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Not Black-Box Anymore! Enabling Analytics-Aware Optimizations in Teradata Vantage

Summary: Introduces the Collaborative Optimizer for Teradata Vantage, a cross-platform optimizer for polymorphic analytic functions. A markup language encodes properties at runtime to guide optimizations such as projection-push and predicate-push. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
12692
Venue
VLDB
Year
2021
Pagerank
5.4231788e-05
Overall Rank
8,450 | 42.03%
DOI
10.14778/3476311.3476375

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{eltabakh_vldb21,
        title = {{Not Black-Box Anymore! Enabling Analytics-Aware Optimizations in Teradata Vantage}},
        author = {Eltabakh, Mohamed and Subramanian, Anantha and Al-Omari, Awny and Al-Kateb, Mohammed and Nair, Sanjay and Hasan, Mahbub and Cabrera, Wellington and Zhang, Charles and Kishore, Amit and Prasad, Snigdha},
        journal = {PVLDB},
        series = {{VLDB} '21},
        volume = {14},
        number = {12},
        pages = {2959--2971},
        doi = {10.14778/3476311.3476375},
        url = {https://doi.org/10.14778/3476311.3476375},
        year = {2021}
}

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank Citing Paper Year Venue Pagerank
2,865 End-to-end Optimization of Machine Learning Prediction Queries 2022 SIGMOD 8.0180243e-05
10,699 Scalable Execution of Application Logic within Everest BusinessStore 2025 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 11 of 11 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 The Snowflake Elastic Data Warehouse 2016 SIGMOD 0.00038561587
106 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00033539462
155 MAD Skills: New Analysis Practices for Big Data 2009 VLDB 0.00028713176
894 Froid: Optimization of Imperative Programs in a Relational Database 2018 VLDB 0.00013367658
1,079 Hybrid Parallelization Strategies for Large-Scale Machine Learning in SystemML 2014 VLDB 0.00012258469
1,264 SQL/MapReduce: A practical approach to self-describing, polymorphic, and parallelizable user-defined functions 2009 VLDB 0.00011416393
2,164 Opening the Black Boxes in Data Flow Optimization 2012 VLDB 9.0521951e-05
3,490 MLog: Towards Declarative In-Database Machine Learning 2017 VLDB 7.3667971e-05
3,673 Efficient Processing of Window Functions in Analytical SQL Queries 2015 VLDB 7.2113383e-05
5,720 Opportunistic Physical Design for Big Data Analytics 2014 SIGMOD 6.1092082e-05
8,432 UDA-GIST: An In-database Framework to Unify Data-Parallel and State-Parallel Analytics 2015 VLDB 5.4259582e-05
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