AI 和湖仓一体：壳牌迈向有效数据治理的旅程.pdf

1、2024 Databricks Inc.All rights reserved1AI&THE LAKEHOUSE:SHELLS JOURNEY TOWARDS EFFECTIVE DATA GOVERNANCEJohn OBrienJohn OBrienJune 2024June 2024AI&THE LAKEHOUSESHELLS JOURNEY TOWARDS EFFECTIVE DATA GOVERNANCEJohn OBrienProduct Manager-Data,Shell Energy Australia T&SShell Energy Trading is a global

2、leader in trading gas,power,and environmental products.We bring decades of marketing and trading experience to offer more and cleaner energy solutions to our customers.We work in partnership with Shell businesses across oil regions to offer energy solutions that help our customers on their decarboni

3、sation journey.Technology underpins all that we do to improve our performance and competitiveness.SHELL ENERGY TRADING(SET)Supported by Shells global supply portfolio and expansive trading networkhttps:/.auWhy is good data governance now even more important?Generative AI requires quality data to pro

4、vide context5AgendaInitial Difficulties in Data Strategy and Governance01This is HardUnity Catalog and Business Owned Data Products02Our SolutionOur implementation and the use of Generative AI for governance03Data MeshLessons on Analytics,PowerBI,ML and Generative AI for governance04Top LessonsHow w

5、ill we scale this and next steps05TakeawaysThis is hardIve created 3 data strategies and 2 refreshes in 12 years.People are busy,often not the highest priority for themOften seen simply as a nice to have rather than essentialHaving tangible goals that all stakeholders can value is keyExample Data St

6、rategy Phased Approach for SuccessData CentralisationEnable Platform and first dataset for high value user casesConnect in priority order all the existing dataImprove ingestions to streamingData DemocratisationEnable bronze access for everyoneEnable workflow to give access to Silver and Gold to ever