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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
5554
Venue
SIGMOD
Year
2018
Pagerank
0.00017723171
Overall Rank
716 | 95.03%
DOI
10.1145/3183713.3196908

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Incoming Citations (Sorted by Pagerank)

Showing 50 of 70 citing papers.

Rank Citing Paper Year Venue Pagerank
826 ALEX: An Updatable Adaptive Learned Index 2020 SIGMOD 0.00016224841
1,478 Learning Multi-dimensional Indexes 2020 SIGMOD 0.00011762542
1,611 Qd-tree: Learning Data Layouts for Big Data Analytics 2020 SIGMOD 0.00011147324
1,729 Cloud-Native Database Systems at Alibaba: Opportunities and Challenges 2019 VLDB 0.0001073728
1,737 QuickSel: Quick Selectivity Learning with Mixture Models 2020 SIGMOD 0.00010720294
1,889 Tsunami: A Learned Multi-dimensional Index for Correlated Data and Skewed Workloads 2021 VLDB 0.00010200865
2,139 Diagnosing Root Causes of Intermittent Slow Queries in Cloud Databases 2020 VLDB 9.4640037e-05
2,501 DBEst: Revisiting Approximate Query Processing Engines with Machine Learning Models 2019 SIGMOD 8.6453446e-05
2,552 Updatable Learned Index with Precise Positions 2021 VLDB 8.5530411e-05
3,142 Active Learning for ML Enhanced Database Systems 2020 SIGMOD 7.4815444e-05
3,269 iBTune: Individualized Buffer Tuning for Large-scale Cloud Databases 2019 VLDB 7.2998062e-05
3,429 Real-time Workload Pattern Analysis for Large-scale Cloud Databases 2023 VLDB 7.1010535e-05
3,473 AI Meets Database: AI4DB and DB4AI 2021 SIGMOD 7.062864e-05
3,488 Optimal Column Layout for Hybrid Workloads 2019 VLDB 7.0479329e-05
3,659 Autoscaling Tiered Cloud Storage in Anna 2019 VLDB 6.8696023e-05
3,779 Instance-Optimized Data Layouts for Cloud Analytics Workloads 2021 SIGMOD 6.7747205e-05
3,812 Facilitating Database Tuning with Hyper-Parameter Optimization: A Comprehensive Experimental Evaluation 2022 VLDB 6.7373184e-05
4,113 RobustPeriod: Robust Time-Frequency Mining for Multiple Periodicity Detection 2021 SIGMOD 6.4420064e-05
4,240 Make Your Database System Dream of Electric Sheep: Towards Self-Driving Operation 2021 VLDB 6.3318228e-05
4,399 HUNTER: An Online Cloud Database Hybrid Tuning System for Personalized Requirements 2022 SIGMOD 6.2225151e-05
4,588 Leaper: A Learned Prefetcher for Cache Invalidation in LSM-tree based Storage Engines 2020 VLDB 6.0655418e-05
4,590 MB2: Decomposed Behavior Modeling for Self-Driving Database Management Systems 2021 SIGMOD 6.0620053e-05
4,842 Towards Dynamic and Safe Configuration Tuning for Cloud Databases 2022 SIGMOD 5.8826802e-05
4,888 Forecasting Big Time Series: Old and New 2018 VLDB 5.8531064e-05
5,428 The Price of Tailoring the Index to Your Data: Poisoning Attacks on Learned Index Structures 2022 SIGMOD 5.5091613e-05
5,573 Spitz: A Verifiable Database System 2020 VLDB 5.4276252e-05
5,861 Machine Learning for Databases 2021 VLDB 5.298883e-05
5,924 HMAB: Self-Driving Hierarchy of Bandits for Integrated Physical Database Design Tuning 2023 VLDB 5.2719183e-05
6,151 An Efficient Transfer Learning Based Configuration Adviser for Database Tuning 2024 VLDB 5.183652e-05
6,230 Learned Approximate Query Processing: Make it Light, Accurate and Fast 2021 CIDR 5.145989e-05
6,279 Self-Organizing Data Containers 2022 CIDR 5.1295282e-05
6,398 Endure: A Robust Tuning Paradigm for LSM Trees Under Workload Uncertainty 2022 VLDB 5.0819209e-05
6,699 Tenant Placement in Over-subscribed Database-as-a-Service Clusters 2022 VLDB 4.9566258e-05
6,803 Proteus: Autonomous Adaptive Storage for Mixed Workloads 2022 SIGMOD 4.9224958e-05
6,871 Towards General and Efficient Online Tuning for Spark 2023 VLDB 4.8997004e-05
7,407 Intermittent Query Processing 2019 VLDB 4.7373205e-05
7,498 Dendrite: Bolt-on Adaptivity for Data Systems 2021 SIGMOD 4.7180617e-05
7,500 Sentinel: Understanding Data Systems 2020 SIGMOD 4.7180617e-05
7,620 Learning to Optimize LSM-trees: Towards A Reinforcement Learning based Key-Value Store for Dynamic Workloads 2023 SIGMOD 4.693568e-05
7,842 ChronoCache: Predictive and Adaptive Mid-Tier Query Result Caching 2020 SIGMOD 4.6368238e-05
7,889 Cost-Intelligent Data Analytics in the Cloud 2024 CIDR 4.6253386e-05
7,989 RCRank: Multimodal Ranking of Root Causes of Slow Queries in Cloud Database Systems 2025 VLDB 4.6124681e-05
8,020 The Holon Approach for Simultaneously Tuning Multiple Components in a Self-Driving Database Management System with Machine Learning via Synthesized Proto-Actions 2024 VLDB 4.6040862e-05
8,082 Tastes Great! Less Filling! High Performance and Accurate Training Data Collection for Self-Driving Database Management Systems 2022 SIGMOD 4.5905454e-05
8,131 Sibyl: Forecasting Time-Evolving Query Workloads 2024 SIGMOD 4.5784634e-05
8,199 Leveraging Dynamic and Heterogeneous Workload Knowledge to Boost the Performance of Index Advisors 2024 VLDB 4.5605795e-05
8,442 SageDB: An Instance-Optimized Data Analytics System 2022 VLDB 4.5120602e-05
8,578 Robust and Budget-Constrained Encoding Configurations for In-Memory Database Systems 2022 VLDB 4.4923477e-05
8,627 Limousine: Blending Learned and Classical Indexes to Self-Design Larger-than-Memory Cloud Storage Engines 2024 SIGMOD 4.4829101e-05
8,636 WISK: A Workload-aware Learned Index for Spatial Keyword Queries 2023 SIGMOD 4.4801284e-05
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