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1、 2021 Gartner,Inc.and/or its affiliates.All rights reserved.Gartner is a registered trademark of Gartner,Inc.and its affiliates.This publication may not be reproduced or distributed in any form without Gartners prior written permission.It consists of the opinions of Gartners research organization,wh
2、ich should not be construed as statements of fact.While the information contained in this publication has been obtained from sources believed to be reliable,Gartner disclaims all warranties as to the accuracy,completeness or adequacy of such information.Although Gartner research may address legal an
3、d financial issues,Gartner does not provide legal or investment advice and its research should not be construed or used as such.Your access and use of this publication are governed by Gartners Usage Policy.Gartner prides itself on its reputation for independence and objectivity.Its research is produ
4、ced independently by its research organization without input or influence from any third party.For further information,see Guiding Principles on Independence and Objectivity.Julian Sun|孙鑫Top Trends in Data and Analytics22 22 Oct 2021/Hangzhou,Zhejiang,ChinaOct 2021/Hangzhou,Zhejiang,China2 2021 Gart
5、ner,Inc.and/or its affiliates.All rights reserved.RESTRICTED DISTRIBUTIONCEO Top Priorities as It Pertains to Digital BusinessSum of the Top 3 Mentionsn=355,All RespondentsSource:2021 Gartner CEO Survey:The Year of RebuildingQ.In a business context the term“digital”does not have an agreed definition
6、.In your own words,what do you mean when you think about“digital business”in the context of your business and industry?”Data,analytics and AI are critical everywhere!3 2021 Gartner,Inc.and/or its affiliates.All rights reserved.Gartner is a registered trademark of Gartner,Inc.and its affiliates.14%14
7、%Top D&A Leaders are Leading or Heavily Involved In Digital Transformation25%25%Leading51%51%HeavilyInvolved8%Somewhat InvolvedInvolved76%76%leading or heavily involvedA larger proportion of the organizations who had innovation as their top focus are led by CDOs who are leading or heavily involved(8
8、6%).2%Not Involvedn=174,All not CDO/CAO/CDAO/CDIO/CDO(S03)and Those with digital transformation initiative(S08)S06.“I am the highest level Data and Analytics leader at my organization”or“The highest level Data and Analytics leader reports into me”S09.What is your personal involvement in your organiz
9、ations digital transformation initiative?Source:Gartner 2020 CDO SurveyID:200024 2021 Gartner,Inc.and/or its affiliates.All rights reserved.Gartner is a registered trademark of Gartner,Inc.and its affiliates.Top Technology Investment:Cloud and Data and Analytics Better Together5 2021 Gartner,Inc.and
10、/or its affiliates.All rights reserved.Gartner is a registered trademark of Gartner,Inc.and its affiliates.Data and Analytics is at the Center of Digital Business Platform Data andAnalytics PlatformCustomer EngagementPlatformEcosystems PlatformIoTPlatformInformation SystemsPlatformThingsCustomersEmp
11、loyeesPartners6 2021 Gartner,Inc.and/or its affiliates.All rights reserved.Gartner is a registered trademark of Gartner,Inc.and its affiliates.6 2021 Gartner,Inc.and/or its affiliates.All rights reserved.Gartner is a registered trademark of Gartner,Inc.and its affiliates.Data Fabric Is the Foundatio
12、nComposable Data and AnalyticsOperationalizeAccelerateDistributed7 2021 Gartner,Inc.and/or its affiliates.All rights reserved.Gartner is a registered trademark of Gartner,Inc.and its affiliates.7 2021 Gartner,Inc.and/or its affiliates.All rights reserved.Gartner is a registered trademark of Gartner,
13、Inc.and its affiliates.Data Fabric Is the FoundationThrough 2022,manual data management tasks will be reduced by 45%45%through the addition of machine learning and automated service-level management.OperationalizeAccelerateDistributedRESTRICTED DISTRIBUTION8 2021 Gartner,Inc.and/or its affiliates.Al
14、l rights reserved.Data Management Infrastructure Is Extremely Diverse But Must Be ConnectedWhich data management infrastructure technology is your organization currently using?57%57%52%49%46%39%36%33%31%28%23%19%30%23%32%32%35%34%37%38%41%40%43%39%9%14%11%14%12%18%18%17%20%23%19%26%3%7%4%5%7%10%9%12
15、%8%10%15%16%0%50%100%Cloud-based object storage(n=268)Data warehouses(n=266)Data catalogs(n=268)Data virtualization(n=265)Data hubs(n=265)Data lakes(n=262)Semantic technologies(n=251)Event stream processing(n=263)DBMS,including relational and non-relational(NoSQL)(n=254)Graph DBMS(n=252)Time Series
16、DBMS(n=245)Hadoop distributions(n=241)Currently usingNot using today but plan to within 12 monthsNot using today but plan to within 12-24 monthsNo plans to use within 24 monthsBase:Total Respondents,Excluding DK Q08.Which of these information infrastructure technologies is your organization using or
17、 planning to use in its data and analytics efforts?Source:Gartner 2019,Data and Analytics Adoption Trends9 2021 Gartner,Inc.and/or its affiliates.All rights reserved.Gartner is a registered trademark of Gartner,Inc.and its affiliates.Data Fabric:Optimize ConnectionsGartner Research:Data FabricAnalys
