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Azure Functions custom handlers. https:\/\/learn.microsoft.com\/en-us\/azure\/azure-functions\/functions-custom-handlers [Online; accessed September-5-2025]."},{"key":"e_1_3_2_1_8_1","volume-title":"Azure Functions Flex Consumption plan hosting. https:\/\/learn.microsoft.com\/en-us\/azure\/azure-functions\/flex-consumption-plan [Online","author":"Azure Microsoft","year":"2025","unstructured":"Microsoft Azure. 2025. Azure Functions Flex Consumption plan hosting. https:\/\/learn.microsoft.com\/en-us\/azure\/azure-functions\/flex-consumption-plan [Online; accessed April-16-2025]."},{"key":"e_1_3_2_1_9_1","volume-title":"Azure Functions Host. https:\/\/github.com\/Azure\/azure-functions-host [Online","author":"Azure Microsoft","year":"2025","unstructured":"Microsoft Azure. 2025. Azure Functions Host. https:\/\/github.com\/Azure\/azure-functions-host [Online; accessed May-4-2025]."},{"key":"e_1_3_2_1_10_1","volume-title":"Azure Functions Premium plan. https:\/\/learn.microsoft.com\/en-us\/azure\/azure-functions\/functions-premium-plan [Online","author":"Azure Microsoft","year":"2025","unstructured":"Microsoft Azure. 2025. Azure Functions Premium plan. https:\/\/learn.microsoft.com\/en-us\/azure\/azure-functions\/functions-premium-plan [Online; accessed August-30-2025]."},{"key":"e_1_3_2_1_11_1","volume-title":"Azure Functions scale and hosting | Microsoft Learn. https:\/\/learn.microsoft.com\/en-us\/azure\/azure-functions\/functions-scale [Online","author":"Azure Microsoft","year":"2025","unstructured":"Microsoft Azure. 2025. 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Instance types and usage modes -Function Compute - Alibaba Cloud Documentation Center. https:\/\/www.alibabacloud.com\/help\/en\/functioncompute\/fc-20\/user-guide\/instance-types-and-instance-modes [Online; accessed April-19-2025]."},{"key":"e_1_3_2_1_20_1","volume-title":"About instance autoscaling in Cloud Run services. https:\/\/cloud.google.com\/run\/docs\/about-instance-autoscaling [Online","author":"Cloud Google","year":"2025","unstructured":"Google Cloud. 2025. About instance autoscaling in Cloud Run services. https:\/\/cloud.google.com\/run\/docs\/about-instance-autoscaling [Online; accessed April-24-2025]."},{"key":"e_1_3_2_1_21_1","volume-title":"Architectural overview of Knative serving. https:\/\/cloud.google.com\/kubernetes-engine\/enterprise\/knative-serving\/docs\/architecture-overview [Online","author":"Cloud Google","year":"2025","unstructured":"Google Cloud. 2025. 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IBM Cloud Code Engine. https:\/\/www.ibm.com\/products\/code-engine [Online; accessed May-2-2025]."},{"key":"e_1_3_2_1_32_1","volume-title":"Cloud Functions | Oracle. https:\/\/www.oracle.com\/ca-en\/cloud\/cloud-native\/functions\/ [Online","author":"Cloud Oracle","year":"2025","unstructured":"Oracle Cloud. 2025. Cloud Functions | Oracle. https:\/\/www.oracle.com\/ca-en\/cloud\/cloud-native\/functions\/ [Online; accessed April-19-2025]."},{"key":"e_1_3_2_1_33_1","volume-title":"https:\/\/workers.cloudflare.com\/ [Online","author":"Workers Cloudflare","year":"2025","unstructured":"Cloudflare. 2025. Cloudflare Workers. https:\/\/workers.cloudflare.com\/ [Online; accessed May-2-2025]."},{"key":"e_1_3_2_1_34_1","volume-title":"Limits Cloudflare Workers docs. https:\/\/developers.cloudflare.com\/workers\/platform\/limits\/ [Online","year":"2025","unstructured":"Cloudflare. 2025. 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What is serverless computing? | Serverless definition | Cloudflare. https:\/\/www.cloudflare.com\/learning\/serverless\/what-is-serverless\/ [Online; accessed May-2-2025]."},{"key":"e_1_3_2_1_37_1","volume-title":"workerd. https:\/\/github.com\/cloudflare\/workerd [Online","year":"2025","unstructured":"Cloudflare. 2025. workerd. https:\/\/github.com\/cloudflare\/workerd [Online; accessed May-4-2025]."},{"key":"e_1_3_2_1_38_1","volume-title":"Proceedings of the 22nd International Middleware Conference. 64\u201378","author":"Copik Marcin","year":"2021","unstructured":"Marcin Copik, Grzegorz Kwasniewski, Maciej Besta, Michal Podstawski, and Torsten Hoefler. 