{"title":"工作负载驱动的系统优化:事情正在变得真实!","authors":"C. Curino","doi":"10.1145/3465480.3466918","DOIUrl":null,"url":null,"abstract":"In this talk, I will describe how workload-driven system optimization has quickly evolved from a researcher's dream into a production reality. In particular, I will provide a high-level overview of a large collection of efforts that build upon careful telemetry collection and analysis to tune and optimize large-scale distributed systems in production at Microsoft. While the opportunities are staggering (e.g., improving system efficiencies to the tune of 10s of millions of dollars per year), the challenges are equally daunting. I will discuss some of the ways we handle the challenges at MS and point at open problems along the way.","PeriodicalId":217173,"journal":{"name":"Proceedings of the 15th ACM International Conference on Distributed and Event-based Systems","volume":"109 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-06-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Workload-driven systems optimization: things are getting real!\",\"authors\":\"C. Curino\",\"doi\":\"10.1145/3465480.3466918\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In this talk, I will describe how workload-driven system optimization has quickly evolved from a researcher's dream into a production reality. In particular, I will provide a high-level overview of a large collection of efforts that build upon careful telemetry collection and analysis to tune and optimize large-scale distributed systems in production at Microsoft. While the opportunities are staggering (e.g., improving system efficiencies to the tune of 10s of millions of dollars per year), the challenges are equally daunting. I will discuss some of the ways we handle the challenges at MS and point at open problems along the way.\",\"PeriodicalId\":217173,\"journal\":{\"name\":\"Proceedings of the 15th ACM International Conference on Distributed and Event-based Systems\",\"volume\":\"109 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-06-28\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the 15th ACM International Conference on Distributed and Event-based Systems\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1145/3465480.3466918\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 15th ACM International Conference on Distributed and Event-based Systems","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3465480.3466918","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Workload-driven systems optimization: things are getting real!
In this talk, I will describe how workload-driven system optimization has quickly evolved from a researcher's dream into a production reality. In particular, I will provide a high-level overview of a large collection of efforts that build upon careful telemetry collection and analysis to tune and optimize large-scale distributed systems in production at Microsoft. While the opportunities are staggering (e.g., improving system efficiencies to the tune of 10s of millions of dollars per year), the challenges are equally daunting. I will discuss some of the ways we handle the challenges at MS and point at open problems along the way.