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Extensible/Rule Based Query Rewrite Optimization in Starburst

Summary: Presents Starburst's extensible Query Rewrite as a novel optimization phase with a rule-based suite yielding equivalent, faster queries. Introduces production rule engine for rule selection and execution; experiments show orders-of-magnitude speedups, underscoring Query Rewrite as essential to modern DB optimization. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
2628
Venue
SIGMOD
Year
1992
Pagerank
0.0003309592
Overall Rank
110 | 99.25%
DOI
10.1145/130283.130294

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{pirahesh_sigmod92,
        title = {{Extensible/Rule Based Query Rewrite Optimization in Starburst}},
        author = {Pirahesh, Hamid and Hellerstein, Joseph M. and Hasan, Waqar},
        series = {{SIGMOD} '92},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/130283.130294},
        url = {https://dl.acm.org/doi/10.1145/130283.130294},
        year = {1992}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 63 citing papers.

Rank Citing Paper Year Venue Pagerank
71 Including Group-By in Query Optimization 1994 VLDB 0.00038021159
132 Predicate Migration: Optimizing Queries with Expensive Predicates 1993 SIGMOD 0.00030378624
198 Aggregate-Query Processing in Data Warehousing Environments 1995 VLDB 0.00025618616
206 Eager Aggregation and Lazy Aggregation 1995 VLDB 0.00025092273
290 An Overview of Query Optimization in Relational Systems 1998 PODS 0.0002227038
543 Orthogonal Optimization of Subqueries and Aggregation 2001 SIGMOD 0.0001682612
677 Query Optimization in the Presence of Foreign Functions 1993 VLDB 0.00015065909
744 Fundamental Techniques for Order Optimization 1996 SIGMOD 0.00014411295
1,104 Least Expected Cost Query Optimization: An Exercise in Utility 1999 PODS 0.00012157634
1,124 Query Optimization by Predicate Move-Around 1994 VLDB 0.00012087356
1,675 Garlic: A New Flavor of Federated Query Processing for DB2 2002 SIGMOD 0.00010035333
1,727 Optimal Top-Down Join Enumeration 2007 SIGMOD 9.91063e-05
1,744 System RX: One Part Relational, One Part XML 2005 SIGMOD 9.868841e-05
1,829 Axiomatic Foundations and Algorithms for Deciding Semantic Equivalences of SQL Queries 2018 VLDB 9.6671311e-05
1,982 WeTune: Automatic Discovery and Verification of Query Rewrite Rules 2022 SIGMOD 9.3573897e-05
2,005 Practical Predicate Placement 1994 SIGMOD 9.3203144e-05
2,030 APOLLO: Automatic Detection and Diagnosis of Performance Regressions in Database Systems 2020 VLDB 9.2841464e-05
2,093 Reusing Invariants: A New Strategy for Correlated Queries 1998 SIGMOD 9.1831198e-05
2,095 Enhanced Subquery Optimizations in Oracle 2009 VLDB 9.1803718e-05
2,107 Auditing Compliance with a Hippocratic Database 2004 VLDB 9.1554362e-05
2,452 A Learned Query Rewrite System using Monte Carlo Tree Search 2022 VLDB 8.5584e-05
2,465 Optimization of Queries with User-defined Predicates 1996 VLDB 8.5428786e-05
2,553 LLM-R^2: A Large Language Model Enhanced Rule-based Rewrite System for Boosting Query Efficiency 2025 VLDB 8.4283807e-05
2,593 Cost-Based Optimization of Decision Support Queries using Transient-Views 1998 SIGMOD 8.3649196e-05
2,838 Continuous Queries in Oracle 2007 VLDB 8.0685625e-05
2,944 Query Optimizers: Time to Rethink the Contract? 2009 SIGMOD 7.9335187e-05
3,097 Evita Raced: Metacompilation for Declarative Networks 2008 VLDB 7.7619658e-05
3,168 PREDATOR : An OR-DBMS with Enhanced Data Types 1997 SIGMOD 7.6736931e-05
