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* 产品  
  ![black arrow pointing left to go back to main navigation](https://www.paloaltonetworks.com/etc/clientlibs/clean/imgs/arrow-right-black.svg) 产品  
  [人工智能驱动的网络安全平台](https://www.paloaltonetworks.cn/network-security?ts=markdown)
  
  * [Secure AI by Design](https://www.paloaltonetworks.cn/precision-ai-security/secure-ai-by-design?ts=markdown)
  
  * [Prisma AIRS](https://www.paloaltonetworks.cn/prisma/prisma-ai-runtime-security?ts=markdown)
  
  * [AI Access Security](https://www.paloaltonetworks.cn/sase/ai-access-security?ts=markdown)
  
  * [云交付的安全服务](https://www.paloaltonetworks.cn/network-security/security-subscriptions?ts=markdown)
  
  * [高级威胁预防](https://www.paloaltonetworks.cn/network-security/advanced-threat-prevention?ts=markdown)
  
  * [Advanced URL Filtering](https://www.paloaltonetworks.cn/network-security/advanced-url-filtering?ts=markdown)
  
  * [Advanced WildFire](https://www.paloaltonetworks.cn/network-security/advanced-wildfire?ts=markdown)
  
  * [Advanced DNS Security](https://www.paloaltonetworks.cn/network-security/advanced-dns-security?ts=markdown)
  
  * [企业数据丢失防护](https://www.paloaltonetworks.cn/sase/enterprise-data-loss-prevention?ts=markdown)
  
  * [Enterprise IoT Security](https://www.paloaltonetworks.cn/network-security/enterprise-device-security?ts=markdown)
  
  * [医疗物联网安全](https://www.paloaltonetworks.cn/network-security/medical-iot-security?ts=markdown)
  
  * [工业 OT 安全](https://www.paloaltonetworks.cn/network-security/industrial-ot-security?ts=markdown)
  
  * [SaaS Security](https://www.paloaltonetworks.cn/sase/saas-security?ts=markdown)
  
  * [新一代防火墙](https://www.paloaltonetworks.cn/network-security/next-generation-firewall?ts=markdown)
  
  * [硬件防火墙](https://www.paloaltonetworks.cn/network-security/hardware-firewall-innovations?ts=markdown)
  
  * [软件防火墙](https://www.paloaltonetworks.cn/network-security/software-firewalls?ts=markdown)
  
  * [Strata Cloud Manager](https://www.paloaltonetworks.cn/network-security/strata-cloud-manager?ts=markdown)
  
  * [SD-WAN for NGFW](https://www.paloaltonetworks.cn/network-security/sd-wan-subscription?ts=markdown)
  
  * [PAN-OS](https://www.paloaltonetworks.cn/network-security/pan-os?ts=markdown)
  
  * [Panorama](https://www.paloaltonetworks.cn/network-security/panorama?ts=markdown)
  
  * [Secure Access Service Edge](https://www.paloaltonetworks.cn/sase?ts=markdown)
  
  * [Prisma SASE](https://www.paloaltonetworks.cn/sase?ts=markdown)
  
  * [应用加速](https://www.paloaltonetworks.cn/sase/app-acceleration?ts=markdown)
  
  * [自主数字体验管理](https://www.paloaltonetworks.cn/sase/adem?ts=markdown)
  
  * [企业 DLP](https://www.paloaltonetworks.cn/sase/enterprise-data-loss-prevention?ts=markdown)
  
  * [Prisma Access](https://www.paloaltonetworks.cn/sase/access?ts=markdown)
  
  * [Prisma 浏览器](https://www.paloaltonetworks.cn/sase/prisma-browser?ts=markdown)
  
  * [Prisma SD-WAN](https://www.paloaltonetworks.cn/sase/sd-wan?ts=markdown)
  
  * [远程浏览器隔离](https://www.paloaltonetworks.cn/sase/remote-browser-isolation?ts=markdown)
  