2021. Sebs: A serverless benchmark suite for function-as-a-service computing. In Proceedings of the 22nd International Middleware Conference. 64\u201378."},{"key":"e_1_3_2_1_39_1","volume-title":"An EEVDF CPU scheduler for Linux. https:\/\/lwn.net\/Articles\/925371\/ [Online","author":"Corbet Jonathan","year":"2025","unstructured":"Jonathan Corbet. 2023. An EEVDF CPU scheduler for Linux. https:\/\/lwn.net\/Articles\/925371\/ [Online; accessed May-5-2025]."},{"key":"e_1_3_2_1_40_1","volume-title":"Proceedings of the 4th Workshop on Resource Disaggregation and Serverless. 22\u201328","author":"Cvetkovi\u0107 Lazar","year":"2023","unstructured":"Lazar Cvetkovi\u0107, Rodrigo Fonseca, and Ana Klimovic. 2023. Understanding the neglected cost of serverless cluster management. In Proceedings of the 4th Workshop on Resource Disaggregation and Serverless. 22\u201328."},{"key":"e_1_3_2_1_41_1","volume-title":"The State of Serverless","year":"2023","unstructured":"Datadog. 2023. 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IBM Cloud Code Engine. https:\/\/community.ibm.com\/HigherLogic\/System\/DownloadDocumentFile.ashx?DocumentFileKey=e10f6c31-c1dd-3cd5-09d2-098d04b6f695 [Online; accessed April-16-2025]."},{"key":"e_1_3_2_1_46_1","volume-title":"SC22: International Conference for High Performance Computing, Networking, Storage and Analysis. IEEE, 1\u201316","author":"Fu Yuqi","year":"2022","unstructured":"Yuqi Fu, Li Liu, Haoliang Wang, Yue Cheng, and Songqing Chen. 2022. Sfs: Smart os scheduling for serverless functions. In SC22: International Conference for High Performance Computing, Networking, Storage and Analysis. IEEE, 1\u201316."},{"key":"e_1_3_2_1_47_1","volume-title":"Priority OS Scheduler for Serverless Functions. In 2024 USENIX Annual Technical Conference (USENIX ATC 24)","author":"Fu Yuqi","year":"2024","unstructured":"Yuqi Fu, Ruizhe Shi, Haoliang Wang, Songqing Chen, and Yue Cheng. 2024. ALPS: An Adaptive Learning, Priority OS Scheduler for Serverless Functions. 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Cloud programming simplified: A berkeley view on serverless computing. arXiv preprint arXiv:1902.03383 (2019)."},{"key":"e_1_3_2_1_51_1","volume-title":"Huawei Cloud Production FaaS Trace Data Releases. https:\/\/github.com\/sir-lab\/data-release [Online","author":"Joosen Artjom","year":"2025","unstructured":"Artjom Joosen. 2025. Huawei Cloud Production FaaS Trace Data Releases. https:\/\/github.com\/sir-lab\/data-release [Online; accessed May-5-2025]."},{"key":"e_1_3_2_1_52_1","volume-title":"Proceedings of the 2023 ACM Symposium on Cloud Computing. 443\u2013458","author":"Joosen Artjom","year":"2023","unstructured":"Artjom Joosen, Ahmed Hassan, Martin Asenov, Rajkarn Singh, Luke Darlow, Jianfeng Wang, and Adam Barker. 2023. How does it function? characterizing long-term trends in production serverless workloads. 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CFS Bandwidth Control. https:\/\/www.kernel.org\/doc\/Documentation\/scheduler\/sched-bwc.txt [Online; accessed Dec-10-2024]."},{"key":"e_1_3_2_1_55_1","volume-title":"Control Group v2. https:\/\/www.kernel.org\/doc\/Documentation\/cgroup-v2.txt [Online","author":"Kernel Linux","year":"2025","unstructured":"Linux Kernel. 2015. Control Group v2. https:\/\/www.kernel.org\/doc\/Documentation\/cgroup-v2.txt [Online; accessed May-5-2025]."},{"key":"e_1_3_2_1_56_1","volume-title":"linux\/kernel\/sched\/fair.c at v6.12 \u00b7 torvalds\/linux. https:\/\/github.com\/torvalds\/linux\/blob\/adc218676eef25575469234709c2d87185ca223a\/kernel\/sched\/fair.c#L6279 [Online","author":"Kernel Linux","year":"2025","unstructured":"Linux Kernel. 2024. linux\/kernel\/sched\/fair.c at v6.12 \u00b7 torvalds\/linux. https:\/\/github.com\/torvalds\/linux\/blob\/adc218676eef25575469234709c2d87185ca223a\/kernel\/sched\/fair.c#L6279 [Online; accessed January-4-2025]."},{"key":"e_1_3_2_1_57_1","volume-title":"linux\/kernel\/sched\/fair.c at v6.12 \u00b7 torvalds\/linux. https:\/\/github.com\/torvalds\/linux\/blob\/adc218676eef25575469234709c2d87185ca223a\/kernel\/sched\/fair.c#L76 [Online","author":"Kernel Linux","year":"2025","unstructured":"Linux Kernel. 