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Presto’s History-based Query Optimizer

Summary: Records execution histories to predict intermediate cardinalities and operator costs for complex query shapes, replacing brittle analytic estimators. Lightweight, adaptive HBO uses a Redis-backed statistics store to optimize similar future queries and is production-deployed at Meta and Uber. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13607
Venue
VLDB
Year
2024
Pagerank
4.1945683e-05
Overall Rank
11,084 | 22.90%
DOI
10.14778/3685800.3685828

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Showing 24 of 24 cited papers.

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

Rank Cited Paper Year Venue Pagerank
70 Hive - A Warehousing Solution Over a Map-Reduce Framework 2009 VLDB 0.00059533166
71 How Good Are Query Optimizers, Really? 2016 VLDB 0.00059038975
325 The History of Histograms (abridged) 2003 VLDB 0.00027378328
333 Neo: A Learned Query Optimizer 2019 VLDB 0.00027206884
512 STHoles: A Multidimensional Workload-Aware Histogram 2001 SIGMOD 0.00021380733
640 Bao: Making Learned Query Optimization Practical 2021 SIGMOD 0.00018759152
1,105 Cardinality Estimation Done Right: Index-Based Join Sampling 2017 CIDR 0.00013990395
1,638 Cardinality Estimation in DBMS: A Comprehensive Benchmark Evaluation 2022 VLDB 0.00011049779
1,703 Are We Ready For Learned Cardinality Estimation? 2021 VLDB 0.00010836769
2,165 Self-Tuning, GPU-Accelerated Kernel Density Models for Multidimensional Selectivity Estimation 2015 SIGMOD 9.389622e-05
2,241 Query Optimization in Microsoft SQL Server PDW 2012 SIGMOD 9.2191212e-05
2,249 Orca: A Modular Query Optimizer Architecture for Big Data 2014 SIGMOD 9.2034693e-05
3,266 Learned Cardinality Estimation: An In-depth Study 2022 SIGMOD 7.3074684e-05
3,397 Statistics on Views 2003 VLDB 7.1437062e-05
3,449 Learned Cardinality Estimation: A Design Space Exploration and A Comparative Evaluation 2022 VLDB 7.0824319e-05
3,828 Zero-Shot Cost Models for Out-of-the-box Learned Cost Prediction 2022 VLDB 6.7208524e-05
3,990 FactorJoin: A New Cardinality Estimation Framework for Join Queries 2023 SIGMOD 6.5581983e-05
4,202 Cost Models DO Matter: Providing Cost Information for Diverse Data Sources in a Federated System 1999 VLDB 6.36184e-05
4,512 Optimizer Plan Change Management: Improved Stability and Performance in Oracle 11g 2008 VLDB 6.1241619e-05
5,531 Presto: A Decade of SQL Analytics at Meta 2023 SIGMOD 5.4549499e-05
5,640 AutoSteer: Learned Query Optimization for Any SQL Database 2023 VLDB 5.3933314e-05
5,815 StatAdvisor: Recommending Statistical Views 2009 VLDB 5.3165295e-05
8,131 Sibyl: Forecasting Time-Evolving Query Workloads 2024 SIGMOD 4.5784634e-05
9,203 Intelligent Automated Workload Analysis for Database Replatforming 2022 SIGMOD 4.3740313e-05
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