  * [SaaS Security](https://www.paloaltonetworks.cn/sase/saas-security?ts=markdown)  
    [基于 AI 的安全运营平台](https://www.paloaltonetworks.cn/cortex?ts=markdown)
  
  * [Cloud Security](https://www.paloaltonetworks.cn/cortex/cloud?ts=markdown)
  
  * [Cortex Cloud](https://www.paloaltonetworks.cn/cortex/cloud?ts=markdown)
  
  * [应用安全](https://www.paloaltonetworks.cn/cortex/cloud/application-security?ts=markdown)
  
  * [云态势安全](https://www.paloaltonetworks.cn/cortex/cloud/cloud-posture-security?ts=markdown)
  
  * [云运行时安全](https://www.paloaltonetworks.cn/cortex/cloud/runtime-security?ts=markdown)
  
  * [Prisma Cloud](https://www.paloaltonetworks.cn/prisma/cloud?ts=markdown)
  
  * [Unit 42 托管检测和响应](https://www.paloaltonetworks.cn/cortex/managed-detection-and-response?ts=markdown)
  
  * [人工智能驱动的 SOC](https://www.paloaltonetworks.cn/cortex?ts=markdown)
  
  * [Cortex XSIAM](https://www.paloaltonetworks.cn/cortex/cortex-xsiam?ts=markdown)
  
  * [Cortex XDR](https://www.paloaltonetworks.cn/cortex/cortex-xdr?ts=markdown)
  
  * [Cortex AgentiX](https://www.paloaltonetworks.cn/cortex/agentix?ts=markdown)
  
  * [Cortex XSOAR](https://www.paloaltonetworks.cn/cortex/cortex-xsoar?ts=markdown)
  
  * [Cortex 风险暴露管理](https://www.paloaltonetworks.cn/cortex/exposure-management?ts=markdown)
  
  * [Cortex Xpanse](https://www.paloaltonetworks.cn/cortex/cortex-xpanse?ts=markdown)
  
  * [Cortex 高级电子邮件安全](https://www.paloaltonetworks.cn/cortex/advanced-email-security?ts=markdown)
  
  * [Unit 42 托管 XSIAM](https://www.paloaltonetworks.cn/cortex/managed-xsiam?ts=markdown)  
    [![](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/cyberark/Seamless_IDs_small.jpg)  
    身份安全](https://www.paloaltonetworks.cn/identity-security?ts=markdown)

* 解决方案  
  ![black arrow pointing left to go back to main navigation](https://www.paloaltonetworks.com/etc/clientlibs/clean/imgs/arrow-right-black.svg) 解决方案  
  AI 安全
  
