TY - GEN
T1 - On merits and viability of multi-cloud serverless
AU - Baarzi, Ataollah Fatahi
AU - Kesidis, George
AU - Joe-Wong, Carlee
AU - Shahrad, Mohammad
N1 - Publisher Copyright:
© 2021 Association for Computing Machinery.
PY - 2021/11/1
Y1 - 2021/11/1
N2 - Serverless computing is a rapidly growing paradigm in the cloud industry that envisions functions as the computational building blocks of an application. Instead of forcing the application developer to provision cloud resources for their application, the cloud provider provisions the required resources for each function "under the hood."In this work, we envision virtual serverless providers (VSPs) to aggregate serverless offerings. In doing so, VSPs allow developers (and businesses) to get rid of vendor lock-in problems and exploit pricing and performance variation across providers by adaptively utilizing the best provider at each time, forcing the providers to compete to offer cheaper and superior services. We discuss the merits of a VSP and show that serverless systems are well-suited to cross-provider aggregation, compared to virtual machines. We propose a VSP system architecture and implement an initial version. Using experimental evaluations, our preliminary results show that a VSP can improve maximum sustained throughput by 1.2x to 4.2x, reduces SLO violations by 98.8%, and improves the total invocations' costs by 54%.
AB - Serverless computing is a rapidly growing paradigm in the cloud industry that envisions functions as the computational building blocks of an application. Instead of forcing the application developer to provision cloud resources for their application, the cloud provider provisions the required resources for each function "under the hood."In this work, we envision virtual serverless providers (VSPs) to aggregate serverless offerings. In doing so, VSPs allow developers (and businesses) to get rid of vendor lock-in problems and exploit pricing and performance variation across providers by adaptively utilizing the best provider at each time, forcing the providers to compete to offer cheaper and superior services. We discuss the merits of a VSP and show that serverless systems are well-suited to cross-provider aggregation, compared to virtual machines. We propose a VSP system architecture and implement an initial version. Using experimental evaluations, our preliminary results show that a VSP can improve maximum sustained throughput by 1.2x to 4.2x, reduces SLO violations by 98.8%, and improves the total invocations' costs by 54%.
UR - http://www.scopus.com/inward/record.url?scp=85119250537&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85119250537&partnerID=8YFLogxK
U2 - 10.1145/3472883.3487002
DO - 10.1145/3472883.3487002
M3 - Conference contribution
AN - SCOPUS:85119250537
T3 - SoCC 2021 - Proceedings of the 2021 ACM Symposium on Cloud Computing
SP - 600
EP - 608
BT - SoCC 2021 - Proceedings of the 2021 ACM Symposium on Cloud Computing
PB - Association for Computing Machinery, Inc
T2 - 12th Annual ACM Symposium on Cloud Computing, SoCC 2021
Y2 - 1 November 2021 through 4 November 2021
ER -