이 페이지에서는 Cortex Framework Data Foundation 내에서 Dun & Bradstreet (D&B) 환경, 사회, 거버넌스 (ESG) 데이터를 기존 SAP 공급업체 실적 데이터와 통합하는 방법을 설명합니다.
Cortex Framework는 데이터 소스의 데이터를 BigQuery를 통한 Dataflow 파이프라인과 통합하는 반면 Cloud Composer는 이러한 Dataflow 파이프라인을 예약하고 모니터링하여 SAP 운영 데이터에서 유용한 정보를 얻습니다.
비즈니스에서 공급업체의 ESG 실적을 파악해야 할 필요성이 점점 커지고 있습니다. 이 통합을 통해 공급업체의 환경 영향, 사회적 책임, 지배구조 관행에 대한 유용한 정보를 얻을 수 있습니다.
D&B ESG 데이터를 Cortex Framework와 연결하면 원자재 공급업체의 ESG 실적을 업계 동종업체와 비교하고, 온실가스 배출량을 측정 및 관리하며, 환경 규정 준수 및 우수한 기업 거버넌스에 대한 노력을 입증할 수 있습니다.
데이터 모델
이 섹션에서는 항목 관계 다이어그램 (ERD)을 사용하여 Dun and Bradstreet (D&B) 데이터 모델을 설명합니다.
그림 2 Dun & Bradstreet (D&B): 항목 관계 다이어그램
보고 보기
이 모듈에는 K9 Reporting 데이터 세트 (보라색 객체)에 두 가지 BigQuery 뷰가 제공됩니다.
SustainableSourcing는 각 공급업체에 대한 ESG 통계를 제공합니다.
SustainableVendorSourcing는 ESG 통계와 함께 공급업체 실적 통계를 제공합니다.
[[["이해하기 쉬움","easyToUnderstand","thumb-up"],["문제가 해결됨","solvedMyProblem","thumb-up"],["기타","otherUp","thumb-up"]],[["이해하기 어려움","hardToUnderstand","thumb-down"],["잘못된 정보 또는 샘플 코드","incorrectInformationOrSampleCode","thumb-down"],["필요한 정보/샘플이 없음","missingTheInformationSamplesINeed","thumb-down"],["번역 문제","translationIssue","thumb-down"],["기타","otherDown","thumb-down"]],["최종 업데이트: 2025-09-04(UTC)"],[[["\u003cp\u003eThis page details how to integrate Dun & Bradstreet (D&B) ESG data with SAP supplier performance data within the Cortex Framework Data Foundation, enabling businesses to gain insights into their suppliers' environmental, social, and governance practices.\u003c/p\u003e\n"],["\u003cp\u003eThe integration utilizes Dataflow pipelines managed by Cloud Composer to move data from D&B to BigQuery, allowing for the comparison of raw material suppliers' ESG performance against industry peers and the management of greenhouse gas emissions.\u003c/p\u003e\n"],["\u003cp\u003eTwo reporting views, \u003ccode\u003eSustainableSourcing\u003c/code\u003e and \u003ccode\u003eSustainableVendorSourcing\u003c/code\u003e, are provided in BigQuery's \u003ccode\u003eK9 Reporting\u003c/code\u003e dataset to offer ESG insights and vendor performance insights alongside ESG data.\u003c/p\u003e\n"],["\u003cp\u003eD&B ESG data can be acquired either through the BigQuery Analytics Hub or the Google Cloud Marketplace, and requires direct interaction with D&B to establish access credentials or a subscription plan.\u003c/p\u003e\n"],["\u003cp\u003eD&B data, provided as a CSV, must be loaded into a BigQuery table named \u003ccode\u003edun_bradstreet_esg\u003c/code\u003e in the \u003ccode\u003eK9 Processing\u003c/code\u003e dataset within the Cortex Framework Data Foundation environment for analysis.\u003c/p\u003e\n"]]],[],null,["# Integration with Dun & Bradstreet\n\nIntegration with Dun \\& Bradstreet\n==================================\n\nThis page explains how to integrate Dun \\& Bradstreet (D\\&B) Environmental,\nSocial, and Governance (ESG) data with your existing SAP supplier\nperformance data within the Cortex Framework Data Foundation.\nCortex Framework integrates data from data sources with Dataflow\npipelines through to BigQuery, while Cloud Composer schedules and monitors\nthese Dataflow pipelines for getting insights from your SAP operational data.\n\nThere's a growing need for businesses to understand the ESG performance of\ntheir suppliers. This integration helps you gain insights into your\nsuppliers' environmental impact, social responsibility, and governance practices.\n\nBy connecting D\\&B ESG data with Cortex Framework you can answer compare\nyour raw material suppliers' ESG performance against industry peers, measure\nand manage greenhouse gas emissions and demonstrate a commitment to\nenvironmental compliance and good corporate governance.\n| **Note:** Before configuring the integration for a workload, follow the steps for [Cortex Framework Data Foundation deployment](/cortex/docs/deployment-prerequisites).