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: 12504
Venue: VLDB
Year: 2021
Pagerank: 4.5118994e-05
Overall Rank: 8,444 | 41.26%
DOI: 10.14778/3476311.3476375

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
3,407	End-to-end Optimization of Machine Learning Prediction Queries	2022	SIGMOD	7.1295646e-05
10,416	Scalable Execution of Application Logic within Everest BusinessStore	2025	SIGMOD	4.1945683e-05

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
140	The MADlib Analytics Library or MAD Skills, the SQL	2012	VLDB	0.00042270404
167	The Snowflake Elastic Data Warehouse	2016	SIGMOD	0.00039180521
168	MAD Skills: New Analysis Practices for Big Data	2009	VLDB	0.00038946305
1,108	Froid: Optimization of Imperative Programs in a Relational Database	2018	VLDB	0.00013984276
1,355	SQL/MapReduce: A practical approach to self-describing, polymorphic, and parallelizable user-defined functions	2009	VLDB	0.00012404572
1,402	Hybrid Parallelization Strategies for Large-Scale Machine Learning in SystemML	2014	VLDB	0.00012180605
2,611	Opening the Black Boxes in Data Flow Optimization	2012	VLDB	8.4536967e-05
3,958	MLog: Towards Declarative In-Database Machine Learning	2017	VLDB	6.5897636e-05
4,262	Efficient Processing of Window Functions in Analytical SQL Queries	2015	VLDB	6.3117226e-05
6,075	Opportunistic Physical Design for Big Data Analytics	2014	SIGMOD	5.223901e-05
8,399	UDA-GIST: An In-database Framework to Unify Data-Parallel and State-Parallel Analytics	2015	VLDB	4.5257744e-05

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