2024. linux\/kernel\/sched\/fair.c at v6.12 \u00b7 torvalds\/linux. https:\/\/github.com\/torvalds\/linux\/blob\/adc218676eef25575469234709c2d87185ca223a\/kernel\/sched\/fair.c#L76 [Online; accessed January-4-2025]."},{"key":"e_1_3_2_1_58_1","volume-title":"linux\/kernel\/sched\/sched.h at \u00b7 torvalds\/linux. https:\/\/github.com\/torvalds\/linux\/blob\/adc218676eef25575469234709c2d87185ca223a\/kernel\/sched\/sched.h#L405 [Online","author":"Kernel Linux","year":"2025","unstructured":"Linux Kernel. 2024. linux\/kernel\/sched\/sched.h at \u00b7 torvalds\/linux. https:\/\/github.com\/torvalds\/linux\/blob\/adc218676eef25575469234709c2d87185ca223a\/kernel\/sched\/sched.h#L405 [Online; accessed January-4-2025]."},{"key":"e_1_3_2_1_59_1","volume-title":"Reducing Scheduling-Clock Ticks. https:\/\/github.com\/torvalds\/linux\/blob\/master\/Documentation\/timers\/no_hz.rst [Online","author":"Kernel Linux","year":"2025","unstructured":"Linux Kernel. 2024. NO_HZ: Reducing Scheduling-Clock Ticks. https:\/\/github.com\/torvalds\/linux\/blob\/master\/Documentation\/timers\/no_hz.rst [Online; accessed Jan-10-2025]."},{"key":"e_1_3_2_1_60_1","volume-title":"Extensible Scheduler Class. https:\/\/docs.kernel.org\/scheduler\/sched-ext.html [Online","author":"Kernel Linux","year":"2025","unstructured":"Linux Kernel. 2025. Extensible Scheduler Class. https:\/\/docs.kernel.org\/scheduler\/sched-ext.html [Online; accessed September-5-2025]."},{"key":"e_1_3_2_1_61_1","unstructured":"Daniel Khan. 2021. A look behind the scenes of AWS Lambda and our new Lambda monitoring extension. https:\/\/www.dynatrace.com\/news\/blog\/a-look-behind-the-scenes-of-aws-lambda-and-our-new-lambda-monitoring-extension\/[Online; accessed May-14-2025]."},{"key":"e_1_3_2_1_62_1","volume-title":"2019 IEEE 12th International Conference on Cloud Computing (CLOUD). IEEE, 502\u2013504","author":"Kim Jeongchul","year":"2019","unstructured":"Jeongchul Kim and Kyungyong Lee. 2019. Functionbench: A suite of workloads for serverless cloud function service. In 2019 IEEE 12th International Conference on Cloud Computing (CLOUD). IEEE, 502\u2013504."},{"key":"e_1_3_2_1_63_1","volume-title":"Configuring concurrency. https:\/\/knative.dev\/docs\/serving\/autoscaling\/concurrency\/ [Online","year":"2025","unstructured":"Knative. 2025. Configuring concurrency. https:\/\/knative.dev\/docs\/serving\/autoscaling\/concurrency\/ [Online; accessed September-16-2025]."},{"key":"e_1_3_2_1_64_1","volume-title":"Knative is an Open-Source Enterprise-level solution to build Serverless and Event Driven Applications. https:\/\/knative.dev\/docs\/ [Online","year":"2025","unstructured":"Knative. 2025. Knative is an Open-Source Enterprise-level solution to build Serverless and Event Driven Applications. https:\/\/knative.dev\/docs\/ [Online; accessed May-4-2025]."},{"key":"e_1_3_2_1_65_1","unstructured":"Knative. Accessed on 2025-05-07.. Additional autoscaling configuration for Knative Pod Autoscaler. https:\/\/knative.dev\/docs\/serving\/autoscaling\/kpa-specific\/"},{"key":"e_1_3_2_1_66_1","volume-title":"Proceedings of the 2024 ACM Symposium on Cloud Computing. 144\u2013159","author":"Lan Yuqiao","year":"2024","unstructured":"Yuqiao Lan, Xiaohui Peng, and Yifan Wang. 2024. Snapipeline: Accelerating Snapshot Startup for FaaS Containers. In Proceedings of the 2024 ACM Symposium on Cloud Computing. 144\u2013159."},{"key":"e_1_3_2_1_67_1","volume-title":"2018 IEEE 11th International Conference on Cloud Computing (CLOUD). IEEE, 442\u2013450","author":"Lee Hyungro","year":"2018","unstructured":"Hyungro Lee, Kumar Satyam, and Geoffrey Fox. 2018. Evaluation of production serverless computing environments. In 2018 IEEE 11th International Conference on Cloud Computing (CLOUD). IEEE, 442\u2013450."},{"key":"e_1_3_2_1_68_1","doi-asserted-by":"crossref","first-page":"3795","DOI":"10.14778\/3611540.3611565","article-title":"Eigen: End-to-end resource optimization for large-scale databases on the cloud","volume":"16","author":"Li Ji You","year":"2023","unstructured":"Ji You Li, Jiachi Zhang, Wenchao Zhou, Yuhang Liu, Shuai Zhang, Zhuoming Xue, Ding Xu, Hua Fan, Fangyuan Zhou, and Feifei Li. 2023. Eigen: End-to-end resource optimization for large-scale databases on the cloud. Proceedings of the VLDB Endowment 16, 12 (2023), 3795\u20133807.","journal-title":"Proceedings of the VLDB Endowment"},{"key":"e_1_3_2_1_69_1","volume-title":"Proceedings of the 2023 ACM Symposium on Cloud Computing. 