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Stage: Query Execution Time Prediction in Amazon Redshift

Summary: Stage is a hierarchical predictor for Redshift, combining a cache, a per-instance light model with uncertainty, and a global transferable model. It mitigates cold starts and workload shifts, delivering ~20% lower latency with practical inference and memory. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6799
Venue
SIGMOD
Year
2024
Pagerank
5.3111109e-05
Overall Rank
5,832 | 59.43%
DOI
10.1145/3626246.3653391

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 18 of 18 citing papers.

Rank Citing Paper Year Venue Pagerank
7,990 Blueprinting the Cloud: Unifying and Automatically Optimizing Cloud Data Infrastructures with BRAD 2024 VLDB 4.6117441e-05
8,020 The Holon Approach for Simultaneously Tuning Multiple Components in a Self-Driving Database Management System with Machine Learning via Synthesized Proto-Actions 2024 VLDB 4.6040862e-05
8,798 Resource-Adaptive Query Execution with Paged Memory Management 2025 CIDR 4.4489415e-05
8,956 T3: Accurate and Fast Performance Prediction for Relational Database Systems With Compiled Decision Trees 2025 SIGMOD 4.4214154e-05
9,006 Hit the Gym: Accelerating Query Execution to Efficiently Bootstrap Behavior Models for Self-Driving Database Management Systems 2024 VLDB 4.4101482e-05
9,587 Low Rank Learning for Offline Query Optimization 2025 SIGMOD 4.3215645e-05
9,762 QURE: AI-Assisted and Automatically Verified UDF Inlining 2025 SIGMOD 4.2856106e-05
9,981 Survivorship Bias in Industrial Database Workloads 2026 CIDR 4.1945683e-05
10,216 The Case For Language Model Approximated LIKE Predicate 2026 SIGMOD 4.1945683e-05
10,271 OBELISK: Efficient Offline Query Planning with Bayesian Optimization-Informed Language Model Reasoning 2026 VLDB 4.1945683e-05
10,310 SafeLoad: Efficient Admission Control Framework for Identifying Memory-Overloading Queries in Cloud Data Warehouses 2026 VLDB 4.1945683e-05
10,325 KEN: An Execution Engine for Unstructured Database Systems 2026 VLDB 4.1945683e-05
10,328 Libra: One-Shot Parameter Sensitivity Estimation for Transfer Learning in Database Performance Prediction 2026 VLDB 4.1945683e-05
10,707 PBench: Workload Synthesizer with Real Statistics for Cloud Analytics Benchmarking 2025 VLDB 4.1945683e-05
10,726 Improving DBMS Scheduling Decisions with Accurate Performance Prediction on Concurrent Queries 2025 VLDB 4.1945683e-05
10,772 veDB-HTAP: a Highly Integrated, Efficient and Adaptive HTAP System 2025 VLDB 4.1945683e-05
10,840 Learned Cost Models for Query Optimization: From Batch to Streaming Systems 2025 VLDB 4.1945683e-05
10,859 Graph Transformers for Query Plan Representation: Potentials and Challenges 2025 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 31 of 31 cited papers.

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

Rank Cited Paper Year Venue Pagerank
102 The Case for Learned Index Structures 2018 SIGMOD 0.00049545203
183 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00036721403
209 Schism: a Workload-Driven Approach to Database Replication and Partitioning 2010 VLDB 0.00034468292
333 Neo: A Learned Query Optimizer 2019 VLDB 0.00027206884
608 DeepDB: Learn from Data, not from Queries! 2020 VLDB 0.00019235898
629 Preventing Bad Plans by Bounding the Impact of Cardinality Estimation Errors 2009 VLDB 0.00018942366
640 Bao: Making Learned Query Optimization Practical 2021 SIGMOD 0.00018759152
806 An End-to-End Learning-based Cost Estimator 2020 VLDB 0.00016434274
884 Plan-Structured Deep Neural Network Models for Query Performance Prediction 2019 VLDB 0.00015654004
910 NeuroCard: One Cardinality Estimator for All Tables 2021 VLDB 0.00015423056
1,019 Robust Estimation of Resource Consumption for SQL Queries using Statistical Techniques 2012 VLDB 0.00014625603
1,284 Amazon Redshift Re-invented 2022 SIGMOD 0.00012837822
1,371 Tiresias: The Database Oracle for How-To Queries 2012 SIGMOD 0.00012323502
1,478 Learning Multi-dimensional Indexes 2020 SIGMOD 0.00011762542
1,638 Cardinality Estimation in DBMS: A Comprehensive Benchmark Evaluation 2022 VLDB 0.00011049779
1,855 AI Meets AI: Leveraging Query Executions to Improve Index Recommendations 2019 SIGMOD 0.00010315245
1,889 Tsunami: A Learned Multi-dimensional Index for Correlated Data and Skewed Workloads 2021 VLDB 0.00010200865
2,121 Balsa: Learning a Query Optimizer Without Expert Demonstrations 2022 SIGMOD 9.5017232e-05
2,156 SkinnerDB: Regret-Bounded Query Evaluation via Reinforcement Learning 2018 VLDB 9.4170209e-05
2,762 FLAT: Fast, Lightweight and Accurate Method for Cardinality Estimation 2021 VLDB 8.1585394e-05
2,772 Quickstep: A Data Platform Based on the Scaling-Up Approach 2018 VLDB 8.1401661e-05
3,216 WiSeDB: A Learning-based Workload Management Advisor for Cloud Databases 2016 VLDB 7.3601267e-05
3,580 Query Performance Prediction for Concurrent Queries using Graph Embedding 2020 VLDB 6.9500996e-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
4,417 Robust Query Driven Cardinality Estimation under Changing Workloads 2023 VLDB 6.2037371e-05
4,593 Auto-WLM: Machine Learning Enhanced Workload Management in Amazon Redshift 2023 SIGMOD 6.0606891e-05
5,212 Self-Tuning Query Scheduling for Analytical Workloads 2021 SIGMOD 5.6262923e-05
5,368 Fine-Grained Modeling and Optimization for Intelligent Resource Management in Big Data Processing 2022 VLDB 5.5457532e-05
5,607 HYPER: Hypothetical Reasoning With What-If and How-To Queries Using a Probabilistic Causal Approach 2022 SIGMOD 5.4137872e-05
5,930 FASTgres: Making Learned Query Optimizer Hinting Effective 2023 VLDB 5.2682075e-05
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