{"title":"Big Data Applications Performance Assurance","authors":"B. Zibitsker","doi":"10.1145/2859889.2883586","DOIUrl":null,"url":null,"abstract":"Today's fast-paced businesses have to make business decisions in real-time. That creates pressure on IT leaders to develop near real-time Big Data and Data Warehouse applications that apply advance analytics against large volumes of data to deliver recommendations fast. Hardware and software used to build Big Data infrastructure is cheap, but management of complex environments is not easy In this presentation we will review role of Performance Assurance incorporating Descriptive, Diagnostic, Predictive, Prescriptive and Control Analytics during each phase of the Application and Data life cycle. We will review challenges and Performance Assurance solutions for Big Data Batch and Real Time applications based on YARN, Map/Reduce, Kafka, Spark/Storm and Cassandra Apache projects","PeriodicalId":265808,"journal":{"name":"Companion Publication for ACM/SPEC on International Conference on Performance Engineering","volume":"88 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2016-03-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Companion Publication for ACM/SPEC on International Conference on Performance Engineering","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/2859889.2883586","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1
Abstract
Today's fast-paced businesses have to make business decisions in real-time. That creates pressure on IT leaders to develop near real-time Big Data and Data Warehouse applications that apply advance analytics against large volumes of data to deliver recommendations fast. Hardware and software used to build Big Data infrastructure is cheap, but management of complex environments is not easy In this presentation we will review role of Performance Assurance incorporating Descriptive, Diagnostic, Predictive, Prescriptive and Control Analytics during each phase of the Application and Data life cycle. We will review challenges and Performance Assurance solutions for Big Data Batch and Real Time applications based on YARN, Map/Reduce, Kafka, Spark/Storm and Cassandra Apache projects