32\u201347","author":"Li Suyi","year":"2023","unstructured":"Suyi Li, Wei Wang, Jun Yang, Guangzhen Chen, and Daohe Lu. 2023. Golgi: Performance-aware, resource-efficient function scheduling for serverless computing. In Proceedings of the 2023 ACM Symposium on Cloud Computing. 32\u201347."},{"key":"e_1_3_2_1_70_1","volume-title":"2022 USENIX Annual Technical Conference (USENIX ATC 22)","author":"Li Zijun","year":"2022","unstructured":"Zijun Li, Jiagan Cheng, Quan Chen, Eryu Guan, Zizheng Bian, Yi Tao, Bin Zha, Qiang Wang, Weidong Han, and Minyi Guo. 2022. RunD: a lightweight secure container runtime for high-density deployment and high-concurrency startup in serverless computing. In 2022 USENIX Annual Technical Conference (USENIX ATC 22). 53\u201368."},{"key":"e_1_3_2_1_71_1","first-page":"180","article-title":"Fine-grained performance and cost modeling and optimization for FaaS applications","volume":"34","author":"Lin Changyuan","year":"2022","unstructured":"Changyuan Lin, Nima Mahmoudi, Caixiang Fan, and Hamzeh Khazaei. 2022. Fine-grained performance and cost modeling and optimization for FaaS applications. 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Demystifying the cost of serverless computing: Towards a win-win deal. IEEE Transactions on Parallel and Distributed Systems 35, 1 (2023), 59\u201372.","journal-title":"IEEE Transactions on Parallel and Distributed Systems"},{"key":"e_1_3_2_1_74_1","volume-title":"16th USENIX Symposium on Operating Systems Design and Implementation (OSDI 22)","author":"Mahgoub Ashraf","year":"2022","unstructured":"Ashraf Mahgoub, Edgardo Barsallo Yi, Karthick Shankar, Sameh Elnikety, Somali Chaterji, and Saurabh Bagchi. 2022. {ORION} and the three rights: Sizing, bundling, and prewarming for serverless {DAGs}. In 16th USENIX Symposium on Operating Systems Design and Implementation (OSDI 22). 303\u2013320."},{"key":"e_1_3_2_1_75_1","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/3530892","article-title":"Wisefuse: Workload characterization and dag transformation for serverless workflows","volume":"6","author":"Mahgoub Ashraf","year":"2022","unstructured":"Ashraf Mahgoub, Edgardo Barsallo Yi, Karthick Shankar, Eshaan Minocha, Sameh Elnikety, Saurabh Bagchi, and Somali Chaterji. 2022. Wisefuse: Workload characterization and dag transformation for serverless workflows. Proceedings of the ACM on Measurement and Analysis of Computing Systems 6, 2 (2022), 1\u201328.","journal-title":"Proceedings of the ACM on Measurement and Analysis of Computing Systems"},{"key":"e_1_3_2_1_76_1","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/3510412","article-title":"A holistic view on resource management in serverless computing environments: Taxonomy and future directions","volume":"54","author":"Mampage Anupama","year":"2022","unstructured":"Anupama Mampage, Shanika Karunasekera, and Rajkumar Buyya. 2022. A holistic view on resource management in serverless computing environments: Taxonomy and future directions. ACM Computing Surveys (CSUR) 54, 11s (2022), 1\u201336.","journal-title":"ACM Computing Surveys (CSUR)"},{"key":"e_1_3_2_1_77_1","volume-title":"Growth Analysis & Forecast. https:\/\/www.marketsandmarkets.com\/Market-Reports\/serverless-computing-market-217021547.html [Online","year":"2025","unstructured":"MarketsandMarkets. 2024. Serverless Computing Market Size & Trends, Growth Analysis & Forecast. https:\/\/www.marketsandmarkets.com\/Market-Reports\/serverless-computing-market-217021547.html [Online; accessed May-2-2025]."},{"key":"e_1_3_2_1_78_1","volume-title":"Proceedings of the 2023 ACM Symposium on Cloud Computing. 177\u2013192","author":"Moghimi Arshia","year":"2023","unstructured":"Arshia Moghimi, Joe Hattori, Alexander Li, Mehdi Ben Chikha, and Mohammad Shahrad. 2023. Parrotfish: Parametric regression for optimizing serverless functions. In Proceedings of the 2023 ACM Symposium on Cloud Computing. 