Releasing Cloud Databases from the Chains of Performance Prediction Models
Summary: Move from brittle query-latency predictors to ML that directly models monetary cost of provisioning and executing query workloads. Design an RL-based IaaS service that learns low-cost VM provisioning and query-dispatch policies for dynamic clouds; PoC validates feasibility. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 7 of 7 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 640 | Bao: Making Learned Query Optimization Practical | 2021 | SIGMOD | 0.00018759152 |
| 2,568 | Towards Cost-Optimal Query Processing in the Cloud | 2021 | VLDB | 8.5239227e-05 |
| 4,593 | Auto-WLM: Machine Learning Enhanced Workload Management in Amazon Redshift | 2023 | SIGMOD | 6.0606891e-05 |
| 5,924 | HMAB: Self-Driving Hierarchy of Bandits for Integrated Physical Database Design Tuning | 2023 | VLDB | 5.2719183e-05 |
| 10,999 | Towards Full Stack Adaptivity in Permissioned Blockchains | 2024 | VLDB | 4.1945683e-05 |
| 11,635 | Automated Performance Management for the Big Data Stack | 2019 | CIDR | 4.1945683e-05 |
| 11,668 | Cost-Effective, Workload-Adaptive Migration of Big Data Applications to the Cloud | 2019 | SIGMOD | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 9 of 9 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 310 | The Vertica Analytic Database: C-Store 7 Years Later | 2012 | VLDB | 0.00028132402 |
| 570 | Workload-Aware Database Monitoring and Consolidation | 2011 | SIGMOD | 0.00019922274 |
| 718 | Performance Prediction for Concurrent Database Workloads | 2011 | SIGMOD | 0.0001763106 |
| 1,385 | SQLVM: Performance Isolation in Multi-Tenant Relational Database-as-a-Service | 2013 | CIDR | 0.00012261812 |
| 1,818 | iCBS: Incremental Cost-based Scheduling under Piecewise Linear SLAs | 2011 | VLDB | 0.000104336 |
| 2,234 | PerfEnforce Demonstration: Data Analytics with Performance Guarantees | 2016 | SIGMOD | 9.2272296e-05 |
| 3,216 | WiSeDB: A Learning-based Workload Management Advisor for Cloud Databases | 2016 | VLDB | 7.3601267e-05 |
| 3,479 | Characterizing Tenant Behavior for Placement and Crisis Mitigation in Multitenant DBMSs | 2013 | SIGMOD | 7.0539055e-05 |
| 3,809 | Changing the Face of Database Cloud Services with Personalized Service Level Agreements | 2015 | CIDR | 6.7409982e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,549 | Database-Agnostic Workload Management | 2019 | CIDR | 6.0926728e-05 |
| 8,792 | Database Optimization for the Cloud: Where Costs, Partial Results, and Consumer Choice Meet | 2015 | CIDR | 4.4506724e-05 |
| 7,889 | Cost-Intelligent Data Analytics in the Cloud | 2024 | CIDR | 4.6253386e-05 |
| 664 | Relational Cloud: A Database-as-a-Service for the Cloud | 2011 | CIDR | 0.00018465843 |
| 514 | An End-to-End Automatic Cloud Database Tuning System Using Deep Reinforcement Learning | 2019 | SIGMOD | 0.0002124895 |
| 2,568 | Towards Cost-Optimal Query Processing in the Cloud | 2021 | VLDB | 8.5239227e-05 |
| 6,062 | Flexible Resource Allocation for Relational Database-as-a-Service | 2023 | VLDB | 5.2302798e-05 |
| 1,322 | Automated Demand-driven Resource Scaling in Relational Database-as-a-Service | 2016 | SIGMOD | 0.00012610912 |
| 4,013 | DBSeer: Resource and Performance Prediction for Building a Next Generation Database Cloud | 2013 | CIDR | 6.529956e-05 |
| 3,076 | Learning a Partitioning Advisor for Cloud Databases | 2020 | SIGMOD | 7.6107677e-05 |