  * [安全的人工智能生态系统](https://www.paloaltonetworks.cn/prisma/prisma-ai-runtime-security?ts=markdown)
  * [安全使用 GenAI](https://www.paloaltonetworks.cn/sase/ai-access-security?ts=markdown)  
    网络安全
  * [云网络安全](https://www.paloaltonetworks.cn/network-security/software-firewalls?ts=markdown)
  * [数据中心安全](https://www.paloaltonetworks.cn/network-security/data-center?ts=markdown)
  * [DNS Security](https://www.paloaltonetworks.cn/network-security/advanced-dns-security?ts=markdown)
  * [入侵检测和防御](https://www.paloaltonetworks.cn/network-security/advanced-threat-prevention?ts=markdown)
  * [IoT Security](https://www.paloaltonetworks.cn/network-security/enterprise-device-security?ts=markdown)
  * [5G 安全](https://www.paloaltonetworks.cn/network-security/5g-security?ts=markdown)
  * [确保所有应用、用户和位置的安全](https://www.paloaltonetworks.cn/sase/secure-users-data-apps-devices?ts=markdown)
  * [确保分支机构转型的安全](https://www.paloaltonetworks.cn/sase/secure-branch-transformation?ts=markdown)
  * [确保任何设备上的工作安全](https://www.paloaltonetworks.cn/sase/secure-work-on-any-device?ts=markdown)
  * [VPN 替代](https://www.paloaltonetworks.cn/sase/vpn-replacement-for-secure-remote-access?ts=markdown)
  * [Web 和网络钓鱼安全](https://www.paloaltonetworks.cn/network-security/advanced-url-filtering?ts=markdown)  
    云安全
  * [应用安全态势管理 (ASPM)](https://www.paloaltonetworks.cn/cortex/cloud/application-security-posture-management?ts=markdown)
  * [软件供应链安全](https://www.paloaltonetworks.cn/cortex/cloud/software-supply-chain-security?ts=markdown)
  * [代码安全](https://www.paloaltonetworks.cn/cortex/cloud/code-security?ts=markdown)
  * [云安全态势管理 (CSPM)](https://www.paloaltonetworks.cn/cortex/cloud/cloud-security-posture-management?ts=markdown)
  * [云基础架构权限管理 (CIEM)](https://www.paloaltonetworks.cn/cortex/cloud/cloud-infrastructure-entitlement-management?ts=markdown)
  * [数据安全态势管理 (DSPM)](https://www.paloaltonetworks.cn/cortex/cloud/data-security-posture-management?ts=markdown)
  * [AI 安全态势管理 (AI-SPM)](https://www.paloaltonetworks.cn/cortex/cloud/ai-security-posture-management?ts=markdown)
  * [云检测与响应 (CDR)](https://www.paloaltonetworks.cn/cortex/cloud-detection-and-response?ts=markdown)
  * [云工作负载保护 (CWP)](https://www.paloaltonetworks.cn/cortex/cloud/cloud-workload-protection?ts=markdown)
  * [Web 应用及 API 安全 (WAAS)](https://www.paloaltonetworks.cn/cortex/cloud/web-app-api-security?ts=markdown)  
    安全运营
  * [云检测和响应](https://www.paloaltonetworks.cn/cortex/cloud-detection-and-response?ts=markdown)
  * [网络安全自动化](https://www.paloaltonetworks.cn/cortex/network-security-automation?ts=markdown)
  * [事件案例管理](https://www.paloaltonetworks.cn/cortex/incident-case-management?ts=markdown)
  * [SOC 自动化](https://www.paloaltonetworks.cn/cortex/security-operations-automation?ts=markdown)
  * [威胁情报管理](https://www.paloaltonetworks.cn/cortex/threat-intel-management?ts=markdown)
  * [托管的检测和响应](https://www.paloaltonetworks.cn/cortex/managed-detection-and-response?ts=markdown)
  * [攻击面管理](https://www.paloaltonetworks.cn/cortex/cortex-xpanse/attack-surface-management?ts=markdown)
  * [合规性管理](https://www.paloaltonetworks.cn/cortex/cortex-xpanse/compliance-management?ts=markdown)
  * [互联网运营管理](https://www.paloaltonetworks.cn/cortex/cortex-xpanse/internet-operations-management?ts=markdown)  
    端点安全
  * [端点防护](https://www.paloaltonetworks.cn/cortex/endpoint-protection?ts=markdown)
  * [扩展的检测和响应](https://www.paloaltonetworks.cn/cortex/detection-and-response?ts=markdown)
  * [勒索软件防护](https://www.paloaltonetworks.cn/cortex/ransomware-protection?ts=markdown)
  * [数字取证](https://www.paloaltonetworks.cn/cortex/digital-forensics?ts=markdown)  
    [行业](https://www.paloaltonetworks.cn/industry?ts=markdown)
  * [公共部门](https://www.paloaltonetworks.com/industry/public-sector)
  * [金融服务](https://www.paloaltonetworks.com/industry/financial-services)
  * [制造](https://www.paloaltonetworks.com/industry/manufacturing)
  * [医疗保健](https://www.paloaltonetworks.com/industry/healthcare)
  * [中小型企业解决方案](https://www.paloaltonetworks.com/industry/small-medium-business-portfolio)  
    [![](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/cyberark/Seamless_IDs_small.jpg)  
    身份安全](https://www.paloaltonetworks.cn/identity-security?ts=markdown)

