了解如何在 Power BI、Tableau、Looker Studio 及其他 BI 工具中嵌入 CARTO 地图，从而为仪表盘添加交互式空间数据可视化功能。
Learn how to embed CARTO maps in Power BI, Tableau, Looker Studio, and other BI tools to add interactive spatial data visualization to your dashboards.
商业智能（BI）工具在图表、表格和关键绩效指标（KPI）方面表现出色，但大多数工具在地图功能上存在明显短板。大量业务数据天然具备地理位置属性，而平面表格往往掩盖了地图所直观呈现的空间模式。CARTO 正是为填补这一空白而生：一个云原生的空间分析与可视化平台，为您的 BI 仪表板补足缺失的地图能力，并直接运行于您已部署在云数据仓库中的数据之上。CARTO 通过一系列专用于地理空间数据可视化与分析的工具，弥合这一差距。通过将 CARTO 构建的交互式地图嵌入 Looker Studio、Tableau 或 Power BI 等 BI 平台，团队可为其分析师及业务用户更清晰地揭示空间关系与模式。 本文将概述用户如何以简洁直接的方式，将其 CARTO 地图嵌入最常用的 BI 工具中，从而借助高可扩展、原生于数据仓库的地图能力，显著提升 BI 仪表板与报告的互动性与信息密度。随着 CARTO 向“智能体式地理信息系统（Agentic GIS）”演进，同一张地图与空间分析亦可通过自然语言在您的数据仓库内生成，并直接呈现在团队日常使用的 BI 仪表板中。 CARTO 近期新增两项值得关注的 BI 仪表板集成选项：其一为经身份认证的私有嵌入（authenticated private embeds），确保仅限组织内部共享的地图可安全嵌入内部门户仪表板，无需对外公开；其二为支持响应式事件的嵌入地图（reactive events），即嵌入地图可监听并响应周边仪表板中的筛选器与选择操作。详情请参阅《嵌入地图文档》。 将 CARTO 地图嵌入 BI 平台操作简便，不仅能增强仪表板探索与分析空间数据的能力，还可凭借交互性显著提升数据的可访问性与吸引力。多数 BI 工具均提供扩展能力，允许嵌入来自外部源的 HTML 元素。本节将为您演示如何在当前主流 BI 工具中实现该功能。 完成上述步骤后，您的 CARTO Builder 地图将以“网页内容磁贴（Web Content Tile）”形式显示于 Power BI 仪表板中。 在 Looker Studio 中嵌入 Builder 地图极为简单，只需使用其 URL 嵌入功能。具体操作如下： 嵌入完成后，您可自由进一步优化 Looker Studio 报告，包括添加图表、设置筛选器、利用容器组织内容，以及调整整体视觉效果。 如需查看嵌入公开 Builder 地图的 Looker Studio 报告示例，请访问此报告。 另附下方 GIF 动图，直观展示该示例报告的实际运行效果。 您还可通过添加新页面、文本、Logo 等组件，持续扩展您的 Google 网站，例如此示例所示。 是否希望深入了解如何在您的数据仓库中规模化开展地理空间数据可视化与分析？立即预约我们的专家进行产品演示，即刻启程！ 编辑说明：本文初稿发布于 2024 年，于 2026 年更新，以反映 CARTO 最新的 Agentic GIS 能力及空间分析领域的最新趋势。 BI 工具虽擅长处理图表与表格，但在空间分析能力方面普遍受限。CARTO 可直接从您的云数据仓库渲染大规模、高交互性的地图，使您得以呈现 BI 工具无法表达的空间模式，且全程无需迁移数据。 哈维尔·加西亚（Javier García）现任 CARTO 首席产品官（CPO），全面负责 CARTO 全系列产品组合、客户体验及创新路线图。其职责覆盖完整的产品开发周期与客户体验管理。 让我们深入探讨各类组织如何借助 CARTO 保护生物多样性、推进气候科学研究、优化自然资源管理，并驱动可持续决策。 初次接触 CARTO？请从这 5 张核心地图开始！ 了解如何开展邻近性分析、处理海量空间数据、集成实时更新，并运用 AI 驱动的深度洞察。
Business Intelligence tools are great at charts, tables, and KPIs, but most of them struggle with maps. A lot of business data has a location component, and a flat table hides the patterns a map makes obvious. That is the gap CARTO fills: a cloud-native spatial analytics and visualization platform that adds the maps your BI dashboards are missing, running on the data you already keep in your cloud data warehouse. CARTO closes this gap with tools for visualizing and analyzing geospatial data. By embedding interactive maps built in CARTO into BI platforms like Looker Studio, Tableau, or Power BI, teams give their analysts and business users a clearer view of spatial relationships and patterns. In this blog post we will provide an overview of how simple it is for users to embed CARTO maps into their favorite BI tool in a straightforward way, making their BI dashboards and reports more engaging and informative thanks to highly scalable maps running on their data warehouse. And with CARTO's move toward Agentic GIS, the same maps and spatial analysis can be created from natural language within your data warehouse, then surfaced inside the BI dashboards your teams already use. CARTO has since added two options worth knowing about for BI dashboards. You can use authenticated (private) embeds, so a map shared only within your organization can go into an internal dashboard without making it public. And embedded maps can listen to and send reactive events, so the map can respond to the selections and filters in the surrounding dashboard. See the embedding maps documentation for details. Embedding your CARTO maps into BI platforms is simple, and it will give your dashboards better capabilities to explore and analyze spatial data, and make data more accessible and engaging thanks to its interactivity. Most tools offer extensibility capabilities that allow you to embed HTML elements from external sources. In this section, we will show you how you can achieve that in some of the most commonly used BI tools today. After these steps, your Builder map will be displayed as a Web Content Tile within your Power BI dashboard. Embedding a Builder map in Looker Studio is simple with the URL embed functionality. Here’s how you can do it: Once embedded, you have the freedom to further refine your Looker Studio report. This can include adding charts, implementing filters, organizing content with containers, and refining the overall look of your report. To see an example of a Looker Studio report featuring an embedded public Builder map, explore this report. And for a visual walkthrough, check out the below GIF displaying the example report in action. You can extend your Google Site by adding other components such as new pages, text, logos, etc. as in this example. Want to learn more about how you can start visualizing and analyzing spatial data at scale in your data warehouse? Schedule a demo with one of our experts and get started today! Editor's note: This post was originally published in 2024 and was refreshed in 2026 to reflect CARTO's latest Agentic GIS capabilities and current trends in spatial analytics. BI tools handle charts and tables well but have limited spatial capabilities. CARTO renders large-scale, interactive maps directly from your cloud data warehouse, so you can show spatial patterns a BI tool cannot, without moving your data. Javier is CARTO's Chief Product Officer and is globally responsible for CARTO’s product portfolio, customer experience, and innovation roadmap. Javier's responsibilities span the complete product development and customer experience cycle. Let’s dive into how organizations use CARTO to protect biodiversity, advance climate research, manage natural resources, and drive sustainable decision-making. New to CARTO? Start with these 5 essential maps! Learn how to analyze proximity, work with big data, integrate real-time updates, and leverage AI-driven insights.