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数据源和工作负载
本页简要介绍了 Cortex Framework Data Foundation 中提供的各种数据源和预构建的工作负载。数据基础基于 BigQuery 构建,可为分析和 AI 开发提供稳健且有条理的数据层,并针对常见业务场景提供预构建的数据模型。这样可以节省您组织数据的时间,让您专注于获取数据洞见和构建解决方案。
借助 Cortex Framework,您可以利用此数据基础,创建用于提取新数据的流水线,执行分析,以及构建信息中心或 AI 模型。
数据工作负载
Data Foundation 提供预构建的工作负载模型,可用于各种业务场景。虽然数据基础非常全面,但也很灵活,可以扩展为包含预建数据源以外的各种其他来源的数据。
以下部分介绍了可用的工作负载及其关联的数据源。如需了解技术实现详情,请点击其中任一链接。
营销
Cortex Framework for Marketing 可让您全面了解广告系列在多个渠道中的效果。通过集成来自各种来源的数据并使用 Cortex Framework 的预定义模型,您可以做出明智的决策、优化资源,并准确及时地了解营销效果。
以下是可用的营销相关数据源:
可运行
Cortex Framework 将 SAP(SAP ECC 和 SAP S/4 HANA)和 Salesforce 等运营平台纳入其中,作为有价值的数据源,以获取实时数据洞见,从而提高不同领域的效率和生产力。
在销售和分销方面,Cortex Framework 可帮助企业关联销售业绩、发现问题,并优化订单履单和库存管理。在供应链管理方面,它可优化供应和需求规划,分析供应商绩效,并提供有价值的库存管理数据洞见。在制造业,它通过集成车间数据洞见和监控工厂绩效来提升运营效率。此外,在财务方面,它还可以简化财务洞见、发现潜在问题,并分析采购支出和供应商表现。
以下是可用的运营相关数据源:
可持续性
Cortex 可持续发展框架可帮助组织主动履行其环境、社会和治理 (ESG) 责任。借助先进的云技术和数据驱动的分析洞见,Cortex Framework 可帮助企业预测潜在的 ESG 挑战并制定积极主动的策略,从而做出明智的决策,打造更具可持续性的未来。
以下是可用的与可持续发展相关的数据源:
部署
如需详细了解部署,请先了解 Cortex 框架数据基础部署的前提条件。
如未另行说明,那么本页面中的内容已根据知识共享署名 4.0 许可获得了许可,并且代码示例已根据 Apache 2.0 许可获得了许可。有关详情,请参阅 Google 开发者网站政策。Java 是 Oracle 和/或其关联公司的注册商标。
最后更新时间 (UTC):2025-09-04。
[[["易于理解","easyToUnderstand","thumb-up"],["解决了我的问题","solvedMyProblem","thumb-up"],["其他","otherUp","thumb-up"]],[["很难理解","hardToUnderstand","thumb-down"],["信息或示例代码不正确","incorrectInformationOrSampleCode","thumb-down"],["没有我需要的信息/示例","missingTheInformationSamplesINeed","thumb-down"],["翻译问题","translationIssue","thumb-down"],["其他","otherDown","thumb-down"]],["最后更新时间 (UTC):2025-09-04。"],[[["\u003cp\u003eThe Cortex Framework Data Foundation offers prebuilt data models for various business scenarios, streamlining data organization and enabling a focus on analysis.\u003c/p\u003e\n"],["\u003cp\u003eBuilt on BigQuery, the Data Foundation stores and organizes data, enabling further analysis, dashboard creation, and AI model development.\u003c/p\u003e\n"],["\u003cp\u003eThe Data Foundation provides workloads for Marketing, Operations, and Sustainability, each with its own set of data sources.\u003c/p\u003e\n"],["\u003cp\u003eCortex Framework for Marketing provides insights into campaign performance across multiple channels and includes sources like Salesforce Marketing Cloud, Google Ads, and YouTube.\u003c/p\u003e\n"],["\u003cp\u003eCortex Framework for Operations incorporates platforms such as SAP and Salesforce to provide real-time insights for sales, supply chain, manufacturing, and finance, while Cortex for Sustainability empowers businesses to manage ESG responsibilities.\u003c/p\u003e\n"]]],[],null,["# Data sources and workloads\n==========================\n\nThis page outlines the various data sources and prebuilt workloads available\nwithin the Cortex Framework Data Foundation. Built on\nBigQuery, the Data Foundation provides a robust and organized data\nlayer for analysis and AI development, complete with prebuilt data models for\ncommon business scenarios. This saves you time on data organization, letting\nyou focus on gaining insights and building solutions.\n\nThe Cortex Framework gives you the tools to use this data\nfoundation, create pipelines for new data ingestion, perform analysis, and build\ndashboards or AI models.