* 服务  
  ![black arrow pointing left to go back to main navigation](https://www.paloaltonetworks.com/etc/clientlibs/clean/imgs/arrow-right-black.svg) 服务  
  [威胁情报和事件响应服务](https://www.paloaltonetworks.cn/unit42?ts=markdown)
  
  * [评估](https://www.paloaltonetworks.cn/unit42/assess?ts=markdown)
  
  * [AI 安全评估](https://www.paloaltonetworks.cn/unit42/assess/ai-security-assessment?ts=markdown)
  
  * [攻击面评估](https://www.paloaltonetworks.cn/unit42/assess/attack-surface-assessment?ts=markdown)
  
  * [防泄露准备工作审核](https://www.paloaltonetworks.cn/unit42/assess/breach-readiness-review?ts=markdown)
  
  * [BEC 准备情况评估](https://www.paloaltonetworks.com/bec-readiness-assessment)
  
  * [云安全评估](https://www.paloaltonetworks.com/unit42/assess/cloud-security-assessment)
  
  * [入侵评估](https://www.paloaltonetworks.cn/unit42/assess/compromise-assessment?ts=markdown)
  
  * [网络风险评估](https://www.paloaltonetworks.cn/unit42/assess/cyber-risk-assessment?ts=markdown)
  
  * [并购网络尽职调查](https://www.paloaltonetworks.cn/unit42/assess/mergers-acquisitions-cyber-due-dilligence?ts=markdown)
  
  * [渗透测试](https://www.paloaltonetworks.cn/unit42/assess/penetration-testing?ts=markdown)
  
  * [紫队演习](https://www.paloaltonetworks.cn/unit42/assess/purple-teaming?ts=markdown)
  
  * [勒索软件就绪评估](https://www.paloaltonetworks.cn/unit42/assess/ransomware-readiness-assessment?ts=markdown)
  
  * [SOC 评估](https://www.paloaltonetworks.com/unit42/assess/soc-assessment)
  
  * [供应链风险评估](https://www.paloaltonetworks.cn/unit42/assess/supply-chain-risk-assessment?ts=markdown)
  
  * [桌面演习](https://www.paloaltonetworks.cn/unit42/assess/tabletop-exercise?ts=markdown)
  
  * [Unit 42 顾问人员](https://www.paloaltonetworks.cn/unit42/retainer?ts=markdown)
  
  * [响应](https://www.paloaltonetworks.cn/unit42/respond?ts=markdown)
  
  * [云事故响应](https://www.paloaltonetworks.cn/unit42/respond/cloud-incident-response?ts=markdown)
  
  * [数字取证](https://www.paloaltonetworks.cn/unit42/respond/digital-forensics?ts=markdown)
  
  * [事件响应](https://www.paloaltonetworks.cn/unit42/respond/incident-response?ts=markdown)
  
  * [托管检测与响应](https://www.paloaltonetworks.cn/unit42/respond/managed-detection-response?ts=markdown)
  
  * [托管威胁追踪](https://www.paloaltonetworks.cn/unit42/respond/managed-threat-hunting?ts=markdown)
  
  * [托管 XSIAM](https://www.paloaltonetworks.cn/cortex/managed-xsiam?ts=markdown)
  
  * [Unit 42 顾问人员](https://www.paloaltonetworks.cn/unit42/retainer?ts=markdown)
  
  * [转型](https://www.paloaltonetworks.cn/unit42/transform?ts=markdown)
  
  * [事故响应计划制定与审核](https://www.paloaltonetworks.cn/unit42/transform/incident-response-plan-development-review?ts=markdown)
  
  * [安全计划设计](https://www.paloaltonetworks.cn/unit42/transform/security-program-design?ts=markdown)
  
  * [虚拟 CISO](https://www.paloaltonetworks.cn/unit42/transform/vciso?ts=markdown)
  
  * [零信任咨询](https://www.paloaltonetworks.com/unit42/transform/zero-trust-advisory)  
    [全球客户服务](https://www.paloaltonetworks.cn/services?ts=markdown)
  
