Solver-In-The-Loop Cluster Resource Management for Database-as-a-Service
Summary: Solver-in-the-loop DBaaS placement: cast minimizing service disruption (tenant moves, constraint violations) as a fast combinatorial optimization that models dynamic, high-variance tenant demands and move costs. Implemented in Service Fabric; substantially reduces moves and violations vs. prior managers. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Arnd Christian König (Microsoft)
- 2. Yi Shan (Microsoft)
- 3. Karan Newatia (University of Pennsylvania)
- 4. Luke Marshall (Microsoft)
- 5. Vivek Narasayya (Microsoft)
BibTeX Citation
@article{konig_vldb23,
title = {{Solver-In-The-Loop Cluster Resource Management for Database-as-a-Service}},
author = {König, Arnd Christian and Shan, Yi and Newatia, Karan and Marshall, Luke and Narasayya, Vivek},
journal = {PVLDB},
series = {{VLDB} '23},
volume = {16},
number = {13},
pages = {4254--4267},
doi = {10.14778/3625054.3625062},
url = {https://doi.org/10.14778/3625054.3625062},
year = {2023}
}Incoming Citations (Sorted by Pagerank)
Showing 6 of 6 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,956 | Tao: Improving Resource Utilization while Guaranteeing SLO in Multi-tenant Relational Database-as-a-Service | 2024 | SIGMOD | 5.2504523e-05 |
| 9,084 | Vertically Autoscaling Monolithic Applications with CaaSPER: Scalable Container-as-a-Service Performance Enhanced Resizing Algorithm for the Cloud | 2024 | SIGMOD | 5.2258409e-05 |
| 9,915 | ABase: the Multi-Tenant NoSQL Serverless Database for Diverse and Dynamic Workloads in Large-scale Cloud Environments | 2025 | SIGMOD | 5.1079647e-05 |
| 10,126 | Eigen+: Memory Over-Subscription for Alibaba Cloud Databases | 2025 | SIGMOD | 5.0745433e-05 |
| 10,958 | Narwhal: Breaking the Local Boundary via Disaggregated Memory Scheduling for Alibaba AnalyticDB | 2026 | VLDB | 4.9769913e-05 |
| 11,137 | Managed Resource Scaling in Amazon EMR | 2025 | SIGMOD | 4.9769913e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 7 of 7 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 739 | Zephyr: Live Migration in Shared Nothing Databases for Elastic Cloud Platforms | 2011 | SIGMOD | 0.00014327549 |
| 893 | Albatross: Lightweight Elasticity in Shared Storage Databases for the Cloud using Live Data Migration | 2011 | VLDB | 0.00013213905 |
| 3,391 | RTP: Robust Tenant Placement for Elastic In-Memory Database Clusters | 2013 | SIGMOD | 7.3462108e-05 |
| 3,950 | Eigen: End-to-end Resource Optimization for Large-Scale Databases on the Cloud | 2023 | VLDB | 6.9035063e-05 |
| 5,767 | Survivability of Cloud Databases - Factors and Prediction | 2018 | SIGMOD | 5.9997338e-05 |
| 5,838 | Tenant Placement in Over-subscribed Database-as-a-Service Clusters | 2022 | VLDB | 5.9726313e-05 |
| 8,220 | Scaling a Declarative Cluster Manager Architecture with Query Optimization Techniques | 2023 | VLDB | 5.3745507e-05 |
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| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 3,001 | Sharing Buffer Pool Memory in Multi-Tenant Relational Database-as-a-Service | 2015 | VLDB |
| 2 | 8,220 | Scaling a Declarative Cluster Manager Architecture with Query Optimization Techniques | 2023 | VLDB |
| 3 | 11,504 | Proactive Resume and Pause of Resources for Microsoft Azure SQL Database Serverless | 2024 | SIGMOD |
| 4 | 2,286 | CPU Sharing Techniques for Performance Isolation in Multi-tenant Relational Database-as-a-Service | 2014 | VLDB |
| 5 | 5,090 | Releasing Cloud Databases from the Chains of Performance Prediction Models | 2017 | CIDR |
| 6 | 3,391 | RTP: Robust Tenant Placement for Elastic In-Memory Database Clusters | 2013 | SIGMOD |
| 7 | 10,326 | Not for the Timid: On the Impact of Aggressive Over-booking in the Cloud | 2016 | VLDB |
| 8 | 1,068 | Automated Demand-driven Resource Scaling in Relational Database-as-a-Service | 2016 | SIGMOD |
| 9 | 5,396 | Flexible Resource Allocation for Relational Database-as-a-Service | 2023 | VLDB |
| 10 | 5,838 | Tenant Placement in Over-subscribed Database-as-a-Service Clusters | 2022 | VLDB |