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Avoiding Materialisation for Guarded Aggregate Queries

Summary: Avoids join materialisation for aggregate queries via a novel 'guardedness' condition—syntactic restrictions on attribute occurrences in GROUP BY and aggregate expressions enabling logical and physical rewrites to stream/push aggregates and prevent intermediate-result explosion for wide analytical/path queries. Implemented in Spark SQL and empirically shown to substantially reduce memory use and runtime on standard benchmarks. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13807
Venue
VLDB
Year
2025
Pagerank
4.1905499e-05
Overall Rank
10,560 | 26.61%
DOI
10.14778/3718057.3718068

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Showing 22 of 22 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
31 Provenance Semirings 2007 PODS 0.00078516827
66 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00061707583
71 How Good Are Query Optimizers, Really? 2016 VLDB 0.00059446482
341 EmptyHeaded: A Relational Engine for Graph Processing 2016 SIGMOD 0.00026850764
564 FAQ: Questions Asked Frequently 2016 PODS 0.00020002796
585 DBToaster: Higher-order Delta Processing for Dynamic, Frequently Fresh Views 2012 VLDB 0.00019682634
1,054 The Dynamic Yannakakis Algorithm: Compact and Efficient Query Processing Under Updates 2017 SIGMOD 0.00014397587
1,255 Aggregation and Ordering in Factorised Databases 2013 VLDB 0.00013011216
1,638 Cardinality Estimation in DBMS: A Comprehensive Benchmark Evaluation 2022 VLDB 0.00011050093
2,173 AJAR: Aggregations and Joins over Annotated Relations 2016 PODS 9.3767985e-05
2,804 Hypertree Decompositions and Tractable Queries 1999 PODS 8.1039107e-05
2,962 Kuzu* Graph Database Management System 2023 CIDR 7.8069285e-05
3,022 Secure Yannakakis: Join-Aggregate Queries over Private Data 2021 SIGMOD 7.6942462e-05
3,280 A Layered Aggregate Engine for Analytics Workloads 2019 SIGMOD 7.2813732e-05
3,575 Lightning Fast and Space Efficient Inequality Joins 2015 VLDB 6.9509846e-05
4,200 Incremental View Maintenance with Triple Lock Factorization Benefits 2018 SIGMOD 6.3618329e-05
5,050 DunceCap: Query Plans Using Generalized Hypertree Decompositions 2015 SIGMOD 5.7268774e-05
5,728 Conjunctive Queries with Comparisons 2022 SIGMOD 5.350072e-05
5,973 Change Propagation Without Joins 2023 VLDB 5.2459364e-05
6,060 Efficient Massively Parallel Join Optimization for Large Queries* 2022 SIGMOD 5.2271244e-05
7,161 Computing the Difference of Conjunctive Queries Efficiently 2023 SIGMOD 4.8086254e-05
8,195 DunceCap: Compiling Worst-Case Optimal Query Plans 2015 SIGMOD 4.5573236e-05
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