  * [教育与培训](https://www.paloaltonetworks.com/services/education)
  
  * [专业服务](https://www.paloaltonetworks.com/services/consulting)
  
  * [成功工具](https://www.paloaltonetworks.com/services/customer-success-tools)
  
  * [支持服务](https://www.paloaltonetworks.com/services/solution-assurance)
  
  * [客户成功](https://www.paloaltonetworks.com/services/customer-success)  
    [![](https://www.paloaltonetworks.com/etc/clientlibs/clean/imgs/logo-unit-42.svg)  
    Unit 42 顾问人员
    为满足企业的需求而定制，您可以选择将顾问人员工时数分配给我们的任意产品，包括主动网络风险管理服务。了解如何一键呼叫世界一流的 Unit 42 事故响应团队。
    了解更多](https://www.paloaltonetworks.cn/unit42/retainer?ts=markdown)

* 合作伙伴  
  ![black arrow pointing left to go back to main navigation](https://www.paloaltonetworks.com/etc/clientlibs/clean/imgs/arrow-right-black.svg) 合作伙伴  
  NextWave 合作伙伴
  
  * [NextWave 合作伙伴社区](https://www.paloaltonetworks.com/partners)
  * [云服务提供商](https://www.paloaltonetworks.com/partners/nextwave-for-csp)
  * [全球系统集成商](https://www.paloaltonetworks.com/partners/nextwave-for-gsi)
  * [技术合作伙伴](https://www.paloaltonetworks.com/partners/technology-partners)
  * [服务提供商](https://www.paloaltonetworks.com/partners/service-providers)
  * [解决方案提供商](https://www.paloaltonetworks.com/partners/nextwave-solution-providers)
  * [托管安全服务提供商](https://www.paloaltonetworks.com/partners/managed-security-service-providers)  
    采取行动
  * [门户网站登录](https://www.paloaltonetworks.com/partners/nextwave-partner-portal)
  * [管理的服务计划](https://www.paloaltonetworks.com/partners/managed-security-services-provider-program)
  * [成为合作伙伴](https://paloaltonetworks.my.site.com/NextWavePartnerProgram/s/partnerregistration?type=becomepartner)
  * [请求访问](https://paloaltonetworks.my.site.com/NextWavePartnerProgram/s/partnerregistration?type=requestaccess)
  * [查找合作伙伴](https://paloaltonetworks.my.site.com/NextWavePartnerProgram/s/partnerlocator)  
    [CYBERFORCE
    CYBERFORCE 代表了因其安全专业知识而值得信赖的前 1% 的合作伙伴工程师。
    了解更多](https://www.paloaltonetworks.com/cyberforce)

* 公司  
  ![black arrow pointing left to go back to main navigation](https://www.paloaltonetworks.com/etc/clientlibs/clean/imgs/arrow-right-black.svg) 公司  
  Palo Alto Networks
  
  * [关于我们](https://www.paloaltonetworks.cn/about-us?ts=markdown)
  * [管理团队](https://www.paloaltonetworks.com/about-us/management)
  * [投资者关系](https://investors.paloaltonetworks.com/)
  * [地点](https://www.paloaltonetworks.com/about-us/locations)
  * [道德与合规性](https://www.paloaltonetworks.com/company/ethics-and-compliance)
  * [企业责任](https://www.paloaltonetworks.com/about-us/corporate-responsibility)
  * [军人和退伍军人](https://jobs.paloaltonetworks.com/military)  
    [为什么选择 Palo Alto Networks？](https://www.paloaltonetworks.cn/why-paloaltonetworks?ts=markdown)
  * [Precision AI 安全](https://www.paloaltonetworks.cn/precision-ai-security?ts=markdown)
  * [我们的平台方法](https://www.paloaltonetworks.cn/why-paloaltonetworks/platformization?ts=markdown)
  * [加速网络安全转型](https://www.paloaltonetworks.com/why-paloaltonetworks/nam-cxo-portfolio)
  * [获得的奖项与表彰](https://www.paloaltonetworks.com/about-us/awards)
  * [客户案例](https://www.paloaltonetworks.cn/customers?ts=markdown)
  * [全球认证](https://www.paloaltonetworks.com/legal-notices/trust-center/compliance)
  * [全方位信任计划](https://www.paloaltonetworks.com/resources/whitepapers/trust-360)  
    职业生涯
  * [概述](https://jobs.paloaltonetworks.com/)
  * [文化与福利](https://jobs.paloaltonetworks.com/culture)  
    [《新闻周刊》评选出的最受欢迎的工作场所
    善待员工的企业
    阅读更多](https://www.paloaltonetworks.com/company/press/2021/palo-alto-networks-secures-top-ranking-on-newsweek-s-most-loved-workplaces-list-for-2021)

