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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
13608
Venue
VLDB
Year
2024
Pagerank
4.1905499e-05
Overall Rank
11,087 | 22.95%
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 0.00059744625
71 How Good Are Query Optimizers, Really? 2016 VLDB 0.00059446482
325 The History of Histograms (abridged) 2003 VLDB 0.00027398081
329 Neo: A Learned Query Optimizer 2019 VLDB 0.00027301488
512 STHoles: A Multidimensional Workload-Aware Histogram 2001 SIGMOD 0.00021385343
634 Bao: Making Learned Query Optimization Practical 2021 SIGMOD 0.00018844568
1,104 Cardinality Estimation Done Right: Index-Based Join Sampling 2017 CIDR 0.0001398479
1,638 Cardinality Estimation in DBMS: A Comprehensive Benchmark Evaluation 2022 VLDB 0.00011050093
1,699 Are We Ready For Learned Cardinality Estimation? 2021 VLDB 0.00010848882
2,167 Self-Tuning, GPU-Accelerated Kernel Density Models for Multidimensional Selectivity Estimation 2015 SIGMOD 9.3879598e-05
2,244 Query Optimization in Microsoft SQL Server PDW 2012 SIGMOD 9.2095696e-05
2,247 Orca: A Modular Query Optimizer Architecture for Big Data 2014 SIGMOD 9.201975e-05
3,269 Learned Cardinality Estimation: An In-depth Study 2022 SIGMOD 7.3026051e-05
3,398 Statistics on Views 2003 VLDB 7.1381433e-05
3,455 Learned Cardinality Estimation: A Design Space Exploration and A Comparative Evaluation 2022 VLDB 7.0760196e-05
3,819 Zero-Shot Cost Models for Out-of-the-box Learned Cost Prediction 2022 VLDB 6.7267885e-05
3,992 FactorJoin: A New Cardinality Estimation Framework for Join Queries 2023 SIGMOD 6.5519369e-05
4,203 Cost Models DO Matter: Providing Cost Information for Diverse Data Sources in a Federated System 1999 VLDB 6.3561618e-05
4,513 Optimizer Plan Change Management: Improved Stability and Performance in Oracle 11g 2008 VLDB 6.1183817e-05
5,537 Presto: A Decade of SQL Analytics at Meta 2023 SIGMOD 5.453017e-05
5,654 AutoSteer: Learned Query Optimization for Any SQL Database 2023 VLDB 5.3882121e-05
5,824 StatAdvisor: Recommending Statistical Views 2009 VLDB 5.311975e-05
7,809 Sibyl: Forecasting Time-Evolving Query Workloads 2024 SIGMOD 4.6415559e-05
9,205 Intelligent Automated Workload Analysis for Database Replatforming 2022 SIGMOD 4.3698717e-05
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