Automated Demand-driven Resource Scaling in Relational Database-as-a-Service
Summary: Automates demand-driven auto-scaling of relational DaaS resources via robust signals from database engine telemetry to predict workload needs. Azure SQL Database prototype yields 1.5–3× cost savings with latency on par with utilization-only methods, letting tenants budget by latency rather than fixed resources. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Sudipto Das (Microsoft)
- 2. Feng Li (Microsoft)
- 3. Vivek R. Narasayya (Microsoft)
- 4. Arnd Christian König (Microsoft)
BibTeX Citation
@inproceedings{das_sigmod16,
title = {{Automated Demand-driven Resource Scaling in Relational Database-as-a-Service}},
author = {Das, Sudipto and Li, Feng and Narasayya, Vivek R. and König, Arnd Christian},
series = {{SIGMOD} '16},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/2882903.2903733},
url = {https://dl.acm.org/doi/10.1145/2882903.2903733},
year = {2016}
}Incoming Citations (Sorted by Pagerank)
Showing 28 of 28 citing papers.
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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 |
|---|---|---|---|---|
| 496 | Adaptive Self-Tuning Memory in DB2 | 2006 | VLDB | 0.00017347275 |
| 586 | Workload-Aware Database Monitoring and Consolidation | 2011 | SIGMOD | 0.00015905357 |
| 628 | Performance Prediction for Concurrent Database Workloads | 2011 | SIGMOD | 0.00015421836 |
| 676 | Robust Estimation of Resource Consumption for SQL Queries using Statistical Techniques | 2012 | VLDB | 0.00014838681 |
| 830 | Automatic Virtual Machine Configuration for Database Workloads | 2008 | SIGMOD | 0.00013571967 |
| 1,345 | SQLVM: Performance Isolation in Multi-Tenant Relational Database-as-a-Service | 2013 | CIDR | 0.00010952015 |
| 1,940 | Performance and Resource Modeling in Highly-Concurrent OLTP Workloads | 2013 | SIGMOD | 9.3179491e-05 |
| 3,238 | Characterizing Tenant Behavior for Placement and Crisis Mitigation in Multitenant DBMSs | 2013 | SIGMOD | 7.4847427e-05 |
| 4,786 | Automated and On-Demand Provisioning of Virtual Machines for Database Applications | 2007 | SIGMOD | 6.403249e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 1,345 | SQLVM: Performance Isolation in Multi-Tenant Relational Database-as-a-Service | 2013 | CIDR |
| 2 | 9,941 | Towards Database Virtualization for Database as a Service | 2013 | VLDB |
| 3 | 10,989 | ScaleSense: Cost-Intelligent Scaling Framework via Learned Resource Estimation in Alibaba AnalyticDB | 2026 | VLDB |
| 4 | 2,295 | CPU Sharing Techniques for Performance Isolation in Multi-tenant Relational Database-as-a-Service | 2014 | VLDB |
| 5 | 2,004 | Moneyball: Proactive Auto-Scaling in Microsoft Azure SQL Database Serverless | 2022 | VLDB |
| 6 | 5,097 | Releasing Cloud Databases from the Chains of Performance Prediction Models | 2017 | CIDR |
| 7 | 11,556 | Proactive Resume and Pause of Resources for Microsoft Azure SQL Database Serverless | 2024 | SIGMOD |
| 8 | 5,850 | Tenant Placement in Over-subscribed Database-as-a-Service Clusters | 2022 | VLDB |
| 9 | 644 | Relational Cloud: A Database-as-a-Service for the Cloud | 2011 | CIDR |
| 10 | 5,413 | Flexible Resource Allocation for Relational Database-as-a-Service | 2023 | VLDB |