* 更多内容  
  ![black arrow pointing left to go back to main navigation](https://www.paloaltonetworks.com/etc/clientlibs/clean/imgs/arrow-right-black.svg) 更多内容  
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* [什么是数据安全？](https://www.paloaltonetworks.com/cyberpedia/what-is-data-security?ts=markdown)
  * [Why is data security important?](https://www.paloaltonetworks.cn/cyberpedia/what-is-data-security#why-is-data-security-important?ts=markdown)
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  * [2025 data security trends](https://www.paloaltonetworks.cn/cyberpedia/what-is-data-security#data-security-trends?ts=markdown)
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* 什么是数据仓库？
  * [数据仓库详解](https://www.paloaltonetworks.cn/cyberpedia/data-warehouse#data?ts=markdown)
  * [数据仓库有何独特之处？](https://www.paloaltonetworks.cn/cyberpedia/data-warehouse#what?ts=markdown)
  * [数据仓库有什么好处？](https://www.paloaltonetworks.cn/cyberpedia/data-warehouse#benefits?ts=markdown)
  * [数据仓库何时有用？](https://www.paloaltonetworks.cn/cyberpedia/data-warehouse#beneficial?ts=markdown)
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# 什么是数据仓库？

目录

* * [数据仓库详解](https://www.paloaltonetworks.cn/cyberpedia/data-warehouse#data?ts=markdown)
  * [数据仓库有何独特之处？](https://www.paloaltonetworks.cn/cyberpedia/data-warehouse#what?ts=markdown)
  * [数据仓库有什么好处？](https://www.paloaltonetworks.cn/cyberpedia/data-warehouse#benefits?ts=markdown)
  * [数据仓库何时有用？](https://www.paloaltonetworks.cn/cyberpedia/data-warehouse#beneficial?ts=markdown)
* [数据仓库常见问题](https://www.paloaltonetworks.cn/cyberpedia/data-warehouse#faqs?ts=markdown)

1. 数据仓库详解

* * [数据仓库详解](https://www.paloaltonetworks.cn/cyberpedia/data-warehouse#data?ts=markdown)
  * [数据仓库有何独特之处？](https://www.paloaltonetworks.cn/cyberpedia/data-warehouse#what?ts=markdown)
  * [数据仓库有什么好处？](https://www.paloaltonetworks.cn/cyberpedia/data-warehouse#benefits?ts=markdown)
  * [数据仓库何时有用？](https://www.paloaltonetworks.cn/cyberpedia/data-warehouse#beneficial?ts=markdown)
* [数据仓库常见问题](https://www.paloaltonetworks.cn/cyberpedia/data-warehouse#faqs?ts=markdown)

数据仓库是一个大型的集中式数据存储库，专门用于支持商业智能（BI）活动，主要是分析、报告和数据挖掘。与针对事务（如插入、更新和删除记录）进行优化的操作型数据库不同，数据仓库是针对分析查询性能进行优化的。

## 数据仓库详解

数据仓库是大规模的集中存储库，旨在存储、管理和分析来自组织内部多个来源的海量结构化和半结构化数据。作为商业智能和报告的基础，数据仓库可实现数据驱动的决策和洞察力。

