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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)

Paper ID
5192
Venue
SIGMOD
Year
2016
Pagerank
0.00012610912
Overall Rank
1,322 | 90.81%
DOI
10.1145/2882903.2903733

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 25 of 25 citing papers.

Rank Citing Paper Year Venue Pagerank
359 Self-Driving Database Management Systems 2017 CIDR 0.0002592783
716 Query-based Workload Forecasting for Self-Driving Database Management Systems 2018 SIGMOD 0.00017723171
1,729 Cloud-Native Database Systems at Alibaba: Opportunities and Challenges 2019 VLDB 0.0001073728
2,375 Moneyball: Proactive Auto-Scaling in Microsoft Azure SQL Database Serverless 2022 VLDB 8.9452359e-05
3,269 iBTune: Individualized Buffer Tuning for Large-scale Cloud Databases 2019 VLDB 7.2998062e-05
3,473 AI Meets Database: AI4DB and DB4AI 2021 SIGMOD 7.062864e-05
4,152 openGauss: An Autonomous Database System 2021 VLDB 6.4060406e-05
4,240 Make Your Database System Dream of Electric Sheep: Towards Self-Driving Operation 2021 VLDB 6.3318228e-05
4,662 Nova-LSM: A Distributed, Component-based LSM-tree Key-value Store 2021 SIGMOD 6.013415e-05
5,005 Adaptive HTAP through Elastic Resource Scheduling 2020 SIGMOD 5.7641797e-05
5,719 Survivability of Cloud Databases - Factors and Prediction 2018 SIGMOD 5.3550742e-05
5,861 Machine Learning for Databases 2021 VLDB 5.298883e-05
7,047 Seagull: An Infrastructure for Load Prediction and Optimized Resource Allocation 2021 VLDB 4.8521181e-05
7,234 MgCrab: Transaction Crabbing for Live Migration in Deterministic Database Systems 2019 VLDB 4.7941449e-05
7,296 Multi-Tenant Cloud Data Services: State-of-the-Art, Challenges and Opportunities 2022 SIGMOD 4.7723197e-05
8,355 A system design for elastically scaling transaction processing engines in virtualized servers 2020 VLDB 4.5381474e-05
8,416 Towards Building Autonomous Data Services on Azure 2023 SIGMOD 4.5196199e-05
8,739 Vertically Autoscaling Monolithic Applications with CaaSPER: Scalable Container-as-a-Service Performance Enhanced Resizing Algorithm for the Cloud 2024 SIGMOD 4.456315e-05
9,411 Kora: A Cloud-Native Event Streaming Platform For Kafka 2023 VLDB 4.3441378e-05
9,467 Database Gyms 2023 CIDR 4.3346412e-05
10,410 Oceanus: Enable SLO-Aware Vertical Autoscaling for Cloud-Native Streaming Services in Tencent 2025 SIGMOD 4.1945683e-05
10,931 Proactive Resume and Pause of Resources for Microsoft Azure SQL Database Serverless 2024 SIGMOD 4.1945683e-05
10,966 Lorentz: Learned SKU Recommendation Using Profile Data (DMDS) 2024 SIGMOD 4.1945683e-05
11,085 OptScaler: A Collaborative Framework for Robust Autoscaling in the Cloud 2024 VLDB 4.1945683e-05
11,487 Toto - Benchmarking the Efficiency of a Cloud Service 2021 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
570 Workload-Aware Database Monitoring and Consolidation 2011 SIGMOD 0.00019922274
663 Adaptive Self-Tuning Memory in DB2 2006 VLDB 0.00018469455
718 Performance Prediction for Concurrent Database Workloads 2011 SIGMOD 0.0001763106
887 Automatic Virtual Machine Configuration for Database Workloads 2008 SIGMOD 0.00015578896
1,019 Robust Estimation of Resource Consumption for SQL Queries using Statistical Techniques 2012 VLDB 0.00014625603
1,385 SQLVM: Performance Isolation in Multi-Tenant Relational Database-as-a-Service 2013 CIDR 0.00012261812
2,230 Performance and Resource Modeling in Highly-Concurrent OLTP Workloads 2013 SIGMOD 9.2322426e-05
3,479 Characterizing Tenant Behavior for Placement and Crisis Mitigation in Multitenant DBMSs 2013 SIGMOD 7.0539055e-05
4,372 Automated and On-Demand Provisioning of Virtual Machines for Database Applications 2007 SIGMOD 6.2454934e-05
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8,742 Tao: Improving Resource Utilization while Guaranteeing SLO in Multi-tenant Relational Database-as-a-Service 2024 SIGMOD 4.456315e-05
1,385 SQLVM: Performance Isolation in Multi-Tenant Relational Database-as-a-Service 2013 CIDR 0.00012261812
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