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深入了解 Alight 如何利用人工智能技术扩展其在 AWS 上的 Cloudera 服务(由 Cloudera 赞助).pdf

上传人: 明**** 编号:1012964 2025-12-21 23页 638.24KB

1、1|Proprietary and confidential2|Proprietary and confidential 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.AIM221-SAnu MohanShe/herVP,Product ManagementClouderaInside Alights AI-driven Expansion to Cloudera on AWSKarthik KrishnamoorthyHe/HimVP,Product ManagementClouderaVishnu Pa

2、pisettyHe/HimSenior Director DataAlight3|Proprietary and confidential 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.4|Proprietary and confidentialAlight is a leading cloud-based human capital and technology-enabled services provider that proudly serves thousands of clients and m

3、illions of employees and dependentsAlight SolutionsWhy companies choose AlightUnified benefits ecosystemConnect your full spectrum of benefits,from pre-hire to retire and beyond.Extensive data and expertiseGet AI-driven personalization,automation and insights for better decisions.Optimized cost and

4、experienceStreamlined processes for both you and your employees.Built for the worlds best companiesLeverage modern,composable architecture for category leaders with scale and complexity.5|Proprietary and confidentialChallengesFaced scalability issues,financial reporting delays,massive technical debt

5、,and frequent manual interventions that negatively impacted user experience.ApproachAlight conducted a pre-migration assessment,collaborated closely with stakeholders,reviewed legacy workloads,chose the right migration strategy,planned phased migrations,and automated data migration and validation to

6、 ensure a smooth transition.AccomplishmentsAlight delivered the CDP public cloud migration on time,improved infrastructure stability and performance,optimized resource distribution with auto-scaling,and achieved 100%user adoption for a seamless transition from CDH to CDP.CDP Migration Story6|Proprie

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根据报告的内容,全文主要内容概括如下: - **Alight公司**:作为一家领先的人力资本和技术服务提供商,Alight帮助客户优化成本和体验,提供统一福利生态系统。 - **挑战**:Alight面临可扩展性、财务报告延迟、大量技术债务和频繁手动干预等问题。 - **解决方案**:通过预迁移评估、与利益相关者合作、选择合适的迁移策略、分阶段迁移和自动化数据迁移,Alight成功迁移至Cloudera Data Platform (CDP)。 - **成果**:按时完成CDP迁移,提高了基础设施稳定性和性能,实现了100%的用户采用率。 - **关键数据**:迁移工作流150+人,迁移应用124个,迁移工作负载8000+,专业服务费用1.2M美元,云消费5.6M美元,收入3M美元。 - **Cloudera Lakehouse Optimizer (CLO)**:通过自动优化Iceberg表,提高性能和存储效率。 - **AI挑战**:平台能力差距、基础设施准备不足、缺乏资源和战略方向。 - **Cloudera解决方案**:提供从数据科学家到AI工程师的完整AI生命周期支持,使AI对各种技术能力的用户都变得可访问。
"Alight如何实现CDP迁移?" "Cloudera Lakehouse优化器有何优势?" "企业AI应用挑战有哪些?"
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