177\u2013192."},{"key":"e_1_3_2_1_79_1","volume-title":"Proceedings of the European Conference on Computer Systems (EuroSys '26)","author":"Nasiri Nima","year":"2026","unstructured":"Nima Nasiri, Nalin Munshi, Simon Moser, Marius Pirvu, Vijay Sundaresan, Daryl Maier, Thatta Premnath, Norman B\u00f6wing, Sathish Gopalakrishnan, and Mohammad Shahrad. 2026. In-Production Characterization of an Open Source Serverless Platform and New Scaling Strategies. In Proceedings of the European Conference on Computer Systems (EuroSys '26). ACM."},{"key":"e_1_3_2_1_80_1","volume-title":"Eliminating cold starts with Cloudflare Workers. https:\/\/blog.cloudflare.com\/eliminating-cold-starts-with-cloudflare-workers\/ [Online","author":"Partovi Ashcon","year":"2025","unstructured":"Ashcon Partovi. 2020. Eliminating cold starts with Cloudflare Workers. https:\/\/blog.cloudflare.com\/eliminating-cold-starts-with-cloudflare-workers\/ [Online; accessed May-10-2025]."},{"key":"e_1_3_2_1_81_1","volume-title":"Proceedings of the 29th ACM International Conference on Architectural Support for Programming Languages and Operating Systems","volume":"4","author":"Pei Qi","year":"2024","unstructured":"Qi Pei, Yipeng Wang, and Seunghee Shin. 2024. Litmus: Fair Pricing for Serverless Computing. In Proceedings of the 29th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, Volume 4. 155\u2013169."},{"key":"e_1_3_2_1_82_1","volume-title":"Proceedings of the 3rd ACM SIGSIM Conference on Principles of Advanced Discrete Simulation. 47\u201358","author":"Pellegrini Alessandro","year":"2015","unstructured":"Alessandro Pellegrini and Francesco Quaglia. 2015. Time-sharing time warp via lightweight operating system support. In Proceedings of the 3rd ACM SIGSIM Conference on Principles of Advanced Discrete Simulation. 47\u201358."},{"key":"e_1_3_2_1_83_1","unstructured":"Danilo Poccia. 2023. AWS Lambda Functions Powered by AWS Graviton2 Processor - Run Your Functions on Arm and Get Up to 34% Better Price Performance. https:\/\/aws.amazon.com\/blogs\/aws\/aws-lambda-functions-powered-by-aws-graviton2-processor-run-your-functions-on-arm-and-get-up-to-34-better-price-performance\/ [Online; accessed September-5-2025]."},{"key":"e_1_3_2_1_84_1","doi-asserted-by":"crossref","first-page":"2202","DOI":"10.1109\/TNET.2018.2863647","article-title":"Randomized algorithms for scheduling multi-resource jobs in the cloud","volume":"26","author":"Psychas Konstantinos","year":"2018","unstructured":"Konstantinos Psychas and Javad Ghaderi. 2018. Randomized algorithms for scheduling multi-resource jobs in the cloud. IEEE\/ACM Transactions on Networking 26, 5 (2018), 2202\u20132215.","journal-title":"IEEE\/ACM Transactions on Networking"},{"key":"e_1_3_2_1_85_1","unstructured":"Andrea Righi. 2024. Enable low latency features in the generic Ubuntu kernel for 24.04 - Kernel - Ubuntu Community Hub. https:\/\/discourse.ubuntu.com\/t\/enable-low-latency-features-in-the-generic-ubuntu-kernel-for-24-04\/42255 [Online; accessed Jan-10-2025]."},{"key":"e_1_3_2_1_86_1","unstructured":"Matt Sealey et al. 2013. One of these things (CONFIG_HZ) is not like the others. https:\/\/linux-arm-kernel.infradead.narkive.com\/sUEd68SK\/one-of-these-things-config-hz-is-not-like-the-others [Online; accessed Jan-10-2025]."},{"key":"e_1_3_2_1_87_1","volume-title":"Augment Lambda functions using Lambda extensions. https:\/\/docs.aws.amazon.com\/lambda\/latest\/dg\/lambda-extensions.html [Online","author":"Services Amazon Web","year":"2025","unstructured":"Amazon Web Services. 2025. Augment Lambda functions using Lambda extensions. https:\/\/docs.aws.amazon.com\/lambda\/latest\/dg\/lambda-extensions.html [Online; accessed May-14-2025]."},{"key":"e_1_3_2_1_88_1","volume-title":"AWS Lambda for Go. https:\/\/github.com\/aws\/aws-lambda-go [Online","author":"Services Amazon Web","year":"2025","unstructured":"Amazon Web Services. 2025. AWS Lambda for Go. https:\/\/github.com\/aws\/aws-lambda-go [Online; accessed May-4-2025]."},{"key":"e_1_3_2_1_89_1","volume-title":"Configure Lambda function memory - AWS Lambda. https:\/\/docs.aws.amazon.com\/lambda\/latest\/dg\/configuration-memory.html [Online","author":"Services Amazon Web","year":"2025","unstructured":"Amazon Web Services. 