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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
0.00017842695
Overall Rank
460 | 96.91%
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 71 citing papers.

Rank Citing Paper Year Venue Pagerank
430 ALEX: An Updatable Adaptive Learned Index 2020 SIGMOD 0.00018409112
868 Learning Multi-dimensional Indexes 2020 SIGMOD 0.00013354403
1,132 Qd-tree: Learning Data Layouts for Big Data Analytics 2020 SIGMOD 0.00011898257
1,156 QuickSel: Quick Selectivity Learning with Mixture Models 2020 SIGMOD 0.00011777105
1,191 Tsunami: A Learned Multi-dimensional Index for Correlated Data and Skewed Workloads 2021 VLDB 0.00011590153
1,513 Cloud-Native Database Systems at Alibaba: Opportunities and Challenges 2019 VLDB 0.00010429438
1,550 Updatable Learned Index with Precise Positions 2021 VLDB 0.00010282449
1,829 DBEst: Revisiting Approximate Query Processing Engines with Machine Learning Models 2019 SIGMOD 9.5510333e-05
1,857 Diagnosing Root Causes of Intermittent Slow Queries in Cloud Databases 2020 VLDB 9.4929201e-05
2,275 Active Learning for ML Enhanced Database Systems 2020 SIGMOD 8.7090584e-05
2,765 Instance-Optimized Data Layouts for Cloud Analytics Workloads 2021 SIGMOD 8.0439015e-05
2,772 Facilitating Database Tuning with Hyper-Parameter Optimization: A Comprehensive Experimental Evaluation 2022 VLDB 8.035288e-05
2,882 Optimal Column Layout for Hybrid Workloads 2019 VLDB 7.9116043e-05
2,908 AI Meets Database: AI4DB and DB4AI 2021 SIGMOD 7.8742664e-05
3,028 Autoscaling Tiered Cloud Storage in Anna 2019 VLDB 7.7377953e-05
3,032 iBTune: Individualized Buffer Tuning for Large-scale Cloud Databases 2019 VLDB 7.7351139e-05
3,486 HUNTER: An Online Cloud Database Hybrid Tuning System for Personalized Requirements 2022 SIGMOD 7.2636102e-05
3,590 Make Your Database System Dream of Electric Sheep: Towards Self-Driving Operation 2021 VLDB 7.1865343e-05
3,671 Leaper: A Learned Prefetcher for Cache Invalidation in LSM-tree based Storage Engines 2020 VLDB 7.1100217e-05
3,879 RobustPeriod: Robust Time-Frequency Mining for Multiple Periodicity Detection 2021 SIGMOD 6.9511324e-05
3,965 MB2: Decomposed Behavior Modeling for Self-Driving Database Management Systems 2021 SIGMOD 6.8918628e-05
4,079 Towards Dynamic and Safe Configuration Tuning for Cloud Databases 2022 SIGMOD 6.818264e-05
4,468 Real-time Workload Pattern Analysis for Large-scale Cloud Databases 2023 VLDB 6.5863349e-05
4,616 The Price of Tailoring the Index to Your Data: Poisoning Attacks on Learned Index Structures 2022 SIGMOD 6.5000712e-05
4,741 Machine Learning for Databases 2021 VLDB 6.4410027e-05
4,781 Learned Approximate Query Processing: Make it Light, Accurate and Fast 2021 CIDR 6.4162085e-05
5,248 Endure: A Robust Tuning Paradigm for LSM Trees Under Workload Uncertainty 2022 VLDB 6.211056e-05
5,266 Forecasting Big Time Series: Old and New 2018 VLDB 6.2023166e-05
5,286 An Efficient Transfer Learning Based Configuration Adviser for Database Tuning 2024 VLDB 6.1971399e-05
5,341 Spitz: A Verifiable Database System 2020 VLDB 6.1730655e-05
5,674 HMAB: Self-Driving Hierarchy of Bandits for Integrated Physical Database Design Tuning 2023 VLDB 6.0430252e-05
5,836 Tenant Placement in Over-subscribed Database-as-a-Service Clusters 2022 VLDB 5.97546e-05
5,929 Self-Organizing Data Containers 2022 CIDR 5.9439349e-05
6,124 Learning to Optimize LSM-trees: Towards A Reinforcement Learning based Key-Value Store for Dynamic Workloads 2023 SIGMOD 5.8788211e-05
6,450 Towards General and Efficient Online Tuning for Spark 2023 VLDB 5.7817872e-05
6,598 Proteus: Autonomous Adaptive Storage for Mixed Workloads 2022 SIGMOD 5.7405915e-05
6,648 Workload Insights From The Snowflake Data Cloud: What Do Production Analytic Queries Really Look Like? 2025 VLDB 5.7215989e-05
6,796 Intermittent Query Processing 2019 VLDB 5.6803529e-05
7,157 Sibyl: Forecasting Time-Evolving Query Workloads 2024 SIGMOD 5.5972283e-05
7,160 Cost-Intelligent Data Analytics in the Cloud 2024 CIDR 5.5962258e-05
7,236 RCRank: Multimodal Ranking of Root Causes of Slow Queries in Cloud Database Systems 2025 VLDB 5.5790509e-05
7,598 SageDB: An Instance-Optimized Data Analytics System 2022 VLDB 5.4871733e-05
7,881 ChronoCache: Predictive and Adaptive Mid-Tier Query Result Caching 2020 SIGMOD 5.4339026e-05
7,915 Tastes Great! Less Filling! High Performance and Accurate Training Data Collection for Self-Driving Database Management Systems 2022 SIGMOD 5.4276987e-05
7,968 Leveraging Dynamic and Heterogeneous Workload Knowledge to Boost the Performance of Index Advisors 2024 VLDB 5.4156041e-05
7,977 The Holon Approach for Simultaneously Tuning Multiple Components in a Self-Driving Database Management System with Machine Learning via Synthesized Proto-Actions 2024 VLDB 5.4142519e-05
8,087 Dendrite: Bolt-on Adaptivity for Data Systems 2021 SIGMOD 5.3942942e-05
8,090 Sentinel: Understanding Data Systems 2020 SIGMOD 5.3942942e-05
8,196 WISK: A Workload-aware Learned Index for Spatial Keyword Queries 2023 SIGMOD 5.3794981e-05
8,563 Robust and Budget-Constrained Encoding Configurations for In-Memory Database Systems 2022 VLDB 5.3138647e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 cited papers.

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