\n| **Note:** The [Cortex Framework Data Foundation repository](https://github.com/GoogleCloudPlatform/cortex-data-foundation) in GitHub contains the reference images, documents, and scripts to implement the deployment steps to retrieve the workloads and data sources described on this page.\n\nData workloads\n--------------\n\nThe Data Foundation offers prebuilt workload models designed for various\nbusiness scenarios. While comprehensive, the Data Foundation is also flexible\nand can be extended to include data from a wide range of additional sources\nbeyond what's prebuilt.\n\nThe following sections describe the available workloads and their associated\ndata sources. For technical implementation details, click any of\nthem.\n\n### Marketing\n\nCortex Framework for Marketing provides a holistic view of\ncampaign performance across multiple channels. By integrating data from diverse\nsources and using Cortex Framework's predefined models, you can\nmake informed decisions, optimize resources, and gain accurate, up-to-date\ninsights into your marketing efforts.\n\nThe following are the marketing related data sources available:\n\n- [Salesforce Marketing Cloud](/cortex/docs/marketing-salesforce)\n- [Google Ads](/cortex/docs/marketing-googleads)\n- [Campaign Manager 360 (CM360)](/cortex/docs/marketing-cm360)\n- [TikTok](/cortex/docs/marketing-tiktok)\n- [Meta](/cortex/docs/marketing-meta)\n- [LiveRamp](/cortex/docs/marketing-liveramp)\n- [YouTube (with DV360)](/cortex/docs/marketing-dv360)\n- [Google Analytics 4](/cortex/docs/marketing-google-analytics)\n- [Cross Media \\& Product Connected Insights](/cortex/docs/marketing-cross-media)\n- [Cortex for Meridian](/cortex/docs/meridian)\n\n### Operational\n\nCortex Framework incorporates operational platforms such as SAP (SAP ECC\nand SAP S/4 HANA) and Salesforce as valuable data sources to get real-time\ninsights to improve efficiency and productivity in different areas.\n\nIn sales and distribution, Cortex Framework helps businesses connect\nsales performance, identify issues, and optimize order fulfillment\nand inventory management. For supply chain management, it optimizes supply\nand demand planning, analyzes vendor performance, and provides valuable\ninventory management insights. In the manufacturing sector, it enhances\noperations by integrating factory floor insights and monitoring factory\nperformance. Additionally, in finance, it simplifies financial insights,\nidentifies potential issues, and analyzes procurement spend and vendor\nperformance.\n\nThe following are the operational related data sources available:\n\n- [SAP (SAP ECC and SAP S/4 HANA)](/cortex/docs/operational-sap)\n- [Salesforce Sales Cloud](/cortex/docs/operational-salesforce)\n- [Oracle EBS](/cortex/docs/operational-oracle-ebs)\n\n### Sustainability\n\nCortex Framework for Sustainability\nempowers organizations to proactively address their environmental, social,\nand governance (ESG) responsibilities. By using advanced cloud\ntechnologies and data-driven insights, Cortex Framework helps\nbusinesses anticipate potential ESG challenges and develop proactive strategies,\nenabling informed decisions for a more sustainable future.\n\nThe following is the sustainability related data source available:\n\n- [Dun \\& Bradstreet with SAP](/cortex/docs/dun-and-bradstreet)\n\nDeployment\n----------\n\nFor more information about deployment, start exploring the\n[prerequisites](/cortex/docs/deployment-prerequisites) of the\nCortex Framework Data Foundation deployment."]]