DBScholar

Back to papers

Query-based Workload Forecasting for Self-Driving Database Management Systems

Summary: QueryBot 5000 forecasts query arrivals from history via the logical query composition, not resource usage. Multi-horizon, clustering-based model reduction; real-trace evaluation; external controller for PostgreSQL/MySQL to guide index selection. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hf4b68041a4815fd7
Venue
SIGMOD
Year
2018
Pagerank
0.00017870238
Overall Rank
458 | 96.94%
DOI
10.1145/3183713.3196908

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{ma_sigmod18,
        title = {{Query-based Workload Forecasting for Self-Driving Database Management Systems}},
        author = {Ma, Lin and Van Aken, Dana and Hefny, Ahmed and Mezerhane, Gustavo and Pavlo, Andrew and Gordon, Geoffrey J.},
        series = {{SIGMOD} '18},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3183713.3196908},
        url = {https://dl.acm.org/doi/10.1145/3183713.3196908},
        year = {2018}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 72 citing papers.

Rank Citing Paper Year Venue Pagerank
427 ALEX: An Updatable Adaptive Learned Index 2020 SIGMOD 0.00018429918
870 Learning Multi-dimensional Indexes 2020 SIGMOD 0.0001332034
1,132 Qd-tree: Learning Data Layouts for Big Data Analytics 2020 SIGMOD 0.00011873466
1,156 QuickSel: Quick Selectivity Learning with Mixture Models 2020 SIGMOD 0.00011759683
1,190 Tsunami: A Learned Multi-dimensional Index for Correlated Data and Skewed Workloads 2021 VLDB 0.00011564169
1,509 Cloud-Native Database Systems at Alibaba: Opportunities and Challenges 2019 VLDB 0.00010415166
1,529 Updatable Learned Index with Precise Positions 2021 VLDB 0.00010320909
1,771 Diagnosing Root Causes of Intermittent Slow Queries in Cloud Databases 2020 VLDB 9.6775181e-05
1,839 DBEst: Revisiting Approximate Query Processing Engines with Machine Learning Models 2019 SIGMOD 9.5187688e-05
2,290 Active Learning for ML Enhanced Database Systems 2020 SIGMOD 8.6813363e-05
2,772 Instance-Optimized Data Layouts for Cloud Analytics Workloads 2021 SIGMOD 8.0148928e-05
2,779 Facilitating Database Tuning with Hyper-Parameter Optimization: A Comprehensive Experimental Evaluation 2022 VLDB 8.0085666e-05
2,891 Optimal Column Layout for Hybrid Workloads 2019 VLDB 7.887378e-05
2,913 AI Meets Database: AI4DB and DB4AI 2021 SIGMOD 7.855786e-05
2,929 iBTune: Individualized Buffer Tuning for Large-scale Cloud Databases 2019 VLDB 7.830745e-05
3,037 Autoscaling Tiered Cloud Storage in Anna 2019 VLDB 7.7086155e-05
3,486 HUNTER: An Online Cloud Database Hybrid Tuning System for Personalized Requirements 2022 SIGMOD 7.2428834e-05
3,575 Make Your Database System Dream of Electric Sheep: Towards Self-Driving Operation 2021 VLDB 7.1769215e-05
3,679 Leaper: A Learned Prefetcher for Cache Invalidation in LSM-tree based Storage Engines 2020 VLDB 7.0849238e-05
3,892 RobustPeriod: Robust Time-Frequency Mining for Multiple Periodicity Detection 2021 SIGMOD 6.924868e-05
3,959 MB2: Decomposed Behavior Modeling for Self-Driving Database Management Systems 2021 SIGMOD 6.8804723e-05
4,101 Towards Dynamic and Safe Configuration Tuning for Cloud Databases 2022 SIGMOD 6.7930727e-05
4,489 Real-time Workload Pattern Analysis for Large-scale Cloud Databases 2023 VLDB 6.5619575e-05
4,621 The Price of Tailoring the Index to Your Data: Poisoning Attacks on Learned Index Structures 2022 SIGMOD 6.4828493e-05
4,765 Machine Learning for Databases 2021 VLDB 6.4166895e-05
4,792 Learned Approximate Query Processing: Make it Light, Accurate and Fast 2021 CIDR 6.4010108e-05
5,272 Endure: A Robust Tuning Paradigm for LSM Trees Under Workload Uncertainty 2022 VLDB 6.1887235e-05
5,290 Forecasting Big Time Series: Old and New 2018 VLDB 6.1788815e-05
5,304 An Efficient Transfer Learning Based Configuration Adviser for Database Tuning 2024 VLDB 6.1758143e-05
5,361 Spitz: A Verifiable Database System 2020 VLDB 6.1497409e-05
5,687 HMAB: Self-Driving Hierarchy of Bandits for Integrated Physical Database Design Tuning 2023 VLDB 6.0201937e-05
5,850 Tenant Placement in Over-subscribed Database-as-a-Service Clusters 2022 VLDB 5.9528821e-05
5,935 Self-Organizing Data Containers 2022 CIDR 5.9251217e-05
6,137 Learning to Optimize LSM-trees: Towards A Reinforcement Learning based Key-Value Store for Dynamic Workloads 2023 SIGMOD 5.8576977e-05
6,429 Proteus: Autonomous Adaptive Storage for Mixed Workloads 2022 SIGMOD 5.7691021e-05
6,464 Towards General and Efficient Online Tuning for Spark 2023 VLDB 5.759941e-05
6,658 Workload Insights From The Snowflake Data Cloud: What Do Production Analytic Queries Really Look Like? 2025 VLDB 5.7025639e-05
6,807 Intermittent Query Processing 2019 VLDB 5.661199e-05
7,162 Sibyl: Forecasting Time-Evolving Query Workloads 2024 SIGMOD 5.5798063e-05
7,169 Cost-Intelligent Data Analytics in the Cloud 2024 CIDR 5.5789764e-05
7,257 RCRank: Multimodal Ranking of Root Causes of Slow Queries in Cloud Database Systems 2025 VLDB 5.5579707e-05
7,621 SageDB: An Instance-Optimized Data Analytics System 2022 VLDB 5.4664683e-05
7,715 Tastes Great! Less Filling! High Performance and Accurate Training Data Collection for Self-Driving Database Management Systems 2022 SIGMOD 5.4556951e-05
7,904 ChronoCache: Predictive and Adaptive Mid-Tier Query Result Caching 2020 SIGMOD 5.4133709e-05
7,989 Leveraging Dynamic and Heterogeneous Workload Knowledge to Boost the Performance of Index Advisors 2024 VLDB 5.3951416e-05
7,997 The Holon Approach for Simultaneously Tuning Multiple Components in a Self-Driving Database Management System with Machine Learning via Synthesized Proto-Actions 2024 VLDB 5.3938336e-05
8,112 Dendrite: Bolt-on Adaptivity for Data Systems 2021 SIGMOD 5.3739121e-05
8,115 Sentinel: Understanding Data Systems 2020 SIGMOD 5.3739121e-05
8,219 WISK: A Workload-aware Learned Index for Spatial Keyword Queries 2023 SIGMOD 5.359172e-05
8,589 Robust and Budget-Constrained Encoding Configurations for In-Memory Database Systems 2022 VLDB 5.2937865e-05
Previous Page 1 / 2 Next

Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 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