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Toto - Benchmarking the Efficiency of a Cloud Service

Summary: Toto: a benchmark framework to measure cloud-service efficiency under co-location and contention with scalable, repeatable production workloads. Implemented in SQL DB staging clusters; enables density–QoS tradeoffs across Kubernetes/Service Fabric. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6245
Venue
SIGMOD
Year
2021
Pagerank
4.1905499e-05
Overall Rank
11,491 | 20.14%
DOI
10.1145/3448016.3457555

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Showing 23 of 23 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
211 Gorilla: A Fast, Scalable, In-Memory Time Series Database 2015 VLDB 0.0003401421
339 OLTP-Bench: An Extensible Testbed for Benchmarking Relational Databases 2014 VLDB 0.00026895683
510 An End-to-End Automatic Cloud Database Tuning System Using Deep Reinforcement Learning 2019 SIGMOD 0.00021420477
914 Socrates: The New SQL Server in the Cloud 2019 SIGMOD 0.00015370799
1,321 Automated Demand-driven Resource Scaling in Relational Database-as-a-Service 2016 SIGMOD 0.00012605455
1,324 Starling: A Scalable Query Engine on Cloud Functions 2020 SIGMOD 0.00012585081
1,387 SQLVM: Performance Isolation in Multi-Tenant Relational Database-as-a-Service 2013 CIDR 0.00012249858
1,422 Data Management Challenges in Production Machine Learning 2017 SIGMOD 0.00012050431
1,989 Amazon Aurora: On Avoiding Distributed Consensus for I/Os, Commits, and Membership Changes 2018 SIGMOD 9.8499087e-05
2,420 Lambada: Interactive Data Analytics on Cold Data Using Serverless Cloud Infrastructure 2020 SIGMOD 8.8474951e-05
2,589 Database Learning: Toward a Database that Becomes Smarter Every Time 2017 SIGMOD 8.4868591e-05
2,750 CPU Sharing Techniques for Performance Isolation in Multi-tenant Relational Database-as-a-Service 2014 VLDB 8.1788028e-05
3,222 WiSeDB: A Learning-based Workload Management Advisor for Cloud Databases 2016 VLDB 7.3531422e-05
3,431 Sharing Buffer Pool Memory in Multi-Tenant Relational Database-as-a-Service 2015 VLDB 7.0984188e-05
3,484 Characterizing Tenant Behavior for Placement and Crisis Mitigation in Multitenant DBMSs 2013 SIGMOD 7.0481876e-05
4,031 Taurus Database: How to be Fast, Available, and Frugal in the Cloud 2020 SIGMOD 6.5136841e-05
4,275 Revenue Maximization for Query Pricing 2020 VLDB 6.2895439e-05
5,265 Probabilistic Demand Forecasting at Scale 2017 VLDB 5.5950627e-05
5,729 Survivability of Cloud Databases - Factors and Prediction 2018 SIGMOD 5.3499416e-05
7,044 Seagull: An Infrastructure for Load Prediction and Optimized Resource Allocation 2021 VLDB 4.8475963e-05
7,079 JetScope: Reliable and Interactive Analytics at Cloud Scale 2015 VLDB 4.8353804e-05
9,733 Reliability Analytics for Cloud Based Distributed Databases 2020 SIGMOD 4.2901665e-05
9,948 Not for the Timid: On the Impact of Aggressive Over-booking in the Cloud 2016 VLDB 4.2391069e-05
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