Real-time Workload Pattern Analysis for Large-scale Cloud Databases
Summary: AWM: real-time mining of complex cloud DB workloads by encoding streaming SQL into semantic+execution embeddings and per-business-group clustering. Integrates offline-labeled classification and pattern-based query optimizations; +66% accuracy, -22% latency vs SOTA. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Jiaqi Wang (Zhejiang University)
- 2. Tianyi Li (Aalborg University)
- 3. Anni Wang (Alibaba)
- 4. Xiaoze Liu (Purdue University)
- 5. Lu Chen (Zhejiang University)
- 6. Jie Chen (Alibaba)
- 7. Jianye Liu (Alibaba)
- 8. Junyang Wu (Zhejiang University)
- 9. Feifei Li (Alibaba)
- 10. Yunjun Gao (Zhejiang University)
BibTeX Citation
@article{wang_vldb23,
title = {{Real-time Workload Pattern Analysis for Large-scale Cloud Databases}},
author = {Wang, Jiaqi and Li, Tianyi and Wang, Anni and Liu, Xiaoze and Chen, Lu and Chen, Jie and Liu, Jianye and Wu, Junyang and Li, Feifei and Gao, Yunjun},
journal = {PVLDB},
series = {{VLDB} '23},
volume = {16},
number = {12},
pages = {3689--3701},
doi = {10.14778/3611540.3611557},
url = {https://doi.org/10.14778/3611540.3611557},
year = {2023}
}
Incoming Citations (Sorted by Pagerank)
Showing 9 of 9 citing papers.
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 28 of 28 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 4,987 | Releasing Cloud Databases from the Chains of Performance Prediction Models | 2017 | CIDR |
| 2 | 334 | An End-to-End Automatic Cloud Database Tuning System Using Deep Reinforcement Learning | 2019 | SIGMOD |
| 3 | 5,340 | Machine Learning for Databases | 2021 | VLDB |
| 4 | 13,626 | Data Mining Algorithms as a Service in the Cloud: Exploiting Relational Database Systems | 2013 | SIGMOD |
| 5 | 2,499 | Learning a Partitioning Advisor for Cloud Databases | 2020 | SIGMOD |
| 6 | 7,825 | RCRank: Multimodal Ranking of Root Causes of Slow Queries in Cloud Database Systems | 2025 | VLDB |
| 7 | 11,016 | AnalyticDB-PG: A Cloud-native High-performance Data Warehouse in Alibaba Cloud | 2025 | VLDB |
| 8 | 2,563 | AnalyticDB: Real-time OLAP Database System at Alibaba Cloud | 2019 | VLDB |
| 9 | 4,053 | Database-Agnostic Workload Management | 2019 | CIDR |
| 10 | 5,073 | Database Workload Characterization with Query Plan Encoders | 2022 | VLDB |