18、is by Mark Beyer et al.Data FabricData FabricInsightsCustomersThingsUsageRDBMSTraditional Analytics/BIData LakesCloud Data StoresApps and Doc.RepositoriesActive Recommendations10 2021 Gartner,Inc.and/or its affiliates.All rights reserved.Gartner is a registered trademark of Gartner,Inc.and its affil
19、iates.OperationalizeAccelerateDistributedMetadataDataData Preparation and Data Delivery LayerData ConsumersData SourcesOrchestration and DataOpsKnowledge Graph Enriched With SemanticsAugmented Data CatalogRecommendation EngineMetadata ActivationData and MetadataData and MetadataActive MetadataData F
20、abric Is the FoundationSource:Gartner11 2021 Gartner,Inc.and/or its affiliates.All rights reserved.Gartner is a registered trademark of Gartner,Inc.and its affiliates.Automation Is Needed for Repetitive and Time-Consuming Data Management and Integration Tasksn=258Q.Thinking about the importance of a
21、utomation in your future use of data and analytics,which of the following are your highest priority to automate over the next 12-24 months?Base:Total RespondentsSource:Gartner(December 2019)Footnote:Percentages may not add to sum due to roundingPercentage of Respondents,Sum of Top 3 Ranked11%10%9%10
22、%12%11%17%19%9%10%10%14%12%12%12%19%9%9%11%12%13%14%17%11%0%25%50%Model Building and SelectionData IngestionExploration/Pattern DetectionDecisions/Recommendations/ActionsData Preparation and CleansingInterpretation of InsightsAnalytics Management/Tuning/OptimizationData Integration1st choice2nd3rd49
23、%47%38%37%36%30%29%28%Sum12 2021 Gartner,Inc.and/or its affiliates.All rights reserved.Gartner is a registered trademark of Gartner,Inc.and its affiliates.Focus on How We Work!Interpretationof InsightsData Preparation and CleansingDecisions/Recommendation/ActionsExploration/Pattern DetectionModel Bu
24、ildingand SelectionMulticloud IntegrationDataIngestionAnalytics Mgmt./Tuning Optimization DataIntegrationData13 2021 Gartner,Inc.and/or its affiliates.All rights reserved.Gartner is a registered trademark of Gartner,Inc.and its affiliates.Let Data Find Your UsersInterpretationof InsightsData Prepara
25、tion and CleansingDecisions/Recommendation/ActionsExploration/Pattern DetectionModel Buildingand SelectionMulticloud IntegrationDataIngestionAnalytics Mgmt./Tuning Optimization DataIntegrationDataMaybe the data shows us how and when we are connected,and even why?Wait,your data and my data seem to be
26、 connected.Maybe were connected?14 2021 Gartner,Inc.and/or its affiliates.All rights reserved.Gartner is a registered trademark of Gartner,Inc.and its affiliates.Key Capabilities of an Augmented Data CatalogUser Collaboration and CrowdsourcingData RecommendationsPublish to Popular Targets Data Linea
27、geand UsageData SearchIntelligent PopulationData ProfilingData Source Access/ConnectivityMachine LearningServerless Deployment Options/Hybrid deploymentGovernance and Security15 2021 Gartner,Inc.and/or its affiliates.All rights reserved.Gartner is a registered trademark of Gartner,Inc.and its affili
28、ates.15 2021 Gartner,Inc.and/or its affiliates.All rights reserved.Gartner is a registered trademark of Gartner,Inc.and its affiliates.Composable Data and AnalyticsBy 2023,60%60%of organizations will compose components from three or more analytics solutions to build decision-oriented applications in
29、fused with analytics which connect insights to actions.OperationalizeAccelerateDistributed16 2021 Gartner,Inc.and/or its affiliates.All rights reserved.Gartner is a registered trademark of Gartner,Inc.and its affiliates.70%By 2025,70%of new applications developed by enterprises will use low-code or
30、no-code technologies.Applications of the future will be assembled and composed by the people that actually use them.17 2021 Gartner,Inc.and/or its affiliates.All rights reserved.Gartner is a registered trademark of Gartner,Inc.and its affiliates.Composable D&A Is Shaping the Future of Analytics Appl
31、ications18 2021 Gartner,Inc.and/or its affiliates.All rights reserved.Gartner is a registered trademark of Gartner,Inc.and its affiliates.Composable Data and Analytics ApplicationsComposable Data and Analytics ApplicationsPackaged custom applicationsDelivering targeted consumer experiencesSelf-conta
32、ined,modular,loosely coupled appsIndependent build and deployment cyclesData&Analytics platforms12Composable D&A AppsData storeData pipelinesAnalytic modelUser interfaceCatalognApp Provisioning:(DevOps capabilities)Infrastructure as CodeIdentity and Access ManagementVersion ControlContinuous Integra
33、tion/DeploymentRegression Test PacksApp Template:19 2021 Gartner,Inc.and/or its affiliates.All rights reserved.Gartner is a registered trademark of Gartner,Inc.and its affiliates.Trend:Composable D&A Adapt and Change at WillApproval WorkflowCustomer InteractionStore DataReject/AcceptSearch:Documents
34、Descriptive:DashboardX-Analytics:TextReal TimeSubjectiveDataProcess/AppHumanAugmentedConnectedAnalyticsAISource:GartnerCollectDataCustomerInteraction20 2021 Gartner,Inc.and/or its affiliates.All rights reserved.Gartner is a registered trademark of Gartner,Inc.and its affiliates.Thank You20 2021 Gartner,Inc.and/or its affiliates.All rights reserved.Gartner is a registered trademark of Gartner,Inc.and its affiliates.