信息通过一个称为提取、转换、加载（ETL）的过程进入数据仓库。数据提取自各种源系统，如交易数据库、客户关系管理系统或外部数据提供商。然后对数据进行转换，包括数据清理、规范化和聚合，以确保与仓库模式的一致性和兼容性。最后，转换后的数据被加载到数据仓库中，以结构化格式存储，如带有预定义列和行的表格。

从数据仓库检索数据通常需要使用 SQL（结构化查询语言）或商业智能软件等工具对存储的数据进行查询。用户可以生成报告、执行特别分析或创建可视化，以获得洞察力并促进决策。数据仓库存储的是结构化数据，由于其组织和格式定义明确，可以进行高效的查询和分析。

### 本地部署或在云中运行

数据仓库既可以部署在本地，也可以部署在云中。本地部署的数据仓库要求组织管理和维护基础设施，对数据和资源提供更大的控制。亚马逊 Redshift、谷歌 BigQuery 或 Snowflake 等基于云的数据仓库提供托管服务，可处理基础设施、可扩展性和维护，让组织专注于数据分析并降低运营成本。  
![传统本地数据仓库架构与现代数据栈的对比](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/cyberpedia/data-warehouse/cloud-architecture.png "传统本地数据仓库架构与现代数据栈的对比") \*\*\*图 1：\**传统本地数据仓库架构与现代数据栈的对比*

## 数据仓库有何独特之处？

数据仓库具有独特的架构，可优化从大量数据中提取见解的过程。其面向主题的设计可确保提供组织数据的合并视图，让组织专注于销售、财务或库存等领域。对于来自不同业务系统的数据，集成在解决数据类型、命名和其他约定方面的差异方面发挥着关键作用。

另一个显著特点是[数据集市](https://www.oracle.com/autonomous-database/what-is-data-mart/)的概念，数据集市是数据仓库的子集，专门为个别部门或业务功能（如销售或营销）定制数据。数据仓库提供广泛的组织视图，而数据集市则专注于更具体的领域。示意图设计，尤其是星形和雪花形示意图，可进一步完善数据的组织方式，确保最佳的可访问性和分析查询性能。

随着数字技术的发展，数据仓库也与新兴技术相融合。随着大数据时代的到来，许多组织都使用 数据湖对数据仓库进行补充， [数据湖是](https://www.paloaltonetworks.cn/cyberpedia/data-lake?ts=markdown)以原始格式存储原始数据的大型存储库。当它们搭配在一起时，就能提供更广泛的分析环境，捕捉结构化数据和非结构化数据。

归根结底，数据仓库的主要目标是提供一个多元数据源汇聚的环境，为查询、分析和提取对知情决策至关重要的见解提供一个丰富的平台。  
![传统架构的攻击面包括企业 VPN、企业数据仓库和部门数据。](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/cyberpedia/enterprise-vpn.png "传统架构的攻击面包括企业 VPN、企业数据仓库和部门数据。") \*\*\*图 2：\**传统架构的攻击面包括企业 VPN、企业数据仓库和部门数据。*

## 数据仓库有什么好处？

数据仓库具有一系列优势，可帮助组织简化决策流程、提高运营效率并获得竞争优势。

### 合并数据视图

它们将多个来源的数据整合到一个统一的平台，为组织提供有关其运营和客户的全面视图，从而做出更好的决策。

### 增强型商业智能

有了掌握的合并数据，组织就可以使用各种商业智能工具来执行高级分析、报告、数据挖掘和可视化，从而从数据中获得可操作的见解。

### 历史分析

它们存储历史数据，使组织能够分析趋势，了解指标随时间的变化情况。这对于预测和了解长期模式和变化至关重要。

### 提高数据质量和准确性

[ETL](https://www.singular.net/glossary/etl-data/) 流程将数据输入仓库，包括清理和转换数据。这可确保用于分析和报告的数据准确且高质量。

