Alation：釋放實時數據的力量最大限度地獲得數據洞察.pdf

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1、Unlocking the Power of Real-Time Data to Maximize Data InsightsRaghu Jayachandran,Senior Manager Enterprise DataDiby Malakar,VP Product ManagmentJune 20232|2023 Alation,Inc.All Rights Reserved.Data Intelligence+Human BrillianceHow to find information?Can it be used?Should it be used?How should it be

2、 used?We help people answer these core questionsForrester 3x LeaderMachine Learning Data Catalogs 2018,2020,Data Governance 2021,Data Catalog,2022Top Vendor5 Years in a RowDresner Advisory Services Data Catalog Market Study 2021IDC LeaderWorldwide Data Catalog Software 2020 Vendor AssessmentGartner4

3、x MQ LeaderMagic Quadrant for Metadata Management 2017-2020Alation Data CatalogThe Data Intelligence Platform for Data Governance,Discovery&Cloud Transformation Partner of the YearData Governance 2023!3|2023 Alation,Inc.All Rights Reserved.Data Intelligence+Human BrillianceThe Companies That Build a

4、 Data Culture Will Win23xmore likely to acquire customers(Keboola/McKinsey)19xmore likely to be profitable(Keboola/McKinsey)90%meet or exceed revenue targets(Wakefield)4|2023 Alation,Inc.All Rights Reserved.Data Intelligence+Human BrillianceTop 5 Challenges To Building a Data CultureSource:State of

5、Data Culture Report,WakefieldData discovery Do not know what data exists or who has what dataOrganizational silosData is not shared among different groupsData democratizationNot everyone can access data on their ownLack of analytical skillsLack of executive buy-in40%38%38%38%36%5|2023 Alation,Inc.Al

6、l Rights Reserved.Data Intelligence+Human BrillianceData Intelligencefor the Modern EnterpriseCentralizedGovernance rules and policiesData QualityData ConnectorsUsage AnalyticsEmpowering the Business User to Self-ServeBusiness GlossarySearch and DiscoveryData LineageCollaborationAlation enables a fe

7、derated data approach necessary to build a data culture in a fast changing data strategy landscape6|2023 Alation,Inc.All Rights Reserved.Data Intelligence+Human BrillianceCentralized Knowledge,Federated GovernanceHadoopRelational DatabaseBI ReportCloud Data LakehouseData MeshData FabricAlation Data

8、Intelligence PlatformSearch|Discovery|Collaboration|Data Quality|Lineage|AnalyticsOpen Connector FrameworkUnlocking the Power of Real-Time Data to Maximize Data InsightsRaghu Jayachandran,Senior Manager Enterprise DataJune 2023TopicsRaceTrac8THE NEED FOR REAL-TIME ANALYTICS OUR IMPLEMENTATION JOURNE

9、YBREAKING THE DATA CEILINGAbout RaghuRaceTrac9IT Professional for over 20 years data solutions for manufacturing,financial services,government agencies,and the retail sectorEnjoys hands-on work with technologyOutdoor person and loves listening to music Least appreciated activities are writing with p

10、en&paperLike triathlons,cricket,tennis,and motorcycles,is always eager to volunteer&serve,creating social media content,cooking&homebrewing.Latest hobby and interests playing Golf!VISION:Our data is an enterprise-wide asset supported by a data governance program that fosters a standard approach to p

11、rocessing,retrieving,archiving,and restoring quality data that is trusted for evidence-based analytics and strategic business decisions.RaceTrac10About RaceTracGoal was to become a data-driven organizationExpose all transactional data for analysisConnect and relate disparate data sets to gather busi

12、ness insightIncrease understanding of our data so we can drive departmental and organizational advancementDevelop business acumen across the enterprise,so all organizations are speaking the same business languageRaceTrac11RaceTracs Operating Divisions&SubsidiariesEfficiency&SustainabilityRaceTrac Gi

13、ves Back28M Roller Grill Items27M Cups Of Coffee19M Slices Of Pizza 14M Fresh Food Items 2.4M Whole Fruits1M Gallons Of Milk RaceTrac is fuel agnostic!Where It All StartedRaceTrac12Experiment without committingHigh availability and scalability Reliable and predictable Infrastructure as code Disaster

