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 |
|---|---|---|---|---|
| 634 | Bao: Making Learned Query Optimization Practical | 2021 | SIGMOD | 0.00018844568 |
| 2,553 | Towards Cost-Optimal Query Processing in the Cloud | 2021 | VLDB | 8.5522099e-05 |
| 4,592 | Auto-WLM: Machine Learning Enhanced Workload Management in Amazon Redshift | 2023 | SIGMOD | 6.056004e-05 |
| 5,925 | HMAB: Self-Driving Hierarchy of Bandits for Integrated Physical Database Design Tuning | 2023 | VLDB | 5.2669029e-05 |
| 11,002 | Towards Full Stack Adaptivity in Permissioned Blockchains | 2024 | VLDB | 4.1905499e-05 |
| 11,639 | Automated Performance Management for the Big Data Stack | 2019 | CIDR | 4.1905499e-05 |
| 11,673 | Cost-Effective, Workload-Adaptive Migration of Big Data Applications to the Cloud | 2019 | SIGMOD | 4.1905499e-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 | 0.0002815547 |
| 573 | Workload-Aware Database Monitoring and Consolidation | 2011 | SIGMOD | 0.00019886777 |
| 716 | Performance Prediction for Concurrent Database Workloads | 2011 | SIGMOD | 0.00017623897 |
| 1,387 | SQLVM: Performance Isolation in Multi-Tenant Relational Database-as-a-Service | 2013 | CIDR | 0.00012249858 |
| 1,817 | iCBS: Incremental Cost-based Scheduling under Piecewise Linear SLAs | 2011 | VLDB | 0.00010428319 |
| 2,236 | PerfEnforce Demonstration: Data Analytics with Performance Guarantees | 2016 | SIGMOD | 9.2198891e-05 |
| 3,222 | WiSeDB: A Learning-based Workload Management Advisor for Cloud Databases | 2016 | VLDB | 7.3531422e-05 |
| 3,484 | Characterizing Tenant Behavior for Placement and Crisis Mitigation in Multitenant DBMSs | 2013 | SIGMOD | 7.0481876e-05 |
| 3,811 | Changing the Face of Database Cloud Services with Personalized Service Level Agreements | 2015 | CIDR | 6.7372095e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,547 | Database-Agnostic Workload Management | 2019 | CIDR | 6.0904384e-05 |
| 8,790 | Database Optimization for the Cloud: Where Costs, Partial Results, and Consumer Choice Meet | 2015 | CIDR | 4.4464049e-05 |
| 7,787 | Cost-Intelligent Data Analytics in the Cloud | 2024 | CIDR | 4.6468106e-05 |
| 664 | Relational Cloud: A Database-as-a-Service for the Cloud | 2011 | CIDR | 0.0001846313 |
| 510 | An End-to-End Automatic Cloud Database Tuning System Using Deep Reinforcement Learning | 2019 | SIGMOD | 0.00021420477 |
| 2,553 | Towards Cost-Optimal Query Processing in the Cloud | 2021 | VLDB | 8.5522099e-05 |
| 6,066 | Flexible Resource Allocation for Relational Database-as-a-Service | 2023 | VLDB | 5.225259e-05 |
| 1,321 | Automated Demand-driven Resource Scaling in Relational Database-as-a-Service | 2016 | SIGMOD | 0.00012605455 |
| 4,003 | DBSeer: Resource and Performance Prediction for Building a Next Generation Database Cloud | 2013 | CIDR | 6.5406297e-05 |
| 3,066 | Learning a Partitioning Advisor for Cloud Databases | 2020 | SIGMOD | 7.6255556e-05 |