2025. Configure Lambda function memory - AWS Lambda. https:\/\/docs.aws.amazon.com\/lambda\/latest\/dg\/configuration-memory.html [Online; accessed April-24-2025]."},{"key":"e_1_3_2_1_90_1","volume-title":"Configuring provisioned concurrency for a function. https:\/\/docs.aws.amazon.com\/lambda\/latest\/dg\/provisioned-concurrency.html [Online","author":"Services Amazon Web","year":"2025","unstructured":"Amazon Web Services. 2025. Configuring provisioned concurrency for a function. https:\/\/docs.aws.amazon.com\/lambda\/latest\/dg\/provisioned-concurrency.html [Online; accessed September-5-2025]."},{"key":"e_1_3_2_1_91_1","volume-title":"Serverless Compute Engine-AWS Fargate Pricing-Amazon Web Services. https:\/\/aws.amazon.com\/fargate\/pricing\/ [Online","author":"Services Amazon Web","year":"2025","unstructured":"Amazon Web Services. 2025. Serverless Compute Engine-AWS Fargate Pricing-Amazon Web Services. https:\/\/aws.amazon.com\/fargate\/pricing\/ [Online; accessed May-10-2025]."},{"key":"e_1_3_2_1_92_1","volume-title":"Serverless Computing - AWS Lambda Pricing - Amazon Web Services. https:\/\/aws.amazon.com\/lambda\/pricing\/ [Online","author":"Services Amazon Web","year":"2025","unstructured":"Amazon Web Services. 2025. Serverless Computing - AWS Lambda Pricing - Amazon Web Services. https:\/\/aws.amazon.com\/lambda\/pricing\/ [Online; accessed May-10-2025]."},{"key":"e_1_3_2_1_93_1","volume-title":"FaaS Serverless - AWS Lambda - AWS. https:\/\/aws.amazon.com\/lambda\/ [Online","author":"Services Amazon Web","year":"2025","unstructured":"Amazon Web Services. 2025. Serverless Function, FaaS Serverless - AWS Lambda - AWS. https:\/\/aws.amazon.com\/lambda\/ [Online; accessed May-2-2025]."},{"key":"e_1_3_2_1_94_1","volume-title":"Understanding the Lambda execution environment lifecycle. https:\/\/docs.aws.amazon.com\/lambda\/latest\/dg\/lambda-runtime-environment.html [Online","author":"Services Amazon Web","year":"2025","unstructured":"Amazon Web Services. 2025. Understanding the Lambda execution environment lifecycle. https:\/\/docs.aws.amazon.com\/lambda\/latest\/dg\/lambda-runtime-environment.html [Online; accessed May-4-2025]."},{"key":"e_1_3_2_1_95_1","volume-title":"Using the Lambda runtime API for custom runtimes. https:\/\/docs.aws.amazon.com\/lambda\/latest\/dg\/runtimes-api.html [Online","author":"Services Amazon Web","year":"2025","unstructured":"Amazon Web Services. 2025. Using the Lambda runtime API for custom runtimes. https:\/\/docs.aws.amazon.com\/lambda\/latest\/dg\/runtimes-api.html [Online; accessed September-5-2025]."},{"key":"e_1_3_2_1_96_1","volume-title":"Proceedings of the 52nd Annual IEEE\/ACM International Symposium on Microarchitecture (MICRO '52)","author":"Shahrad Mohammad","year":"2019","unstructured":"Mohammad Shahrad, Jonathan Balkind, and David Wentzlaff. 2019. Architectural Implications of Function-as-a-Service Computing. In Proceedings of the 52nd Annual IEEE\/ACM International Symposium on Microarchitecture (MICRO '52). ACM, 1063\u20131075."},{"key":"e_1_3_2_1_97_1","unstructured":"Mohammad Shahrad Rodrigo Fonseca \u00cd\u00f1igo Goiri Gohar Chaudhry Paul Batum Jason Cooke Eduardo Laureano Colby Tresness Mark Russinovich and Ricardo Bianchini. 2020. Serverless in the wild: Characterizing and optimizing the serverless workload at a large cloud provider. In 2020 USENIX annual technical conference (USENIX ATC 20). 205\u2013218."},{"key":"e_1_3_2_1_98_1","volume-title":"Characterization and Optimization of the Serverless Workload at a Large Cloud Provider. USENIX PATRONS","author":"Shahrad Mohammad","year":"2020","unstructured":"Mohammad Shahrad, Rordrigo Fonseca, \u00cd\u00f1igo Goiri, Gohar Chaudhry, and Ricardo Bianchini. 2020. Characterization and Optimization of the Serverless Workload at a Large Cloud Provider. USENIX PATRONS (2020), 35."},{"key":"e_1_3_2_1_99_1","volume-title":"2020 USENIX Annual Technical Conference (USENIX ATC 20)","author":"Shillaker Simon","year":"2020","unstructured":"Simon Shillaker and Peter Pietzuch. 2020. Faasm: Lightweight isolation for efficient stateful serverless computing. In 2020 USENIX Annual Technical Conference (USENIX ATC 20). 