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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
6244
Venue
SIGMOD
Year
2021
Pagerank
4.1945683e-05
Overall Rank
11,487 | 20.09%
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
210 Gorilla: A Fast, Scalable, In-Memory Time Series Database 2015 VLDB 0.0003404384
340 OLTP-Bench: An Extensible Testbed for Benchmarking Relational Databases 2014 VLDB 0.00026841628
514 An End-to-End Automatic Cloud Database Tuning System Using Deep Reinforcement Learning 2019 SIGMOD 0.0002124895
918 Socrates: The New SQL Server in the Cloud 2019 SIGMOD 0.00015350181
1,322 Automated Demand-driven Resource Scaling in Relational Database-as-a-Service 2016 SIGMOD 0.00012610912
1,326 Starling: A Scalable Query Engine on Cloud Functions 2020 SIGMOD 0.00012576952
1,385 SQLVM: Performance Isolation in Multi-Tenant Relational Database-as-a-Service 2013 CIDR 0.00012261812
1,420 Data Management Challenges in Production Machine Learning 2017 SIGMOD 0.00012057956
1,984 Amazon Aurora: On Avoiding Distributed Consensus for I/Os, Commits, and Membership Changes 2018 SIGMOD 9.8607096e-05
2,424 Lambada: Interactive Data Analytics on Cold Data Using Serverless Cloud Infrastructure 2020 SIGMOD 8.8380822e-05
2,588 Database Learning: Toward a Database that Becomes Smarter Every Time 2017 SIGMOD 8.4909562e-05
2,731 CPU Sharing Techniques for Performance Isolation in Multi-tenant Relational Database-as-a-Service 2014 VLDB 8.2108797e-05
3,216 WiSeDB: A Learning-based Workload Management Advisor for Cloud Databases 2016 VLDB 7.3601267e-05
3,436 Sharing Buffer Pool Memory in Multi-Tenant Relational Database-as-a-Service 2015 VLDB 7.0948913e-05
3,479 Characterizing Tenant Behavior for Placement and Crisis Mitigation in Multitenant DBMSs 2013 SIGMOD 7.0539055e-05
4,019 Taurus Database: How to be Fast, Available, and Frugal in the Cloud 2020 SIGMOD 6.5238856e-05
4,279 Revenue Maximization for Query Pricing 2020 VLDB 6.2953388e-05
5,257 Probabilistic Demand Forecasting at Scale 2017 VLDB 5.6003925e-05
5,719 Survivability of Cloud Databases - Factors and Prediction 2018 SIGMOD 5.3550742e-05
7,047 Seagull: An Infrastructure for Load Prediction and Optimized Resource Allocation 2021 VLDB 4.8521181e-05
7,067 JetScope: Reliable and Interactive Analytics at Cloud Scale 2015 VLDB 4.8440936e-05
9,734 Reliability Analytics for Cloud Based Distributed Databases 2020 SIGMOD 4.2942813e-05
9,946 Not for the Timid: On the Impact of Aggressive Over-booking in the Cloud 2016 VLDB 4.2431724e-05
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