彻底改变数据分析:向 Databricks 和 AtScale 的转变.pdf

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彻底改变数据分析:向 Databricks 和 AtScale 的转变.pdf

1、2024 Databricks Inc.All rights reserved1Revolutionizing Revolutionizing Data Analysis:Data Analysis:The Shift To The Shift To Databricks&Databricks&AtScaleAtScaleGeoffrey RoderickGeoffrey RoderickJun 2024Jun 2024 2023 Corning Incorporated Founded:1851Headquarters:Corning,New YorkEmployees:50,000 wor

2、ldwide2023 Revenue:$12.6 billion Fortune 500 Ranking(2023):292Corning Incorporated is one of the worlds leading innovators in materials science.For 170 years,Corning has applied its unparalleled expertise in glass science,ceramic science,and optical physics to develop products and processes that hav

3、e transformed industries and enhanced peoples lives.General-Corning(L4)Cornings mission is another 170 years of innovation and independence.But we never take our eyes offthe big picture.Our ultimate goal is a world that is better because of our efforts:a world with cleanerair,healthier lives,richer

4、entertainment experiences,and more efficient communication.https:/ ConsumerElectronicsLife SciencesAutomotiveThe industrieswe help shapeHistory of Data ProcessingData Marts(80-90s)EDW(2000s)Data Lake(2010s)Cloud Data(2020s)Oracle Data Marts across a company but couldnt scale Centralized Enterprise D

5、ata Warehouses to support reportingHadoop-based data lakes to collect large amounts of dataCloud data platforms separating storage from compute for scaleERP LandscapeCurrent StateGeneral-Corning(L4)Current StateBW9.2 Rptg9.2 Rptg8.9 Rptg Replicated copies of the ERP for transactional reporting ERP c

6、ould not support query volume Supports ad-hoc&intraday reporting Usage is hourly,daily weekly,monthly Largely Excel orientedOperational Data StoresGeneral-Corning(L4)Current StateRESCUEFARCLS DWSACEPMCET DWAGSDIV DWSCMDWFINDSMDaARPond Daily copies of ERP for management reporting Provide division-wid

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