### 利用数据仓库节省时间

通过集中数据和优化查询性能，与查询多个不同的操作系统相比，数据仓库可以大大缩短生成报告和执行分析所需的时间。

### 高性能

数据仓库针对查询性能进行了优化。即使是复杂的查询也能更快地执行，从而促进实时或接近实时的分析和报告。

### 增强数据安全性

数据仓库通常具有强大的安全功能来保护 [敏感数据](https://www.paloaltonetworks.cn/cyberpedia/sensitive-data?ts=markdown)。这包括用户 [访问控制](https://www.paloaltonetworks.cn/cyberpedia/access-control?ts=markdown)、 [加密](https://www.paloaltonetworks.cn/cyberpedia/data-encryption?ts=markdown)和审计功能。

### 数据一致性

通过整合不同来源的数据并提供统一的数据模型，数据仓库可确保数据定义和格式的一致性，从而提供可靠的分析和报告。

### 支持决策

有了所有相关数据和分析工具，决策者就能根据组织目标做出更明智、以数据为导向的决策。

### 可扩展性

现代数据仓库的设计可随着数据量的不断增长而大规模扩展。这可确保数据仓库能够在不影响性能的情况下，处理随着组织数据需求增长而增加的负载。

### 节约成本

虽然建立数据仓库需要初始投资，但从长远来看，它可以减少用于数据管理和检索的时间和资源，提高决策过程的效率，从而节约成本。

数据仓库使组织能够最大限度地利用数据，将原始数据转化为可操作的见解，从而推动业务增长和创新。

## 数据仓库何时有用？

数据仓库在各行各业推动数据驱动型决策方面发挥着举足轻重的作用。其集中化、结构化和优化的特性开辟了无数的使用案例：

1. \*\*业务报告与分析：\*\*各组织使用数据仓库支持定期业务报告，从每月销售摘要到详细的财务报表。
2. \*\*零售个性化：\*\*整合在线和店内购物数据，提供个性化产品推荐和营销活动。
3. \*\*医疗成果分析：\*\*合并病人治疗记录，确定针对特定疾病的最有效医疗干预措施。
4. \*\*银行欺诈检测：\*\*汇总各账户的交易数据，以发现异常模式和潜在欺诈活动。
5. \*\*供应链优化：\*\*分析历史采购和运输数据，预测库存需求，优化供应链流程。
6. \*\*提升客户服务：\*\*整理来自不同接触点（电子邮件、聊天、电话）的客户互动数据，以确定服务改进领域和培训需求。
7. \*\*实时营销分析：\*\*实时监控多渠道营销活动，根据用户参与度和转换指标调整策略，以达到最大效果。
8. \*\*能源消耗预测：\*\*汇总各地区智能电表的数据，预测能源消耗模式，帮助公用事业公司管理电网负荷。
9. \*\*电子学习进度跟踪：\*\*合并在线课程的数据，以评估学生的学习进度，调整内容交付，提高学习成果。
10. \*\*生产质量保证：\*\*汇总来自生产线的数据，以监控产品质量、及早发现缺陷并确保生产流程的一致性。

从基于综合数据分析的决策中获益的组织会发现数据仓库的用例。

## 数据仓库常见问题

### 数据仓库是做什么的？

数据仓库集中、整合和存储来自不同来源的大量数据，用于分析和报告。

### 数据仓库的示例是什么？

Snowflake 是一个基于云的数据仓库平台。

### 数据库和数据仓库有什么区别？

数据库是为实时数据存储和事务处理而设计的，而数据仓库则集中和优化来自不同来源的大量数据，用于分析查询和报告。

### 什么是休眠数据？

休眠数据是指已收集但未分析或未用于决策的数据。据估计，各组织收集的所有数据中有 80% 处于休眠状态。休眠数据通常是非结构化和未管理的数据，可以存储在包括云和本地存储系统在内的不同位置。业务软件应用程序（如项目管理工具）中也可能存在休眠记录或数据集。

由于休眠数据不会经常使用，因此在 [数据安全](https://www.paloaltonetworks.cn/cyberpedia/what-is-data-security?ts=markdown)方面很容易被忽视。不过，这些数据可能包含客户详细信息等敏感信息，因此应作为组织更广泛的数据保护策略的一部分加以保护。
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