增强您的企业 BI：迁移到 AI BI 的实践者指南.pdf

1、Supercharge Your Enterprise BI A Practitioners Guide on Migration to AI/BIAman Gupta,Sr.Manager,DatabricksRK Aduri,Staff Data Engineer,Databricks10th June 2025Enterprises want todemocratize data and AIfor all their employeesWhy the traditional BI tools are not serving the Democratization need anymor

2、e6Mini-ETLs needed for performance-Adding latency and another SiloBI PlatformDatabricks PlatformUnity CatalogData WarehouseAI and MLData EngineeringAll your dataSubsets of dataBI GovernanceBI DashboardsLimited scope of AI knowledgeCopies of your data and governance policiesProhibitive licence-based

3、costing limits democratizationLimited AI Assistance for NLP based explorationWhat makes AI/BI a strategic choice for democratization of Analytics in Enterprises?71Highly performant dashboards without a need of mini-ETLCost-Effective licensing model enables democratizationEffective AI assistant makes

4、 data accessible to allUnified governance for data,AI,and BI234Governed and secured with Unity CatalogPowered by Databricks SQLAI/BI GenieWorks well with Human FeedbackWell annotated datasets result in better Genie responsesUses Compound AI instead of using a single LLM to answer the queriesA Conver

5、sation with Datasource:https:/bair.berkeley.edu/blog/2024/02/18/compound-ai-systems/AI/BI PerformanceOptimized for high performance through query cachingProvides instant interactivity for smaller datasets by utilizing browser cachingImproved PerformanceHow did we migrate 1251 dashboard in less than

6、2 quartersProjects at this scale requires thinking slowduring planning to execute fast without rollbacksDeprecate low-usage dashboards and revoke unused licenses throughout migration in parallelInventory Analysis1Feasibility&SOP2Accelerators3Change Mgt4Execute56Step 1:Inventorize,Prioritize,and Depr