419\u2013433."},{"key":"e_1_3_2_1_100_1","volume-title":"Proceedings of the Linux Symposium","volume":"2","author":"Siddha Suresh","year":"2007","unstructured":"Suresh Siddha, Venkatesh Pallipadi, and AVD Ven. 2007. Getting maximum mileage out of tickless. In Proceedings of the Linux Symposium, Vol. 2. Citeseer, 201\u2013207."},{"key":"e_1_3_2_1_101_1","unstructured":"Ion Stoica and Hussein Abdel-Wahab. 1995. Earliest eligible virtual deadline first: A flexible and accurate mechanism for proportional share resource allocation. Old Dominion Univ. Norfolk VA Tech. Rep. TR-95-22 (1995)."},{"key":"e_1_3_2_1_102_1","volume-title":"Proceedings of the 13th Symposium on Cloud Computing. 78\u201393","author":"Tian Huangshi","year":"2022","unstructured":"Huangshi Tian, Suyi Li, Ao Wang, Wei Wang, Tianlong Wu, and Haoran Yang. 2022. Owl: Performance-aware scheduling for resource-efficient function-as-a-service cloud. In Proceedings of the 13th Symposium on Cloud Computing. 78\u201393."},{"key":"e_1_3_2_1_103_1","volume-title":"USENIX Security Symposium. 239\u2013256","author":"Tsafrir Dan","year":"2007","unstructured":"Dan Tsafrir, Yoav Etsion, and Dror G Feitelson. 2007. Secretly Monopolizing the CPU Without Superuser Privileges.. In USENIX Security Symposium. 239\u2013256."},{"key":"e_1_3_2_1_104_1","volume-title":"Linux Symposium","volume":"10","author":"Turner Paul","year":"2010","unstructured":"Paul Turner, Bharata B Rao, and Nikhil Rao. 2010. CPU bandwidth control for CFS. In Linux Symposium, Vol. 10. Citeseer, 245\u2013254."},{"key":"e_1_3_2_1_105_1","volume-title":"Mitigating Unnecessary Throttling in Linux CFS Bandwidth Control. In 2022 IEEE 34th International Symposium on Computer Architecture and High Performance Computing (SBAC-PAD). IEEE, 336\u2013345","author":"Ugedal Odin","year":"2022","unstructured":"Odin Ugedal and Rakesh Kumar. 2022. Mitigating Unnecessary Throttling in Linux CFS Bandwidth Control. In 2022 IEEE 34th International Symposium on Computer Architecture and High Performance Computing (SBAC-PAD). IEEE, 336\u2013345."},{"key":"e_1_3_2_1_106_1","volume-title":"https:\/\/vercel.com\/docs\/functions\/usage-and-pricing [Online","author":"Functions Usage","year":"2025","unstructured":"Vercel. 2025. Usage & Pricing for Functions. https:\/\/vercel.com\/docs\/functions\/usage-and-pricing [Online; accessed April-19-2025]."},{"key":"e_1_3_2_1_107_1","volume-title":"Proceedings of the tenth european conference on computer systems. 1\u201317","author":"Verma Abhishek","year":"2015","unstructured":"Abhishek Verma, Luis Pedrosa, Madhukar Korupolu, David Oppenheimer, Eric Tune, and John Wilkes. 2015. Large-scale cluster management at Google with Borg. In Proceedings of the tenth european conference on computer systems. 1\u201317."},{"key":"e_1_3_2_1_108_1","volume-title":"2021 USENIX Annual Technical Conference (USENIX ATC 21)","author":"Wang Ao","year":"2021","unstructured":"Ao Wang, Shuai Chang, Huangshi Tian, Hongqi Wang, Haoran Yang, Huiba Li, Rui Du, and Yue Cheng. 2021. FaaSNet: Scalable and fast provisioning of custom serverless container runtimes at Alibaba cloud function compute. In 2021 USENIX Annual Technical Conference (USENIX ATC 21). 443\u2013457."},{"key":"e_1_3_2_1_109_1","unstructured":"Liang Wang Mengyuan Li Yinqian Zhang Thomas Ristenpart and Michael Swift. 2018. Peeking behind the curtains of serverless platforms. In 2018 USENIX annual technical conference (USENIX ATC 18). 133\u2013146."},{"key":"e_1_3_2_1_110_1","first-page":"1","article-title":"Rise of the planet of serverless computing: A systematic review","volume":"32","author":"Wen Jinfeng","year":"2023","unstructured":"Jinfeng Wen, Zhenpeng Chen, Xin Jin, and Xuanzhe Liu. 2023. Rise of the planet of serverless computing: A systematic review. ACM Transactions on Software Engineering and Methodology 32, 5 (2023), 1\u201361.","journal-title":"ACM Transactions on Software Engineering and Methodology"},{"key":"e_1_3_2_1_111_1","first-page":"1","article-title":"Unveiling overlooked performance variance in serverless computing","volume":"30","author":"Wen Jinfeng","year":"2025","unstructured":"Jinfeng