3,263 Hypergraph based reorderings of outer join queries with complex predicates 1995 SIGMOD 7.584572e-05
3,525 The Case for a Signal-Oriented Data Stream Management System 2007 CIDR 7.3436533e-05
3,650 Implementation of Magic-sets in a Relational Database System 1994 SIGMOD 7.2249961e-05
3,662 openGauss: An Autonomous Database System 2021 VLDB 7.2166682e-05
3,708 Providing Better Support for a Class of Decision Support Queries 1996 SIGMOD 7.1814701e-05
3,913 An Approach to Optimize Data Processing in Business Processes 2007 VLDB 7.0230514e-05
3,928 Implementation of Two Semantic Query Optimization Techniques in DB2 Universal Database 1999 VLDB 7.0115196e-05
4,363 GenRewrite: Query Rewriting via Large Language Models 2026 SIGMOD 6.7423909e-05
4,481 Dynamically Optimizing Queries over Large Scale Data Platforms 2014 SIGMOD 6.6754521e-05
4,678 Control of an Extensible Query Optimizer: A Planning-Based Approach 1993 VLDB 6.5687429e-05
4,909 QueryBooster: Improving SQL Performance Using Middleware Services for Human-Centered Query Rewriting 2023 VLDB 6.4486671e-05
5,646 Native XQuery Processing in Oracle XMLDB 2005 SIGMOD 6.1360174e-05
5,882 Heterogeneous Database Query Optimization in DB2 Universal DataJoiner 1998 VLDB 6.0518777e-05
6,026 Parallelizing Extensible Query Optimizers 2009 SIGMOD 6.0024042e-05
6,455 Managing Conflicts between Rules 1996 PODS 5.8742703e-05
6,562 Query Sampling in DB2 Universal Database 2004 SIGMOD 5.838575e-05
7,117 Changing the Rules: Transformations for Rule-Based Optimizers* 1998 SIGMOD 5.6976091e-05
7,272 SQL Query Optimization: Reordering for a General Class of Queries 1996 SIGMOD 5.6594801e-05
7,577 Extending XQuery with Window Functions 2007 VLDB 5.5927837e-05
8,164 SlabCity: Whole-Query Optimization using Program Synthesis 2023 VLDB 5.4750309e-05
8,209 Inferring Function Semantics to Optimize Queries 1998 VLDB 5.4664044e-05
8,423 Cracking SQL Barriers: An LLM-based Dialect Translation System 2025 SIGMOD 5.4275169e-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
1 Access Path Selection in a Relational Database Management System 1979 SIGMOD 0.0024089429
95 Of Nests and Trees: A Unified Approach to Processing Queries That Contain Nested Subqueries, Aggregates, and Quantifiers 1987 VLDB 0.00034607909
129 Optimization of Nested SQL Queries Revisited 1987 SIGMOD 0.0003068101
146 On Rules, Procedures, Caching And Views In Data Base Systems 1990 SIGMOD 0.00029540467
527 The Magic of Duplicates and Aggregates 1990 VLDB 0.00017108864
1,052 Query Graphs, Implementing Trees, and Freely-Reorderable Outerjoins 1990 SIGMOD 0.00012405308
1,410 Magic is Relevant 1990 SIGMOD 0.00010853223
3,307 Magic Conditions 1990 PODS 7.5385358e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 7,137 Rule-Based Translation of Relational Queries into Iterative Programs 1986 SIGMOD
2 12,496 A Framework for Testing Query Transformation Rules 2009 SIGMOD
3 11,489 Demo of QueryBooster: Supporting Middleware-Based SQL Query Rewriting as a Service 2023 VLDB
4 4,998 An Incremental Join Attachment for Starburst 1990 VLDB
5 3,650 Implementation of Magic-sets in a Relational Database System 1994 SIGMOD
6 4,909 QueryBooster: Improving SQL Performance Using Middleware Services for Human-Centered Query Rewriting 2023 VLDB
7 316 Measuring the Complexity of Join Enumeration in Query Optimization 1990 VLDB
8 615 A Rule-Based View of Query Optimization 1987 SIGMOD
9 1,590 Implementing Set-Oriented Production Rules as an Extension to Starburst 1991 VLDB
10 268 Extensible Query Processing in Starburst 1989 SIGMOD