\n\nData model\n----------\n\nThis section describes the Dun and Bradstreet (D\\&B) Data Model using\nthe Entity Relationship Diagram (ERD).\n\n[](/static/cortex/docs/images/erd_sustainability.png)\n**Figure 2**. Dun and Bradstreet (D\\&B): Entity Relationship Diagram.\n\n### Reporting views\n\nTwo BigQuery views are provided for this module, in the\n`K9 Reporting` dataset (purple objects):\n\n- `SustainableSourcing` provides ESG Insights for each vendor.\n- `SustainableVendorSourcing` provides vendor performance insights alongside ESG Insights.\n\nYou can adjust the [reporting settings file](https://github.com/GoogleCloudPlatform/cortex-data-foundation/blob/main/src/k9/src/sustainability/reporting/sustainability_reporting.yaml)\nas described in the [Customizing reporting settings section](/cortex/docs/deployment-step-five#performance_optimization_for_reporting_views).\n\nPrerequisites\n-------------\n\nThe following is required for this module to function:\n\n- See Cortex Framework Data Foundation [prerequisites](/cortex/docs/deployment-prerequisites) and its [deployment steps](/cortex/docs/deployment-step-one).\n- Data should be loaded into a specific BigQuery table named `dun_bradstreet_esg` within the `K9 Processing` dataset. For more information, see [K9 deployment](/cortex/docs/deployment-step-three#configure_k9_deployment).\n\nAcquiring data\n--------------\n\nThis procedure outlines two ways to acquire D\\&B ESG data for\nuse with Cortex Framework Data Foundation.\n\n### BigQuery sharing (formerly Analytics Hub)\n\n1. Navigate to the [Analytics Hub](https://cloud.google.com/analytics-hub).\n2. Search for `ESG ranking`.\n3. Choose an option between the four datasets:\n - `US Full File`\n - `UK Full File`\n - `Global Full File`\n - `Global Financial Services`\n4. Select `Request Access` to get in touch with D\\&B for further instructions.\n\n### Google Cloud Marketplace\n\n1. Navigate to the Google Cloud Marketplace, which offers various cloud applications and services.\n2. Search for D\\&B ESG Intelligence. Look for the offering named `Dun & Bradstreet ESG Intelligence`.\n3. Explore and Subscribe. The marketplace listing should provide details about the D\\&B ESG Intelligence offering. You can explore the offering details and potentially subscribe to the service if it meets your requirements.\n\n| **Note:** Both methods don't provide the actual data directly. Whichever method you choose, you need to interact with D\\&B to obtain access credentials or establish a subscription plan to access the ESG data.\n\nLoading data\n------------\n\nThis section references the documentation to load [D\\&B ESG data](https://www.dnb.co.uk/content/dam/english/dnb-solutions/ESG%20Methodology%20Whitepaper.pdf) into\nyour Cortex Framework Data Foundation environment. It should be loaded through\na CSV file provided by D\\&B. For more information, see to the [data dictionary](https://github.com/GoogleCloudPlatform/cortex-data-foundation/blob/main/src/k9/src/sustainability/data/dnb_esg_data_dict.csv) and [sample data](https://github.com/GoogleCloudPlatform/cortex-data-foundation/blob/main/src/k9/src/sustainability/data/dnb_esg_sample_record.csv).\n\nLooker Studio Dashboard\n-----------------------\n\nSee how Looker Studio can be used to showcase insights in\n[Looker Studio Dashboard for Dun \\& Bradstreet](/cortex/docs/looker-dashboard-dun-and-bradstreet).\n\nWhat's next?\n------------\n\n- For more information about other data sources and workloads, see [Data sources and workloads](/cortex/docs/data-sources-and-workloads).\n- For more information about the steps for deployment in production environments, see [Cortex Framework Data Foundation deployment prerequisites](/cortex/docs/deployment-prerequisites)."]]
