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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
2566
Venue
SIGMOD
Year
1992
Pagerank
0.00048400734
Overall Rank
106 | 99.27%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 50 of 63 citing papers.

Rank Citing Paper Year Venue Pagerank
51 Including Group-By in Query Optimization 1994 VLDB 0.00067123727
139 Predicate Migration: Optimizing Queries with Expensive Predicates 1993 SIGMOD 0.00042299329
218 Aggregate-Query Processing in Data Warehousing Environments 1995 VLDB 0.00033503922
248 Eager Aggregation and Lazy Aggregation 1995 VLDB 0.00030785339
421 Query Optimization in the Presence of Foreign Functions 1993 VLDB 0.00023711553
454 An Overview of Query Optimization in Relational Systems 1998 PODS 0.00022734812
639 Orthogonal Optimization of Subqueries and Aggregation 2001 SIGMOD 0.00018791492
907 Fundamental Techniques for Order Optimization 1996 SIGMOD 0.00015435983
1,236 Least Expected Cost Query Optimization: An Exercise in Utility 1999 PODS 0.00013117798
1,302 Query Optimization by Predicate Move-Around 1994 VLDB 0.00012705525
1,630 Garlic: A New Flavor of Federated Query Processing for DB2 2002 SIGMOD 0.0001108111
1,927 Reusing Invariants: A New Strategy for Correlated Queries 1998 SIGMOD 0.00010062716
2,050 Optimal Top-Down Join Enumeration 2007 SIGMOD 9.6886663e-05
2,069 System RX: One Part Relational, One Part XML 2005 SIGMOD 9.6329563e-05
2,086 Practical Predicate Placement 1994 SIGMOD 9.5779956e-05
2,099 Axiomatic Foundations and Algorithms for Deciding Semantic Equivalences of SQL Queries 2018 VLDB 9.5479391e-05
2,284 Cost-Based Optimization of Decision Support Queries using Transient-Views 1998 SIGMOD 9.1053836e-05
2,297 Auditing Compliance with a Hippocratic Database 2004 VLDB 9.0754111e-05
2,504 Enhanced Subquery Optimizations in Oracle 2009 VLDB 8.6351917e-05
2,596 WeTune: Automatic Discovery and Verification of Query Rewrite Rules 2022 SIGMOD 8.4729982e-05
2,597 Continuous Queries in Oracle 2007 VLDB 8.4713998e-05
2,860 Optimization of Queries with User-defined Predicates 1996 VLDB 7.9934503e-05
2,891 APOLLO: Automatic Detection and Diagnosis of Performance Regressions in Database Systems 2020 VLDB 7.954658e-05
2,911 PREDATOR : An OR-DBMS with Enhanced Data Types 1997 SIGMOD 7.9180546e-05
3,069 Evita Raced: Metacompilation for Declarative Networks 2008 VLDB 7.6151182e-05
3,248 A Learned Query Rewrite System using Monte Carlo Tree Search 2022 VLDB 7.3258782e-05
3,249 The Case for a Signal-Oriented Data Stream Management System 2007 CIDR 7.3249002e-05
3,339 Hypergraph based reorderings of outer join queries with complex predicates 1995 SIGMOD 7.2038026e-05
3,408 Query Optimizers: Time to Rethink the Contract? 2009 SIGMOD 7.1288167e-05
3,472 LLM-R2: A Large Language Model Enhanced Rule-based Rewrite System for Boosting Query Efficiency 2025 VLDB 7.0639229e-05
3,674 An Approach to Optimize Data Processing in Business Processes 2007 VLDB 6.8558403e-05
3,676 Providing Better Support for a Class of Decision Support Queries 1996 SIGMOD 6.8547125e-05
4,152 openGauss: An Autonomous Database System 2021 VLDB 6.4060406e-05
4,199 Implementation of Magic-sets in a Relational Database System 1994 SIGMOD 6.3662839e-05
4,408 Implementation of Two Semantic Query Optimization Techniques in DB2 Universal Database 1999 VLDB 6.2109612e-05
4,821 Control of an Extensible Query Optimizer: A Planning-Based Approach 1993 VLDB 5.8971202e-05
5,014 Dynamically Optimizing Queries over Large Scale Data Platforms 2014 SIGMOD 5.7586174e-05
5,023 GenRewrite: Query Rewriting via Large Language Models 2026 SIGMOD 5.75363e-05
5,274 Managing Conflicts between Rules 1996 PODS 5.5908691e-05
5,329 Heterogeneous Database Query Optimization in DB2 Universal DataJoiner 1998 VLDB 5.5665399e-05
5,525 QueryBooster: Improving SQL Performance Using Middleware Services for Human-Centered Query Rewriting 2023 VLDB 5.4600815e-05
5,787 Native XQuery Processing in Oracle XMLDB 2005 SIGMOD 5.3277155e-05
6,337 Parallelizing Extensible Query Optimizers 2009 SIGMOD 5.1053757e-05
6,548 Query Sampling in DB2 Universal Database 2004 SIGMOD 5.0181595e-05
7,015 Changing the Rules: Transformations for Rule-Based Optimizers* 1998 SIGMOD 4.8609507e-05
7,670 Extending XQuery with Window Functions 2007 VLDB 4.682982e-05
7,891 Inferring Function Semantics to Optimize Queries 1998 VLDB 4.6247518e-05
8,345 SlabCity: Whole-Query Optimization using Program Synthesis 2023 VLDB 4.5426916e-05
8,429 Handling Environments in a Nested Relational Algebra with Combinators and an Implementation in a Verified Query Compiler 2017 SIGMOD 4.5156925e-05
8,784 SQL Query Optimization: Reordering for a General Class of Queries 1996 SIGMOD 4.4527694e-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 0.0040449103
100 Of Nests and Trees: A Unified Approach to Processing Queries That Contain Nested Subqueries, Aggregates, and Quantifiers 1987 VLDB 0.00049624696
130 Optimization of Nested SQL Queries Revisited 1987 SIGMOD 0.00044031247
133 On Rules, Procedures, Caching And Views In Data Base Systems 1990 SIGMOD 0.00042757638
445 The Magic of Duplicates and Aggregates 1990 VLDB 0.0002294367
901 Query Graphs, Implementing Trees, and Freely-Reorderable Outerjoins 1990 SIGMOD 0.00015487777
1,423 Magic is Relevant 1990 SIGMOD 0.00012054867
3,283 Magic Conditions 1990 PODS 7.280826e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
6,554 Rule-Based Translation of Relational Queries into Iterative Programs 1986 SIGMOD 5.0155947e-05
12,302 A Framework for Testing Query Transformation Rules 2009 SIGMOD 4.1945683e-05
11,290 Demo of QueryBooster: Supporting Middleware-Based SQL Query Rewriting as a Service 2023 VLDB 4.1945683e-05
4,818 An Incremental Join Attachment for Starburst 1990 VLDB 5.898166e-05
4,199 Implementation of Magic-sets in a Relational Database System 1994 SIGMOD 6.3662839e-05
5,525 QueryBooster: Improving SQL Performance Using Middleware Services for Human-Centered Query Rewriting 2023 VLDB 5.4600815e-05
423 Measuring the Complexity of Join Enumeration in Query Optimization 1990 VLDB 0.00023669348
594 A Rule-Based View of Query Optimization 1987 SIGMOD 0.00019534507
1,518 Implementing Set-Oriented Production Rules as an Extension to Starburst 1991 VLDB 0.00011566842
307 Extensible Query Processing in Starburst 1989 SIGMOD 0.00028211308