Counting, Enumerating, and Sampling of Execution Plans in a Cost-Based Query Optimizer
Summary: Counts, exhaustively enumerates, and uniformly samples the complete plan search space of a cost-based optimizer. Applied in SQL Server for validation and testing, these methods expose plan/execution mismatches and sustain unbiased testing when exhaustive search is impractical. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Florian Waas (Centrum Wiskunde & Informatica; Microsoft)
- 2. César Galindo-Legaria (Microsoft)
BibTeX Citation
@inproceedings{waas_sigmod00,
title = {{Counting, Enumerating, and Sampling of Execution Plans in a Cost-Based Query Optimizer}},
author = {Waas, Florian and Galindo-Legaria, César},
series = {{SIGMOD} '00},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/342009.335451},
url = {https://dl.acm.org/doi/10.1145/342009.335451},
year = {2000}
}
Incoming Citations (Sorted by Pagerank)
Showing 6 of 6 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 984 | Analyzing Plan Diagrams of Database Query Optimizers | 2005 | VLDB | 0.00012825643 |
| 1,621 | Orca: A Modular Query Optimizer Architecture for Big Data | 2014 | SIGMOD | 0.00010203114 |
| 4,111 | A genetic approach for random testing of database systems | 2007 | VLDB | 6.8945321e-05 |
| 4,346 | Estimating Compilation Time of a Query Optimizer | 2003 | SIGMOD | 6.7510183e-05 |
| 6,026 | Parallelizing Extensible Query Optimizers | 2009 | SIGMOD | 6.0024042e-05 |
| 6,194 | Incorporating Super-Operators in Big-Data Query Optimizers | 2020 | VLDB | 5.9470844e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 119 | The EXODUS Optimizer Generator | 1987 | SIGMOD | 0.0003183602 |
| 316 | Measuring the Complexity of Join Enumeration in Query Optimization | 1990 | VLDB | 0.0002141607 |
| 392 | Massive Stochastic Testing of SQL | 1998 | VLDB | 0.00019342814 |
| 708 | Left-Deep Vs. Bushy Trees: An Analysis Of Strategy Spaces And Its Implications For Query Optimization | 1991 | SIGMOD | 0.00014727576 |
| 1,341 | Experiences Building the Open OODB Query Optimizer | 1993 | SIGMOD | 0.00011108876 |
| 2,627 | The Complexity of Transformation-Based Join Enumeration | 1997 | VLDB | 8.3284491e-05 |
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