技术
- 分析与建模 - 机器学习
- 平台即服务 (PaaS) - 应用开发平台
适用行业
- 玻璃
- 公用事业
适用功能
- 产品研发
用例
- 库存管理
- 周边安全与访问控制
服务
- 数据科学服务
关于客户
GreenFlex 是一家领先的欧洲公司,专门从事环境管理服务、能源效率和环境影响管理。该公司的使命是帮助客户实现更加可持续的发展、脱碳和能源效率。为了实现这一目标,GreenFlex 从客户那里收集能源消耗数据,并利用机器学习来识别任何消耗异常情况。然后,该公司帮助客户制定最适合其需求的能源策略。随着公司收集和分析的数据量多年来呈指数级增长,GreenFlex 一直在寻求简化管理和治理所收集数据的方式,使其能够轻松、安全地用于各种用例。
挑战
GreenFlex 是欧洲环境管理服务、能源效率和环境影响管理领域的领导者,在管理和治理其收集的大量数据方面面临着重大挑战。该公司从客户那里收集能源消耗数据,并使用机器学习来识别消耗异常并制定能源策略。然而,随着数据量呈指数级增长,GreenFlex 需要一种简化的方法来管理和治理这些数据。该公司需要轻松、安全地访问数据,以进行数据探索、商业智能和机器学习用例。此外,GreenFlex 还维护三个未连接的工作区用于开发、暂存和生产工作负载,导致处理每个工作区中的表的安全性和访问控制变得复杂。这种设计还导致了这些工作空间中数据可用性的问题。
解决方案
GreenFlex 采用 Databricks Lakehouse 平台对其数据基础设施进行现代化改造,并利用 TB 级的能源消耗数据来制定数据驱动的能源优化策略。该公司使用该平台的 Unity Catalog 功能,通过提供单一管理平台来使用熟悉的标准化 SQL 管理访问权限,从而简化访问管理。通过适用于所有工作区的单一 Unity Catalog 元存储,GreenFlex 数据管理员可以在帐户级别定义一次访问策略,并在整个工作区中强制执行这些策略。这种设计简化了数据管理,因为公司不再需要为每个工作区管理单独的 AWS S3 存储桶。通过集中审计控制,GreenFlex 数据管理员可以跟踪工作空间中数据的使用情况,并做好合规性和审计准备。 Unity Catalog 还简化了数据可用性,加快了公司新员工入职和授予数据访问权限的能力。
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