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Flux: Decoupled Auto-Scaling for Heterogeneous Query Workload in Alibaba AnalyticDB
Summary: Flux, a cloud-native auto-scaling platform for Alibaba AnalyticDB, decouples scaling for short- and long-running queries via serverless containers. Evaluations show up to 75% RT reduction, 19% higher utilization, and 77.8% lower cost overhead.
(summarized by gpt-5-nano on Feb 09 2026)
- Paper ID
- 6789
- Venue
- SIGMOD
- Year
- 2024
- Pagerank
- 4.1945683e-05
- Overall Rank
- 10,932 | 23.95%
- DOI
-
10.1145/3626246.3653381
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
Outgoing Citations (Sorted by Pagerank)
Showing 14 of 14 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 22 |
SCOPE: Easy and Efficient Parallel Processing of Massive Data Sets |
2008 |
VLDB |
0.0008456613 |
| 167 |
The Snowflake Elastic Data Warehouse |
2016 |
SIGMOD |
0.00039180521 |
| 418 |
Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age |
2014 |
SIGMOD |
0.00023729211 |
| 716 |
Query-based Workload Forecasting for Self-Driving Database Management Systems |
2018 |
SIGMOD |
0.00017723171 |
| 1,501 |
P-Store: An Elastic Database System with Predictive Provisioning |
2018 |
SIGMOD |
0.00011664869 |
| 2,375 |
Moneyball: Proactive Auto-Scaling in Microsoft Azure SQL Database Serverless |
2022 |
VLDB |
8.9452359e-05 |
| 3,152 |
AnalyticDB: Real-time OLAP Database System at Alibaba Cloud |
2019 |
VLDB |
7.4711766e-05 |
| 3,216 |
WiSeDB: A Learning-based Workload Management Advisor for Cloud Databases |
2016 |
VLDB |
7.3601267e-05 |
| 4,593 |
Auto-WLM: Machine Learning Enhanced Workload Management in Amazon Redshift |
2023 |
SIGMOD |
6.0606891e-05 |
| 4,616 |
Eigen: End-to-end Resource Optimization for Large-Scale Databases on the Cloud |
2023 |
VLDB |
6.045723e-05 |
| 5,671 |
LSched: A Workload-Aware Learned Query Scheduler for Analytical Database Systems |
2022 |
SIGMOD |
5.3803919e-05 |
| 6,768 |
Database Workload Capacity Planning using Time Series Analysis and Machine Learning |
2020 |
SIGMOD |
4.9321997e-05 |
| 7,684 |
AutoToken: Predicting Peak Parallelism for Big Data Analytics at Microsoft |
2020 |
VLDB |
4.6796855e-05 |
| 11,267 |
Anser: Adaptive Information Sharing Framework of AnalyticDB |
2023 |
VLDB |
4.1945683e-05 |
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5.9980609e-05 |
| 3,152 |
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| 10,787 |
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SIGMOD |
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