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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
0.00017841988
Overall Rank
461 | 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
422 ALEX: An Updatable Adaptive Learned Index 2020 SIGMOD 0.00018488849
869 Learning Multi-dimensional Indexes 2020 SIGMOD 0.00013363241
1,128 Qd-tree: Learning Data Layouts for Big Data Analytics 2020 SIGMOD 0.00011901941
1,155 QuickSel: Quick Selectivity Learning with Mixture Models 2020 SIGMOD 0.00011777046
1,188 Tsunami: A Learned Multi-dimensional Index for Correlated Data and Skewed Workloads 2021 VLDB 0.00011598149
1,512 Cloud-Native Database Systems at Alibaba: Opportunities and Challenges 2019 VLDB 0.00010425349
1,525 Updatable Learned Index with Precise Positions 2021 VLDB 0.00010355133
1,828 DBEst: Revisiting Approximate Query Processing Engines with Machine Learning Models 2019 SIGMOD 9.547768e-05
1,849 Diagnosing Root Causes of Intermittent Slow Queries in Cloud Databases 2020 VLDB 9.5032324e-05
2,278 Active Learning for ML Enhanced Database Systems 2020 SIGMOD 8.7057608e-05
2,765 Instance-Optimized Data Layouts for Cloud Analytics Workloads 2021 SIGMOD 8.0401855e-05
2,770 Facilitating Database Tuning with Hyper-Parameter Optimization: A Comprehensive Experimental Evaluation 2022 VLDB 8.0343719e-05
2,880 Optimal Column Layout for Hybrid Workloads 2019 VLDB 7.9118308e-05
2,908 AI Meets Database: AI4DB and DB4AI 2021 SIGMOD 7.8716173e-05
3,029 Autoscaling Tiered Cloud Storage in Anna 2019 VLDB 7.7341355e-05
3,032 iBTune: Individualized Buffer Tuning for Large-scale Cloud Databases 2019 VLDB 7.7317595e-05
3,487 HUNTER: An Online Cloud Database Hybrid Tuning System for Personalized Requirements 2022 SIGMOD 7.2603973e-05
3,588 Make Your Database System Dream of Electric Sheep: Towards Self-Driving Operation 2021 VLDB 7.1841858e-05
3,672 Leaper: A Learned Prefetcher for Cache Invalidation in LSM-tree based Storage Engines 2020 VLDB 7.1084283e-05
3,880 RobustPeriod: Robust Time-Frequency Mining for Multiple Periodicity Detection 2021 SIGMOD 6.9478419e-05
3,964 MB2: Decomposed Behavior Modeling for Self-Driving Database Management Systems 2021 SIGMOD 6.889374e-05
4,080 Towards Dynamic and Safe Configuration Tuning for Cloud Databases 2022 SIGMOD 6.8151596e-05
4,470 Real-time Workload Pattern Analysis for Large-scale Cloud Databases 2023 VLDB 6.5833414e-05
4,618 The Price of Tailoring the Index to Your Data: Poisoning Attacks on Learned Index Structures 2022 SIGMOD 6.4981355e-05
4,743 Machine Learning for Databases 2021 VLDB 6.4379536e-05
4,779 Learned Approximate Query Processing: Make it Light, Accurate and Fast 2021 CIDR 6.416435e-05
5,250 Endure: A Robust Tuning Paradigm for LSM Trees Under Workload Uncertainty 2022 VLDB 6.2092552e-05
5,270 Forecasting Big Time Series: Old and New 2018 VLDB 6.1993805e-05
5,284 An Efficient Transfer Learning Based Configuration Adviser for Database Tuning 2024 VLDB 6.1963031e-05
5,347 Spitz: A Verifiable Database System 2020 VLDB 6.1701433e-05
5,675 HMAB: Self-Driving Hierarchy of Bandits for Integrated Physical Database Design Tuning 2023 VLDB 6.0401656e-05
5,838 Tenant Placement in Over-subscribed Database-as-a-Service Clusters 2022 VLDB 5.9726313e-05
5,929 Self-Organizing Data Containers 2022 CIDR 5.9411211e-05
6,123 Learning to Optimize LSM-trees: Towards A Reinforcement Learning based Key-Value Store for Dynamic Workloads 2023 SIGMOD 5.8771312e-05
6,453 Towards General and Efficient Online Tuning for Spark 2023 VLDB 5.7790502e-05
6,600 Proteus: Autonomous Adaptive Storage for Mixed Workloads 2022 SIGMOD 5.737874e-05
6,646 Workload Insights From The Snowflake Data Cloud: What Do Production Analytic Queries Really Look Like? 2025 VLDB 5.7214206e-05
6,801 Intermittent Query Processing 2019 VLDB 5.6776677e-05
7,160 Sibyl: Forecasting Time-Evolving Query Workloads 2024 SIGMOD 5.5945786e-05
7,163 Cost-Intelligent Data Analytics in the Cloud 2024 CIDR 5.5935766e-05
7,238 RCRank: Multimodal Ranking of Root Causes of Slow Queries in Cloud Database Systems 2025 VLDB 5.5764098e-05
7,604 SageDB: An Instance-Optimized Data Analytics System 2022 VLDB 5.4846038e-05
7,886 ChronoCache: Predictive and Adaptive Mid-Tier Query Result Caching 2020 SIGMOD 5.4313303e-05
7,915 Tastes Great! Less Filling! High Performance and Accurate Training Data Collection for Self-Driving Database Management Systems 2022 SIGMOD 5.4258674e-05
7,972 Leveraging Dynamic and Heterogeneous Workload Knowledge to Boost the Performance of Index Advisors 2024 VLDB 5.4130405e-05
7,981 The Holon Approach for Simultaneously Tuning Multiple Components in a Self-Driving Database Management System with Machine Learning via Synthesized Proto-Actions 2024 VLDB 5.4117272e-05
8,094 Dendrite: Bolt-on Adaptivity for Data Systems 2021 SIGMOD 5.3917406e-05
8,097 Sentinel: Understanding Data Systems 2020 SIGMOD 5.3917406e-05
8,204 WISK: A Workload-aware Learned Index for Spatial Keyword Queries 2023 SIGMOD 5.3769515e-05
8,570 Robust and Budget-Constrained Encoding Configurations for In-Memory Database Systems 2022 VLDB 5.3113492e-05
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Outgoing Citations (Sorted by Pagerank)

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