Wen, Zhenpeng Chen, Federica Sarro, and Shangguang Wang. 2025. Unveiling overlooked performance variance in serverless computing. Empirical Software Engineering 30, 2 (2025), 1\u201326.","journal-title":"Empirical Software Engineering"},{"key":"e_1_3_2_1_112_1","volume-title":"SCOPE: Performance Testing for Serverless Computing. ACM Transactions on Software Engineering and Methodology","author":"Wen Jinfeng","year":"2025","unstructured":"Jinfeng Wen, Zhenpeng Chen, Jianshu Zhao, Federica Sarro, Haodi Ping, Ying Zhang, Shangguang Wang, and Xuanzhe Liu. 2025. SCOPE: Performance Testing for Serverless Computing. ACM Transactions on Software Engineering and Methodology (2025)."},{"key":"e_1_3_2_1_113_1","volume-title":"Serverless ICYMI Q1 2024 | AWS Compute Blog. https:\/\/aws.amazon.com\/blogs\/compute\/serverless-icymi-q1-2024\/ [Online","author":"Wood Julian","year":"2025","unstructured":"Julian Wood. 2024. Serverless ICYMI Q1 2024 | AWS Compute Blog. https:\/\/aws.amazon.com\/blogs\/compute\/serverless-icymi-q1-2024\/ [Online; accessed May-2-2025]."},{"key":"e_1_3_2_1_114_1","volume-title":"Proceedings of the 11th ACM Symposium on Cloud Computing. 30\u201344","author":"Yu Tianyi","year":"2020","unstructured":"Tianyi Yu, Qingyuan Liu, Dong Du, Yubin Xia, Binyu Zang, Ziqian Lu, Pingchao Yang, Chenggang Qin, and Haibo Chen. 2020. Characterizing serverless platforms with ServerlessBench. In Proceedings of the 11th ACM Symposium on Cloud Computing. 30\u201344."},{"key":"e_1_3_2_1_115_1","volume-title":"Proceedings of the ACM SIGOPS 28th Symposium on Operating Systems Principles. 724\u2013739","author":"Zhang Yanqi","year":"2021","unstructured":"Yanqi Zhang, \u00cd\u00f1igo Goiri, Gohar Irfan Chaudhry, Rodrigo Fonseca, Sameh Elnikety, Christina Delimitrou, and Ricardo Bianchini. 2021. Faster and cheaper serverless computing on harvested resources. In Proceedings of the ACM SIGOPS 28th Symposium on Operating Systems Principles. 724\u2013739."},{"key":"e_1_3_2_1_116_1","volume-title":"Proceedings of the 25th International Middleware Conference. 172\u2013184","author":"Zhao Yuxuan","year":"2024","unstructured":"Yuxuan Zhao, Weikang Weng, Rob van Nieuwpoort, and Alexandru Uta. 2024. In Serverless, OS Scheduler Choice Costs Money: A Hybrid Scheduling Approach for Cheaper FaaS. In Proceedings of the 25th International Middleware Conference. 172\u2013184."},{"key":"e_1_3_2_1_117_1","volume-title":"Proceedings of the 2023 ACM Symposium on Cloud Computing. 142\u2013157","author":"Zhu Xiangfeng","year":"2023","unstructured":"Xiangfeng Zhu, Guozhen She, Bowen Xue, Yu Zhang, Yongsu Zhang, Xuan Kelvin Zou, XiongChun Duan, Peng He, Arvind Krishnamurthy, Matthew Lentz, et al. 2023. Dissecting overheads of service mesh sidecars. In Proceedings of the 2023 ACM Symposium on Cloud Computing. 142\u2013157."},{"key":"e_1_3_2_1_118_1","volume-title":"Function process lifetime, suspension ... \u00b7 Issue #2317 \u00b7 Azure\/Azure-Functions. https:\/\/github.com\/Azure\/Azure-Functions\/issues\/2317 [Online","author":"Ziegler Wolfgang","year":"2025","unstructured":"Wolfgang Ziegler and Matthew Henderson. 2023. Function process lifetime, suspension ... \u00b7 Issue #2317 \u00b7 Azure\/Azure-Functions. https:\/\/github.com\/Azure\/Azure-Functions\/issues\/2317 [Online; accessed May-12-2025]."}],"event":{"name":"EUROSYS '26: 21st European Conference on Computer Systems","location":"McEwan Hall\/The University of Edinburgh Edinburgh Scotland UK","acronym":"EUROSYS '26","sponsor":["SIGOPS ACM Special Interest Group on Operating Systems"]},"container-title":["Proceedings of the 21st European Conference on Computer Systems"],"original-title":[],"deposited":{"date-parts":[[2026,4,24]],"date-time":"2026-04-24T20:33:09Z","timestamp":1777062789000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3767295.3769374"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,4,26]]},"references-count":118,"alternative-id":["10.1145\/3767295.3769374","10.1145\/3767295"],"URL":"https:\/\/doi.org\/10.1145\/3767295.3769374","relation":{},"subject":[],"published":{"date-parts":[[2026,4,26]]},"assertion":[{"value":"2026-04-26","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}