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Intra-Query Runtime Elasticity for Cloud-Native Data Analysis

Summary: IQRE enables intra-query dynamic DOP adjustment for cloud-native OLAP, lowering compute cost. Accordion, IQRE engine, reconfigures parallelism on-the-fly without halting data, with an auto-tuner and what-if service, built atop Presto. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
7237
Venue
SIGMOD
Year
2025
Pagerank
4.1945683e-05
Overall Rank
10,491 | 27.02%
DOI
10.1145/3725315

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

Rank Cited Paper Year Venue Pagerank
66 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00061639801
167 The Snowflake Elastic Data Warehouse 2016 SIGMOD 0.00039180521
640 Bao: Making Learned Query Optimization Practical 2021 SIGMOD 0.00018759152
1,228 Toward a Progress Indicator for Database Queries 2004 SIGMOD 0.00013164884
1,284 Amazon Redshift Re-invented 2022 SIGMOD 0.00012837822
1,326 Starling: A Scalable Query Engine on Cloud Functions 2020 SIGMOD 0.00012576952
1,512 Estimating Progress of Execution for SQL Queries 2004 SIGMOD 0.00011597041
2,219 SkinnerDB: Regret-Bounded Query Evaluation via Reinforcement Learning 2019 SIGMOD 9.2623533e-05
2,424 Lambada: Interactive Data Analytics on Cold Data Using Serverless Cloud Infrastructure 2020 SIGMOD 8.8380822e-05
2,568 Towards Cost-Optimal Query Processing in the Cloud 2021 VLDB 8.5239227e-05
2,772 Quickstep: A Data Platform Based on the Scaling-Up Approach 2018 VLDB 8.1401661e-05
3,625 Cost Models for Big Data Query Processing: Learning, Retrofitting, and Our Findings 2020 SIGMOD 6.9055212e-05
4,593 Auto-WLM: Machine Learning Enhanced Workload Management in Amazon Redshift 2023 SIGMOD 6.0606891e-05
4,690 Deploying a Steered Query Optimizer in Production at Microsoft 2022 SIGMOD 5.997226e-05
5,212 Self-Tuning Query Scheduling for Analytical Workloads 2021 SIGMOD 5.6262923e-05
5,231 ByteGraph: A High-Performance Distributed Graph Database in ByteDance 2022 VLDB 5.6145466e-05
5,286 StreamOps: Cloud-Native Runtime Management for Streaming Services in ByteDance 2023 VLDB 5.5838392e-05
5,531 Presto: A Decade of SQL Analytics at Meta 2023 SIGMOD 5.4549499e-05
5,634 Intelligent Scaling in Amazon Redshift 2024 SIGMOD 5.4000904e-05
5,640 AutoSteer: Learned Query Optimization for Any SQL Database 2023 VLDB 5.3933314e-05
5,671 LSched: A Workload-Aware Learned Query Scheduler for Analytical Database Systems 2022 SIGMOD 5.3803919e-05
5,888 Magnet: Push-based Shuffle Service for Large-scale Data Processing 2020 VLDB 5.2873617e-05
6,040 Steering Query Optimizers: A Practical Take on Big Data Workloads 2021 SIGMOD 5.2412035e-05
6,170 PolarDB-IMCI: A Cloud-Native HTAP Database System at Alibaba 2023 SIGMOD 5.171601e-05
6,402 BigLake: BigQuery’s Evolution toward a Multi-Cloud Lakehouse 2024 SIGMOD 5.079818e-05
7,889 Cost-Intelligent Data Analytics in the Cloud 2024 CIDR 4.6253386e-05
9,074 Making Data Clouds Smarter at Keebo: Automated Warehouse Optimization using Data Learning 2023 SIGMOD 4.402065e-05
9,662 Efficient Query Re-optimization with Judicious Subquery Selections 2023 SIGMOD 4.3097631e-05
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