2019年eBay自主增强分析平台的实践.pptx

1、Agenda,eBay数据平台演进,eBay data platform and evolution.,1,How eBay builds its home-grown augmented analytics platform with disruptive innovation.,01,eBay数据平台演进,eBay data platform and evolution.,28 K Nodes,700 PBAnalytics Data,1.2 MDW Queries,6KBIA users,Data Engineering,Data Warehouse,Data Science,Opera

2、tional Data Store,Stream Processing,Glance,Ecosystem,Site Application,Business Operation,Data Processing,Data Operation,Security&Governance,Intelligence,Visualization,Discovery,Analytics,Data Services,Data Mgmt,Data Fabric,JOURNEY,Spark SQLNLP ParserMetadata in KGAuto Insights w/MLAugmented Analytic

3、s,2018,2010,2005,MySQLInformaticaSite CatalystBusiness ObjectsSystem Of Record Reporting,EDW MicroStrategyTableauData HubVisual Based Discovery,Hadoop HDFSOLAP on HBaseRealtime StreamingViz FabricVisual Based Discovery,2015,analytics FOR THE FEW,32%,%of users using any BIA toolSource:Gather Magic Qu

4、adrant Reference Survey 2017,ADOPTION,Spark SQLNLP ParserMetadata in KGAuto Insights w/MLAugmented Analytics,2018,2010,2005,MySQLInformaticaSite CatalystBusiness ObjectsSystem Of Record Reporting,EDW MicroStrategyTableauData HubVisual Based Discovery,Hadoop HDFSOLAP on HBaseRealtime StreamingViz Fab

5、ricVisual Based Discovery,2015,6,000+users,200+users,500+users,2,000+users,Customer evolution,Dedicated analyst to citizen scientistsPre-built dashboard to live data that is responsive and real-timeIsolated review to collaborative decision making events,product evolution,Vendor solution to homegrown

6、 productsSelf sufficient analytics from key decision makers to everyoneFrom fact to actionable insights,technology evolution,Data FabricData OpsAd-hoc OLAPNLP&MLOpen Metadata with Knowledge Graph,gartner,Top 10 data and analytics technology trends for 2019,Augmented Analytics,Aug