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Shedding Light on Opaque Application Queries

Summary: UNMASQUE, an active-learning, non-invasive extractor, unmasks hidden SQL queries in applications by observing results from mutated/generated data. Optimizations trim overhead; evaluations on hidden/imperative variants show accurate, efficient recovery of a basal warehouse-query class. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h4d2ef20cd65ea52b
Venue
SIGMOD
Year
2021
Pagerank
5.2222795e-05
Overall Rank
9,137 | 38.57%
DOI
10.1145/3448016.3457252

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{khurana_sigmod21,
        title = {{Shedding Light on Opaque Application Queries}},
        author = {Khurana, Kapil and Haritsa, Jayant R.},
        series = {{SIGMOD} '21},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3448016.3457252},
        url = {https://dl.acm.org/doi/10.1145/3448016.3457252},
        year = {2021}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
4,108 QueryBooster: Improving SQL Performance Using Middleware Services for Human-Centered Query Rewriting 2023 VLDB 6.8020689e-05
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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
896 Froid: Optimization of Imperative Programs in a Relational Database 2018 VLDB 0.00013209291
1,345 Reverse Engineering Complex Join Queries 2013 SIGMOD 0.00010953079
1,827 Querying Data Provenance 2010 SIGMOD 9.5545888e-05
2,679 FastQRE: Fast Query Reverse Engineering 2018 SIGMOD 8.1453935e-05
3,349 Reverse Engineering Aggregation Queries 2017 VLDB 7.391292e-05
3,461 REGAL+: Reverse Engineering SPJA Queries 2018 VLDB 7.2839794e-05
6,725 SQUARES: A SQL Synthesizer Using Query Reverse Engineering 2020 VLDB 5.6949573e-05
12,102 UNMASQUE: A Hidden SQL Query Extractor 2020 VLDB 4.9793485e-05
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