut queries and what-if analysis, with feasibility demonstrated in Lipstick. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
h0748e4532fc6f44b
Venue
VLDB
Year
2012
Pagerank
9.6661217e-05
Overall Rank
1,776 | 88.10%
DOI
10.14778/2095686.2095693

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{amsterdamer_vldb12,
        title = {{Putting Lipstick on Pig: Enabling Database-style Workflow Provenance}},
        author = {Amsterdamer, Yael and Davidson, Susan B. and Deutch, Daniel and Milo, Tova and Stoyanovich, Julia and Tannen, Val},
        journal = {PVLDB},
        series = {{VLDB} '12},
        volume = {5},
        number = {4},
        pages = {346--357},
        doi = {10.14778/2095686.2095693},
        url = {https://doi.org/10.14778/2095686.2095693},
        year = {2012}
}

Incoming Citations (Sorted by Pagerank)

Showing 25 of 25 citing papers.

Rank Citing Paper Year Venue Pagerank
1,562 Titian: Data Provenance Support in Spark 2016 VLDB 0.00010192248
2,116 Production Machine Learning Pipelines: Empirical Analysis and Optimization Opportunities 2021 SIGMOD 9.0047829e-05
2,427 The Semiring Framework for Database Provenance 2017 PODS 8.4673732e-05
2,685 Data X-Ray: A Diagnostic Tool for Data Errors 2015 SIGMOD 8.116387e-05
4,203 PrIU: A Provenance-Based Approach for Incrementally Updating Regression Models 2020 SIGMOD 6.7255278e-05
4,354 LIMA: Fine-grained Lineage Tracing and Reuse in Machine Learning Systems 2021 SIGMOD 6.6318545e-05
4,802 Improving Reproducibility of Data Science Pipelines through Transparent Provenance Capture 2020 VLDB 6.3924551e-05
4,852 QFix: Diagnosing Errors through Query Histories 2017 SIGMOD 6.3680596e-05
4,963 Explaining Outputs in Modern Data Analytics 2016 VLDB 6.3234324e-05
6,338 Lightweight Inspection of Data Preprocessing in Native Machine Learning Pipelines 2021 CIDR 5.7918978e-05
7,252 Hypothetical Reasoning via Provenance Abstraction 2019 SIGMOD 5.5583413e-05
7,901 To Not Miss the Forest for the Trees - A Holistic Approach for Explaining Missing Answers over Nested Data 2021 SIGMOD 5.4136249e-05
7,971 Provenance: On and Behind the Screens 2016 SIGMOD 5.3995407e-05
8,048 Dependency-Driven Analytics: a Compass for Uncharted Data Oceans 2017 CIDR 5.3842397e-05
8,609 OneProvenance: Efficient Extraction of Dynamic Coarse-Grained Provenance From Database Query Event Logs 2023 VLDB 5.2892055e-05
8,967 Compact, Tamper-Resistant Archival of Fine-Grained Provenance 2021 VLDB 5.2356443e-05
9,379 Tracking Personal Data Use: Provenance And Trust 2015 CIDR 5.170668e-05
9,408 Query-Guided Resolution in Uncertain Databases 2023 SIGMOD 5.1672232e-05
10,235 Ariadne: Online Provenance for Big Graph Analytics 2019 SIGMOD 5.0432098e-05
10,914 I-Rex: An Interactive Debugger for SQL 2026 VLDB 4.9605343e-05
11,203 Unified Lineage System: Tracking Data Provenance at Scale 2025 SIGMOD 4.9605343e-05
11,537 Postulates for Provenance: Instance-based provenance for first-order logic 2024 PODS 4.9605343e-05
12,206 Capturing and Querying Structural Provenance in Spark with Pebble 2019 SIGMOD 4.9605343e-05
12,434 Looking at Everything in Context 2015 CIDR 4.9605343e-05
12,552 A Provenance Framework for Data-Dependent Process Analysis 2014 VLDB 4.9605343e-05
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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
6 Pig Latin: A Not-So-Foreign Language for Data Processing 2008 SIGMOD 0.0010494385
17 Provenance Semirings 2007 PODS 0.00059660827
811 Provenance for Aggregate Queries 2011 PODS 0.00013713646
949 Provenance and Scientific Workflows: Challenges and Opportunities 2008 SIGMOD 0.00012897365
1,393 Provenance for Generalized Map and Reduce Workflows 2011 CIDR 0.00010784123
1,556 Update Exchange with Mappings and Provenance 2007 VLDB 0.00010232016
1,837 Querying Data Provenance 2010 SIGMOD 9.5210079e-05
5,617 Ibis: A Provenance Manager for Multi-Layer Systems 2011 CIDR 6.0473556e-05
5,623 Annotated XML: Queries and Provenance 2008 PODS 6.045738e-05
9,298 Zoom*UserViews: Querying Relevant Provenance in Workflow Systems 2007 VLDB 5.1860131e-05
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