14、 recovery Estimate operating costsCloud computing provides RaceTrac with an advantage RaceTrac13RaceTracs Journey with AlationIN LATE 2021,THE ENGAGEMENT INITIATED WITH ALATION IN EARLY 2022,RACETRAC PARTNERED WITH ALATION TO CONDUCT A PROOF-OF-CONCEPTIN SPRING 2022,RACETRAC ROLLED OUT ALATION TO OU

15、R DATA COMMUNITYIngested our most popular Enterprise Data Warehouse datasets and Power BI reportsIdentified and assigned Domains/Data Owners/Data StewardsTrain Data Owners/Data Stewards and users.Office hours,just-in-time,lunch-n-learn,and Alation Support RaceTrac14Initial ResultsImproved collaborat

16、ion across the enterprises data roles as a result of a single platformExposed business insights by breaking down data silosEnhanced speed-to-market on data project deliverablesAlation curation efforts part of agile deliveryEnablement of data-driven culture through Alation Governance and Databricks L

17、akehouseRaceTrac15Adding the Enterprise Data CatalogCross-functional engagement across enterprise businesses reduced data complexityImproved data acumen and drove consensus on KPI calculations and meaningDiscovered and created an inventory of internal and external data sources,datasets,and reportsAs

18、signed responsibility and oversight back to business organizationsHow real-time analytics have impacted the business Safe Cash Management Systems Live Ticker Data for fuel trading Signage data management Point Of Sale(POS)Truck Driver Information Live pumps data Delta Live Tables Natural Disasters C

19、ameras to transactions at POS16Successful Use CasesRaceTrac17The Importance of Understanding Our DataVariance YoY=$65Variance%YoY=44.66%Margin Change=$147Margin Selected Variance%=107.04%Source:Finance Timing:Month is first through last day of monthSource:Inventory Management AppTiming:Month is aggr

20、egated by“business weeks”either 4 or 5 weeks in each month(Tuesday Monday)Cost Pools:Based on purchase activity within the calendar monthCost Pools:45 days of Purchase$s/trailing 45 days of units soldCost of Sales:Includes one-time rebatesCost of Sales:Excludes one-time rebatesThe time measurements

21、vary across different systems,resulting in an inconsistency.This inconsistency undermines trust and limits the effectiveness of data analysis and decision-making in business operations.RaceTrac18The Importance of Trusting Our DataLabor Hours:Source:Time and Attendance AppLabor Hours:Source:HR Manage

22、ment SystemRaceTrac19An Example of Data Driving ChangeWhy we are all hereDifference:9,359 gallonsDifference:20,313 gallonsRaceTrac20Enterprise Data ArchitectureEnterprise Data VisionRaceTrac21Data LifecycleCloud Migration,Data Usage,Data Quality/QA,Data Accessibility,MDM,Data Monetization,Data As Se

23、rviceData Architecture and ManagementData Architecture Board,Data Models,Data&AI InitiativesPlatform Engineering/DevSecOpsAutomated Code DeploymentsProcess Monitoring&TriageHiring&UpskillPromote Competencies Functional Analyst,Engineers,and Data UsersInvestments in IT ToolsData Tools,IT Tools,Traini

24、ngs1.It is important to show the immediate impact to gain buy-in2.Focus on quick wins in the beginning3.Concentrate on your most popular datasets and reports4.Changing technology is easy,changing process takes time5.Work continues to improve integration between databricks and Alation,such as query l

25、og ingestion and lineage functionality6.Find an evangelist within the organization RaceTrac22Lessons Learned23|2023 Alation,Inc.All Rights Reserved.Data Intelligence+Human BrillianceBreak down data silosAsk questions and receive answers from data stewards directly through Slack,Microsoft Teams or th

26、e Alation platformAlation Data Intelligence PlatformFind,understand and increase trust in your dataIntelligent,natural-language search makes it easy to discover the data,the source and its lineageEnterprise platformTrusted by 35%of the Fortune 100,governing millions of objects across hundreds of dat

27、a sources,supported by a broad partner ecosystemEmpower everyone in your enterprise to be data-drivenVisibility across your entire data landscapeConnect to 100+systems and understand how your data is being used,and by whom24|2023 Alation,Inc.All Rights Reserved.Data Intelligence+Human BrillianceWhat

28、s Next?Data and AI SummitVisit us at Booth#529!Data Radicals Podcast including great Matei Zaharia episode!https:/ Partner Connect14 day free trialSee Data Culture in ActionLearn MoreTry it for free!The RaceTrac Way Makes Peoples Lives Simpler And More Enjoyable!We Love Crazy Good Innovation!Q&ARaceT