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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)

Paper ID
13385
Venue
VLDB
Year
2023
Pagerank
6.7248611e-05
Overall Rank
4,398 | 69.83%
DOI
10.14778/3611540.3611557

Incoming Non-self Citations Over Time

Authors

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.

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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.

Rank Cited Paper Year Venue Pagerank
73 Amazon Aurora: Design Considerations for High Throughput Cloud-Native Relational Databases 2017 SIGMOD 0.00037333356
154 Neo: A Learned Query Optimizer 2019 VLDB 0.00028726181
234 Self-Driving Database Management Systems 2017 CIDR 0.00023810722
347 Tuning Database Configuration Parameters with iTuned 2009 VLDB 0.00020651582
378 Bao: Making Learned Query Optimization Practical 2021 SIGMOD 0.00019638121
461 Query-based Workload Forecasting for Self-Driving Database Management Systems 2018 SIGMOD 0.00018068441
735 Profiling, What-if Analysis, and Cost-based Optimization of MapReduce Programs 2011 VLDB 0.00014522606
798 DBSherlock: A Performance Diagnostic Tool for Transactional Databases 2016 SIGMOD 0.00013919795
1,548 Automatically Indexing Millions of Databases in Microsoft Azure SQL Database 2019 SIGMOD 0.00010392475
1,931 Performance and Resource Modeling in Highly-Concurrent OLTP Workloads 2013 SIGMOD 9.4664741e-05
1,949 Diagnosing Root Causes of Intermittent Slow Queries in Cloud Databases 2020 VLDB 9.430385e-05
2,276 Shared Workload Optimization 2014 VLDB 8.8196376e-05
2,452 A Learned Query Rewrite System using Monte Carlo Tree Search 2022 VLDB 8.5584e-05
2,958 WiSeDB: A Learning-based Workload Management Advisor for Cloud Databases 2016 VLDB 7.9197796e-05
3,662 openGauss: An Autonomous Database System 2021 VLDB 7.2166682e-05
4,084 Comprehensive and Efficient Workload Compression 2021 VLDB 6.9151691e-05
4,402 LargeEA: Aligning Entities for Large-scale Knowledge Graphs 2022 VLDB 6.7232199e-05
4,632 LogStore: A Cloud-Native and Multi-Tenant Log Database 2021 SIGMOD 6.5938641e-05
4,671 PreQR: Pre-training Representation for SQL Understanding 2022 SIGMOD 6.5732787e-05
5,073 Database Workload Characterization with Query Plan Encoders 2022 VLDB 6.3751266e-05
5,132 Facilitating SQL Query Composition and Analysis 2020 SIGMOD 6.3534526e-05
6,002 Compression of Uncertain Trajectories in Road Networks 2020 VLDB 6.0133202e-05
6,938 Guided automated learning for query workload re-optimization 2019 VLDB 5.733869e-05
6,946 KEA: Tuning an Exabyte-Scale Data Infrastructure 2021 SIGMOD 5.7309848e-05
7,637 Workload Optimization using SharedDB 2013 SIGMOD 5.576956e-05
7,740 Oracle Workload Intelligence 2015 SIGMOD 5.5550801e-05
7,813 TRACE: Real-time Compression of Streaming Trajectories in Road Networks 2021 VLDB 5.5390003e-05
8,950 OneProvenance: Efficient Extraction of Dynamic Coarse-Grained Provenance From Database Query Event Logs 2023 VLDB 5.345946e-05
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